orPlot: Visualize odds ratios and p-values from SeqFeatRs assocpoint

Description Usage Arguments Details Author(s) See Also Examples

Description

Creates odds ratio/p-value plots for every feature and sequence alignment position.

Usage

1
2
3
4
5
6
orPlot(path_to_file_assocpoint_results = NULL,
	save_name_pdf, separator = ";",
	number_of_cases = 2, odds_column_position = c(6),
	p_value_column_position = c(2), name_column_position = c(2), freq = 7,
	sequence_column_position = NULL, max_y_axis = 50, interval = 10,
        has_color = 0, bias = 5, p_or_od = "P")

Arguments

path_to_file_assocpoint_results

csv file with results from SeqFeatRs assocpoint function. For reference see example file.

save_name_pdf

name of file to which results are saved in csv format.

separator

letter with which csv is separated (usually ";" or ",", or "\t").

number_of_cases

number of different features in input file.

odds_column_position

column number of first odds ratios.

p_value_column_position

column number of first p-value.

name_column_position

column number of feature name in first row.

freq

frequency of repeat in columns with more than two cases.

sequence_column_position

column number of first amino acid/nucleotide sequence.

max_y_axis

estimated guess of the best p-value/ highest Odds ratio. Usuall the number behind the e as positive number.

interval

interval on the y axis.

has_color

if there should be presented another kind of information as a color feature. See details.

bias

bias of colors. Select with integer values if you want the first color further down. See details.

p_or_od

if p-values or OR should be plotted as height. "P" for p-value, "OR" for Odds ratios.

Details

Creates from SeqFeatRs assocpoint results a graphical output where each position in the sequence alignment is shown as bar. The height of this bar can be the log10 of p-value at this position or the odds ratio, the direction information (up or down) based upon odds ratio (below one is down, above one is up). If the user adds a column number for an amino acid or DNA base, this sequence is added above each bar.

The bar plot can be additionally colored by another type of information (e.g. display p-values as height, odds ratio as direction and sequence entropy as color). The source of this color information has to be added in 'has_color' as a column number. This column can be added manually before creating this plot. The column should contain only numbers between zero and one. A bias can be given to change the color distribution (see R-function colorRampPalette).

Author(s)

Bettina Budeus

See Also

assocpoint

Examples

 1
 2
 3
 4
 5
 6
 7
 8
 9
10
11
12
13
14
15
16
17
18
19
#Input file
assocpoint_result <- system.file("extdata", "assocpoint_results.csv", package="SeqFeatR")
	
#Usage
orPlot(
	path_to_file_assocpoint_results=assocpoint_result, 
	save_name_pdf="orPlot.pdf",
	separator=";",
	number_of_cases=8,
	odds_column_position=6,
	p_value_column_position=2,
	name_column_position=2,
	freq=7,
	sequence_column_position=NULL,
	max_y_axis=4,
	interval=0.2,
	has_color=0,
	bias=5,
	p_or_od="P")

Example output

Loading required package: tcltk
Loading required package: tcltk2
Loading required package: Biostrings
Loading required package: BiocGenerics
Loading required package: parallel

Attaching package:BiocGenericsThe following objects are masked frompackage:parallel:

    clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
    clusterExport, clusterMap, parApply, parCapply, parLapply,
    parLapplyLB, parRapply, parSapply, parSapplyLB

The following objects are masked frompackage:stats:

    IQR, mad, sd, var, xtabs

The following objects are masked frompackage:base:

    anyDuplicated, append, as.data.frame, basename, cbind, colnames,
    dirname, do.call, duplicated, eval, evalq, Filter, Find, get, grep,
    grepl, intersect, is.unsorted, lapply, Map, mapply, match, mget,
    order, paste, pmax, pmax.int, pmin, pmin.int, Position, rank,
    rbind, Reduce, rownames, sapply, setdiff, sort, table, tapply,
    union, unique, unsplit, which.max, which.min

Loading required package: S4Vectors
Loading required package: stats4

Attaching package:S4VectorsThe following objects are masked frompackage:tcltk2:

    values, values<-

The following object is masked frompackage:base:

    expand.grid

Loading required package: IRanges
Loading required package: XVector

Attaching package:BiostringsThe following object is masked frompackage:base:

    strsplit

Loading required package: plotrix
Warning message:
no DISPLAY variable so Tk is not available 
[1] "A1"
[1] 6
    X           A1 Corrected.p.value      z.scores AA.with.lowest.p.value
1   1 0.4615384615      0.4615384615  0.0490331902                      M
2   2 0.0291375291      0.0291375291  -1.774657391                      P
3   3 0.0005827506      0.0005827506 -1.8950897879                      D
4   4 0.0046620047      0.0046620047 -1.8778851597                      T
5   5 0.4615384615      0.4615384615  0.0490331902                      P
6   6 0.4615384615      0.4615384615  0.0490331902                      L
7   7 0.4615384615      0.4615384615  0.0490331902                      C
8   8            1                 1  2.3200441025                      E
9   9 0.4615384615      0.4615384615  0.0490331902                      G
10 10 0.4615384615      0.4615384615  0.0490331902                      G
11 11            1                 1  2.3200441025                      V
12 12 0.1923076923      0.1923076923  -1.086472266                      Q
13 13            1                 1  2.3200441025                      K
14 14 0.4615384615      0.4615384615  0.0490331902                      A
15 15 0.4615384615      0.4615384615  0.0490331902                      S
16 16 0.4615384615      0.4615384615  0.0490331902                      Y
17 17 0.1923076923      0.1923076923  -1.086472266                      W
18 18 0.4615384615      0.4615384615  0.0490331902                      W
19 19 0.4615384615      0.4615384615  0.0490331902                      H
20 20 0.4615384615      0.4615384615  0.0490331902                      G
21 21 0.4615384615      0.4615384615  0.0490331902                      Q
22 22 0.4615384615      0.4615384615  0.0490331902                      T
23 23 0.4615384615      0.4615384615  0.0490331902                      V
24 24 0.4615384615      0.4615384615  0.0490331902                      T
25 25 0.4615384615      0.4615384615  0.0490331902                      N
26 26 0.1923076923      0.1923076923  -1.086472266                      K
27 27 0.0005827506      0.0005827506 -1.8950897879                      Q
28 28 0.4615384615      0.4615384615  0.0490331902                      V
29 29 0.4615384615      0.4615384615  0.0490331902                      D
30 30            1                 1  2.3200441025                      E
31 31 0.4615384615      0.4615384615  0.0490331902                      E
32 32 0.4615384615      0.4615384615  0.0490331902                      V
33 33 0.4615384615      0.4615384615  0.0490331902                      P
34 34 0.4615384615      0.4615384615  0.0490331902                      K
35 35 0.4615384615      0.4615384615  0.0490331902                      M
36 36 0.4615384615      0.4615384615  0.0490331902                      D
37 37 0.4615384615      0.4615384615  0.0490331902                      E
38 38 0.4615384615      0.4615384615  0.0490331902                      C
39 39 0.4615384615      0.4615384615  0.0490331902                      S
40 40 0.4615384615      0.4615384615  0.0490331902                      Q
      Odds.ratio Wilcox ref_seq           A2 Corrected.p.value.1    z.scores.1
1            Inf      /       L 0.2142857143        0.2142857143  0.3478774718
2  23.4961048372      /       P 0.2142857143        0.2142857143  0.3478774718
3            Inf   0.05       D 0.1923076923        0.1923076923 -0.1772205988
4              0   0.05       I 0.0549450549        0.0549450549   -3.45908354
5            Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
6              0      /       G 0.2142857143        0.2142857143  0.3478774718
7              0      /       N 0.2142857143        0.2142857143  0.3478774718
8              1      /       E 0.2142857143        0.2142857143  0.3478774718
9            Inf      /       N 0.2142857143        0.2142857143  0.3478774718
10             0      /       M 0.2142857143        0.2142857143  0.3478774718
11           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
12             0      /       Y 0.2142857143        0.2142857143  0.3478774718
13           Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
14           Inf      /       P 0.2142857143        0.2142857143  0.3478774718
15           Inf      /       S 0.2142857143        0.2142857143  0.3478774718
16             0      /       W 0.0934065934        0.0934065934 -2.5401619165
17             0      /       I 0.2142857143        0.2142857143  0.3478774718
18             0      /       F 0.2142857143        0.2142857143  0.3478774718
19             0      /       C 0.2142857143        0.2142857143  0.3478774718
20           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
21             0      /       M 0.2142857143        0.2142857143  0.3478774718
22             0      /       E 0.2142857143        0.2142857143  0.3478774718
23             0      /       T 0.1758241758        0.1758241758 -0.5710441518
24           Inf      /       N 0.2142857143        0.2142857143  0.3478774718
25           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
26             0      /       S 0.2142857143        0.2142857143  0.3478774718
27           Inf   0.05       Q 0.1923076923        0.1923076923 -0.1772205988
28           Inf      /       C 0.1758241758        0.1758241758 -0.5710441518
29             0      /       L 0.2142857143        0.2142857143  0.3478774718
30           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
31           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
32           Inf      /       M 0.2142857143        0.2142857143  0.3478774718
33             0      /       F 0.2142857143        0.2142857143  0.3478774718
34             0      /       H 0.2142857143        0.2142857143  0.3478774718
35             0      /       C 0.2142857143        0.2142857143  0.3478774718
36             0      /       C 0.2142857143        0.2142857143  0.3478774718
37             0      /       W  0.032967033         0.032967033 -3.9841816106
38             0      /       I 0.2142857143        0.2142857143  0.3478774718
39             0      /       N 0.2142857143        0.2142857143  0.3478774718
40             0      /       C 0.2142857143        0.2142857143  0.3478774718
   AA.with.lowest.p.value.1  Odds.ratio.1 Wilcox.1 ref_seq.1           A3
1                         V           Inf        /         L 0.4615384615
2                         W 23.4961048372        /         P 0.0291375291
3                         D           Inf        /         D 0.0005827506
4                         T             0        /         I 0.0046620047
5                         S           Inf        /         Q 0.4615384615
6                         C             0        /         G 0.4615384615
7                         Y             0        /         N 0.4615384615
8                         H             1        /         E            1
9                         T           Inf        /         N 0.4615384615
10                        V             0        /         M 0.4615384615
11                        V           Inf        /         G            1
12                        G             0        /         Y 0.1923076923
13                        K           Inf        /         Q            1
14                        D           Inf        /         P 0.4615384615
15                        Y           Inf        /         S 0.4615384615
16                        T             0        /         W 0.4615384615
17                        S             0        /         I 0.1923076923
18                        E             0        /         F 0.4615384615
19                        T             0        /         C 0.4615384615
20                        E           Inf        /         G 0.4615384615
21                        R             0        /         M 0.4615384615
22                        R             0        /         E 0.4615384615
23                        H             0        /         T 0.4615384615
24                        G           Inf        /         N 0.4615384615
25                        A           Inf        /         G 0.4615384615
26                        V             0        /         S 0.1923076923
27                        Q           Inf        /         Q 0.0005827506
28                        L           Inf        /         C 0.4615384615
29                        R             0        /         L 0.4615384615
30                        M           Inf        /         E            1
31                        N           Inf        /         E 0.4615384615
32                        A           Inf        /         M 0.4615384615
33                        Q             0        /         F 0.4615384615
34                        V             0        /         H 0.4615384615
35                        W             0        /         C 0.4615384615
36                        S             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        P             0        /         I 0.4615384615
39                        E             0        /         N 0.4615384615
40                        E             0        /         C 0.4615384615
   Corrected.p.value.2    z.scores.2 AA.with.lowest.p.value.2  Odds.ratio.2
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        P           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        C             0
8                    1  2.3200441025                        A             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        G           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        F           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        T           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        V           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        K           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        V             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        W             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.2 ref_seq.2           A4 Corrected.p.value.3    z.scores.3
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.3  Odds.ratio.3 Wilcox.3 ref_seq.3           B1
1                         M           Inf        /         L 0.4615384615
2                         P 23.4961048372        /         P 0.0291375291
3                         D           Inf     0.05         D 0.0005827506
4                         T             0     0.05         I 0.0046620047
5                         -           Inf        /         Q 0.4615384615
6                         L             0        /         G 0.4615384615
7                         R             0        /         N 0.4615384615
8                         P             1        /         E            1
9                         G           Inf        /         N 0.4615384615
10                        M             0        /         M 0.4615384615
11                        R           Inf        /         G            1
12                        Q             0        /         Y 0.1923076923
13                        D           Inf        /         Q            1
14                        A           Inf        /         P 0.4615384615
15                        F           Inf        /         S 0.4615384615
16                        Y             0        /         W 0.4615384615
17                        W             0        /         I 0.1923076923
18                        W             0        /         F 0.4615384615
19                        H             0        /         C 0.4615384615
20                        G           Inf        /         G 0.4615384615
21                        Q             0        /         M 0.4615384615
22                        T             0        /         E 0.4615384615
23                        V             0        /         T 0.4615384615
24                        M           Inf        /         N 0.4615384615
25                        N           Inf        /         G 0.4615384615
26                        K             0        /         S 0.1923076923
27                        Q           Inf     0.05         Q 0.0005827506
28                        N           Inf        /         C 0.4615384615
29                        D             0        /         L 0.4615384615
30                        W           Inf        /         E            1
31                        E           Inf        /         E 0.4615384615
32                        V           Inf        /         M 0.4615384615
33                        P             0        /         F 0.4615384615
34                        K             0        /         H 0.4615384615
35                        V             0        /         C 0.4615384615
36                        D             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        C             0        /         I 0.4615384615
39                        W             0        /         N 0.4615384615
40                        Q             0        /         C 0.4615384615
   Corrected.p.value.4    z.scores.4 AA.with.lowest.p.value.4  Odds.ratio.4
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        -           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        R             0
8                    1  2.3200441025                        G             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        V           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        W           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        M           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        N           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        E           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        M             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        E             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.4 ref_seq.4           B2 Corrected.p.value.5    z.scores.5
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.5  Odds.ratio.5 Wilcox.5 ref_seq.5           B3
1                         M           Inf        /         L 0.3571428571
2                         P 23.4961048372        /         P 0.2657342657
3                         D           Inf     0.05         D  0.020979021
4                         T             0     0.05         I  0.030969031
5                         P           Inf        /         Q 0.1098901099
6                         L             0        /         G 0.3571428571
7                         K             0        /         N 0.1098901099
8                         K             1        /         E 0.3571428571
9                         G           Inf        /         N 0.2207792208
10                        G             0        /         M 0.1098901099
11                        G           Inf        /         G 0.3571428571
12                        Q             0        /         Y 0.0274725275
13                        D           Inf        /         Q 0.2582417582
14                        A           Inf        /         P 0.3571428571
15                        S           Inf        /         S 0.3571428571
16                        Y             0        /         W 0.1098901099
17                        W             0        /         I 0.3571428571
18                        W             0        /         F 0.3571428571
19                        H             0        /         C 0.3571428571
20                        G           Inf        /         G 0.3571428571
21                        Q             0        /         M 0.1098901099
22                        T             0        /         E 0.1098901099
23                        V             0        /         T 0.1098901099
24                        T           Inf        /         N 0.3571428571
25                        N           Inf        /         G 0.3571428571
26                        K             0        /         S 0.0274725275
27                        V           Inf     0.05         Q  0.020979021
28                        N           Inf        /         C 0.3571428571
29                        D             0        /         L 0.3571428571
30                        K           Inf        /         E 0.3571428571
31                        E           Inf        /         E 0.3571428571
32                        V           Inf        /         M 0.3571428571
33                        P             0        /         F 0.1098901099
34                        K             0        /         H 0.1098901099
35                        M             0        /         C 0.1098901099
36                        D             0        /         C 0.3571428571
37                        W             0        /         W 0.1098901099
38                        C             0        /         I 0.1098901099
39                        S             0        /         N 0.1098901099
40                        Q             0        /         C 0.3571428571
   Corrected.p.value.6    z.scores.6 AA.with.lowest.p.value.6  Odds.ratio.6
1         0.3571428571  0.9662983254                        H           Inf
2         0.2657342657  0.2866957368                        P 23.4961048372
3          0.020979021 -1.5330051834                        D           Inf
4          0.030969031 -1.4587316764                        T             0
5         0.1098901099 -0.8719709716                        -           Inf
6         0.3571428571  0.9662983254                        T             0
7         0.1098901099 -0.8719709716                        R             0
8         0.3571428571  0.9662983254                        P             1
9         0.2207792208 -0.0475350444                        C           Inf
10        0.1098901099 -0.8719709716                        G             0
11        0.3571428571  0.9662983254                        Q           Inf
12        0.0274725275 -1.4847274039                        Q             0
13        0.2582417582  0.2309906066                        Q           Inf
14        0.3571428571  0.9662983254                        S           Inf
15        0.3571428571  0.9662983254                        H           Inf
16        0.1098901099 -0.8719709716                        Y             0
17        0.3571428571  0.9662983254                        L             0
18        0.3571428571  0.9662983254                        T             0
19        0.3571428571  0.9662983254                        A             0
20        0.3571428571  0.9662983254                        R           Inf
21        0.1098901099 -0.8719709716                        Q             0
22        0.1098901099 -0.8719709716                        T             0
23        0.1098901099 -0.8719709716                        V             0
24        0.3571428571  0.9662983254                        E           Inf
25        0.3571428571  0.9662983254                        Q           Inf
26        0.0274725275 -1.4847274039                        K             0
27         0.020979021 -1.5330051834                        V           Inf
28        0.3571428571  0.9662983254                        I           Inf
29        0.3571428571  0.9662983254                        H             0
30        0.3571428571  0.9662983254                        A           Inf
31        0.3571428571  0.9662983254                        F           Inf
32        0.3571428571  0.9662983254                        Q           Inf
33        0.1098901099 -0.8719709716                        P             0
34        0.1098901099 -0.8719709716                        K             0
35        0.1098901099 -0.8719709716                        M             0
36        0.3571428571  0.9662983254                        I             0
37        0.1098901099 -0.8719709716                        E             0
38        0.1098901099 -0.8719709716                        C             0
39        0.1098901099 -0.8719709716                        W             0
40        0.3571428571  0.9662983254                        R             0
   Wilcox.6 ref_seq.6           B4 Corrected.p.value.7    z.scores.7
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3         /         D 0.0005827506        0.0005827506 -1.8950897879
4         /         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27        /         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.7  Odds.ratio.7 Wilcox.7 ref_seq.7
1                         M           Inf        /         L
2                         P 23.4961048372        /         P
3                         D           Inf     0.05         D
4                         T             0     0.05         I
5                         P           Inf        /         Q
6                         L             0        /         G
7                         R             0        /         N
8                         G             1        /         E
9                         G           Inf        /         N
10                        M             0        /         M
11                        K           Inf        /         G
12                        Q             0        /         Y
13                        T           Inf        /         Q
14                        A           Inf        /         P
15                        F           Inf        /         S
16                        Y             0        /         W
17                        W             0        /         I
18                        W             0        /         F
19                        H             0        /         C
20                        G           Inf        /         G
21                        Q             0        /         M
22                        T             0        /         E
23                        V             0        /         T
24                        M           Inf        /         N
25                        N           Inf        /         G
26                        K             0        /         S
27                        V           Inf     0.05         Q
28                        V           Inf        /         C
29                        D             0        /         L
30                        S           Inf        /         E
31                        E           Inf        /         E
32                        V           Inf        /         M
33                        P             0        /         F
34                        K             0        /         H
35                        V             0        /         C
36                        D             0        /         C
37                        W             0        /         W
38                        C             0        /         I
39                        W             0        /         N
40                        Q             0        /         C
[1] "A2"
[1] 13
    X           A1 Corrected.p.value      z.scores AA.with.lowest.p.value
1   1 0.4615384615      0.4615384615  0.0490331902                      M
2   2 0.0291375291      0.0291375291  -1.774657391                      P
3   3 0.0005827506      0.0005827506 -1.8950897879                      D
4   4 0.0046620047      0.0046620047 -1.8778851597                      T
5   5 0.4615384615      0.4615384615  0.0490331902                      P
6   6 0.4615384615      0.4615384615  0.0490331902                      L
7   7 0.4615384615      0.4615384615  0.0490331902                      C
8   8            1                 1  2.3200441025                      E
9   9 0.4615384615      0.4615384615  0.0490331902                      G
10 10 0.4615384615      0.4615384615  0.0490331902                      G
11 11            1                 1  2.3200441025                      V
12 12 0.1923076923      0.1923076923  -1.086472266                      Q
13 13            1                 1  2.3200441025                      K
14 14 0.4615384615      0.4615384615  0.0490331902                      A
15 15 0.4615384615      0.4615384615  0.0490331902                      S
16 16 0.4615384615      0.4615384615  0.0490331902                      Y
17 17 0.1923076923      0.1923076923  -1.086472266                      W
18 18 0.4615384615      0.4615384615  0.0490331902                      W
19 19 0.4615384615      0.4615384615  0.0490331902                      H
20 20 0.4615384615      0.4615384615  0.0490331902                      G
21 21 0.4615384615      0.4615384615  0.0490331902                      Q
22 22 0.4615384615      0.4615384615  0.0490331902                      T
23 23 0.4615384615      0.4615384615  0.0490331902                      V
24 24 0.4615384615      0.4615384615  0.0490331902                      T
25 25 0.4615384615      0.4615384615  0.0490331902                      N
26 26 0.1923076923      0.1923076923  -1.086472266                      K
27 27 0.0005827506      0.0005827506 -1.8950897879                      Q
28 28 0.4615384615      0.4615384615  0.0490331902                      V
29 29 0.4615384615      0.4615384615  0.0490331902                      D
30 30            1                 1  2.3200441025                      E
31 31 0.4615384615      0.4615384615  0.0490331902                      E
32 32 0.4615384615      0.4615384615  0.0490331902                      V
33 33 0.4615384615      0.4615384615  0.0490331902                      P
34 34 0.4615384615      0.4615384615  0.0490331902                      K
35 35 0.4615384615      0.4615384615  0.0490331902                      M
36 36 0.4615384615      0.4615384615  0.0490331902                      D
37 37 0.4615384615      0.4615384615  0.0490331902                      E
38 38 0.4615384615      0.4615384615  0.0490331902                      C
39 39 0.4615384615      0.4615384615  0.0490331902                      S
40 40 0.4615384615      0.4615384615  0.0490331902                      Q
      Odds.ratio Wilcox ref_seq           A2 Corrected.p.value.1    z.scores.1
1            Inf      /       L 0.2142857143        0.2142857143  0.3478774718
2  23.4961048372      /       P 0.2142857143        0.2142857143  0.3478774718
3            Inf   0.05       D 0.1923076923        0.1923076923 -0.1772205988
4              0   0.05       I 0.0549450549        0.0549450549   -3.45908354
5            Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
6              0      /       G 0.2142857143        0.2142857143  0.3478774718
7              0      /       N 0.2142857143        0.2142857143  0.3478774718
8              1      /       E 0.2142857143        0.2142857143  0.3478774718
9            Inf      /       N 0.2142857143        0.2142857143  0.3478774718
10             0      /       M 0.2142857143        0.2142857143  0.3478774718
11           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
12             0      /       Y 0.2142857143        0.2142857143  0.3478774718
13           Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
14           Inf      /       P 0.2142857143        0.2142857143  0.3478774718
15           Inf      /       S 0.2142857143        0.2142857143  0.3478774718
16             0      /       W 0.0934065934        0.0934065934 -2.5401619165
17             0      /       I 0.2142857143        0.2142857143  0.3478774718
18             0      /       F 0.2142857143        0.2142857143  0.3478774718
19             0      /       C 0.2142857143        0.2142857143  0.3478774718
20           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
21             0      /       M 0.2142857143        0.2142857143  0.3478774718
22             0      /       E 0.2142857143        0.2142857143  0.3478774718
23             0      /       T 0.1758241758        0.1758241758 -0.5710441518
24           Inf      /       N 0.2142857143        0.2142857143  0.3478774718
25           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
26             0      /       S 0.2142857143        0.2142857143  0.3478774718
27           Inf   0.05       Q 0.1923076923        0.1923076923 -0.1772205988
28           Inf      /       C 0.1758241758        0.1758241758 -0.5710441518
29             0      /       L 0.2142857143        0.2142857143  0.3478774718
30           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
31           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
32           Inf      /       M 0.2142857143        0.2142857143  0.3478774718
33             0      /       F 0.2142857143        0.2142857143  0.3478774718
34             0      /       H 0.2142857143        0.2142857143  0.3478774718
35             0      /       C 0.2142857143        0.2142857143  0.3478774718
36             0      /       C 0.2142857143        0.2142857143  0.3478774718
37             0      /       W  0.032967033         0.032967033 -3.9841816106
38             0      /       I 0.2142857143        0.2142857143  0.3478774718
39             0      /       N 0.2142857143        0.2142857143  0.3478774718
40             0      /       C 0.2142857143        0.2142857143  0.3478774718
   AA.with.lowest.p.value.1  Odds.ratio.1 Wilcox.1 ref_seq.1           A3
1                         V           Inf        /         L 0.4615384615
2                         W 23.4961048372        /         P 0.0291375291
3                         D           Inf        /         D 0.0005827506
4                         T             0        /         I 0.0046620047
5                         S           Inf        /         Q 0.4615384615
6                         C             0        /         G 0.4615384615
7                         Y             0        /         N 0.4615384615
8                         H             1        /         E            1
9                         T           Inf        /         N 0.4615384615
10                        V             0        /         M 0.4615384615
11                        V           Inf        /         G            1
12                        G             0        /         Y 0.1923076923
13                        K           Inf        /         Q            1
14                        D           Inf        /         P 0.4615384615
15                        Y           Inf        /         S 0.4615384615
16                        T             0        /         W 0.4615384615
17                        S             0        /         I 0.1923076923
18                        E             0        /         F 0.4615384615
19                        T             0        /         C 0.4615384615
20                        E           Inf        /         G 0.4615384615
21                        R             0        /         M 0.4615384615
22                        R             0        /         E 0.4615384615
23                        H             0        /         T 0.4615384615
24                        G           Inf        /         N 0.4615384615
25                        A           Inf        /         G 0.4615384615
26                        V             0        /         S 0.1923076923
27                        Q           Inf        /         Q 0.0005827506
28                        L           Inf        /         C 0.4615384615
29                        R             0        /         L 0.4615384615
30                        M           Inf        /         E            1
31                        N           Inf        /         E 0.4615384615
32                        A           Inf        /         M 0.4615384615
33                        Q             0        /         F 0.4615384615
34                        V             0        /         H 0.4615384615
35                        W             0        /         C 0.4615384615
36                        S             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        P             0        /         I 0.4615384615
39                        E             0        /         N 0.4615384615
40                        E             0        /         C 0.4615384615
   Corrected.p.value.2    z.scores.2 AA.with.lowest.p.value.2  Odds.ratio.2
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        P           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        C             0
8                    1  2.3200441025                        A             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        G           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        F           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        T           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        V           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        K           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        V             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        W             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.2 ref_seq.2           A4 Corrected.p.value.3    z.scores.3
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.3  Odds.ratio.3 Wilcox.3 ref_seq.3           B1
1                         M           Inf        /         L 0.4615384615
2                         P 23.4961048372        /         P 0.0291375291
3                         D           Inf     0.05         D 0.0005827506
4                         T             0     0.05         I 0.0046620047
5                         -           Inf        /         Q 0.4615384615
6                         L             0        /         G 0.4615384615
7                         R             0        /         N 0.4615384615
8                         P             1        /         E            1
9                         G           Inf        /         N 0.4615384615
10                        M             0        /         M 0.4615384615
11                        R           Inf        /         G            1
12                        Q             0        /         Y 0.1923076923
13                        D           Inf        /         Q            1
14                        A           Inf        /         P 0.4615384615
15                        F           Inf        /         S 0.4615384615
16                        Y             0        /         W 0.4615384615
17                        W             0        /         I 0.1923076923
18                        W             0        /         F 0.4615384615
19                        H             0        /         C 0.4615384615
20                        G           Inf        /         G 0.4615384615
21                        Q             0        /         M 0.4615384615
22                        T             0        /         E 0.4615384615
23                        V             0        /         T 0.4615384615
24                        M           Inf        /         N 0.4615384615
25                        N           Inf        /         G 0.4615384615
26                        K             0        /         S 0.1923076923
27                        Q           Inf     0.05         Q 0.0005827506
28                        N           Inf        /         C 0.4615384615
29                        D             0        /         L 0.4615384615
30                        W           Inf        /         E            1
31                        E           Inf        /         E 0.4615384615
32                        V           Inf        /         M 0.4615384615
33                        P             0        /         F 0.4615384615
34                        K             0        /         H 0.4615384615
35                        V             0        /         C 0.4615384615
36                        D             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        C             0        /         I 0.4615384615
39                        W             0        /         N 0.4615384615
40                        Q             0        /         C 0.4615384615
   Corrected.p.value.4    z.scores.4 AA.with.lowest.p.value.4  Odds.ratio.4
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        -           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        R             0
8                    1  2.3200441025                        G             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        V           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        W           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        M           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        N           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        E           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        M             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        E             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.4 ref_seq.4           B2 Corrected.p.value.5    z.scores.5
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.5  Odds.ratio.5 Wilcox.5 ref_seq.5           B3
1                         M           Inf        /         L 0.3571428571
2                         P 23.4961048372        /         P 0.2657342657
3                         D           Inf     0.05         D  0.020979021
4                         T             0     0.05         I  0.030969031
5                         P           Inf        /         Q 0.1098901099
6                         L             0        /         G 0.3571428571
7                         K             0        /         N 0.1098901099
8                         K             1        /         E 0.3571428571
9                         G           Inf        /         N 0.2207792208
10                        G             0        /         M 0.1098901099
11                        G           Inf        /         G 0.3571428571
12                        Q             0        /         Y 0.0274725275
13                        D           Inf        /         Q 0.2582417582
14                        A           Inf        /         P 0.3571428571
15                        S           Inf        /         S 0.3571428571
16                        Y             0        /         W 0.1098901099
17                        W             0        /         I 0.3571428571
18                        W             0        /         F 0.3571428571
19                        H             0        /         C 0.3571428571
20                        G           Inf        /         G 0.3571428571
21                        Q             0        /         M 0.1098901099
22                        T             0        /         E 0.1098901099
23                        V             0        /         T 0.1098901099
24                        T           Inf        /         N 0.3571428571
25                        N           Inf        /         G 0.3571428571
26                        K             0        /         S 0.0274725275
27                        V           Inf     0.05         Q  0.020979021
28                        N           Inf        /         C 0.3571428571
29                        D             0        /         L 0.3571428571
30                        K           Inf        /         E 0.3571428571
31                        E           Inf        /         E 0.3571428571
32                        V           Inf        /         M 0.3571428571
33                        P             0        /         F 0.1098901099
34                        K             0        /         H 0.1098901099
35                        M             0        /         C 0.1098901099
36                        D             0        /         C 0.3571428571
37                        W             0        /         W 0.1098901099
38                        C             0        /         I 0.1098901099
39                        S             0        /         N 0.1098901099
40                        Q             0        /         C 0.3571428571
   Corrected.p.value.6    z.scores.6 AA.with.lowest.p.value.6  Odds.ratio.6
1         0.3571428571  0.9662983254                        H           Inf
2         0.2657342657  0.2866957368                        P 23.4961048372
3          0.020979021 -1.5330051834                        D           Inf
4          0.030969031 -1.4587316764                        T             0
5         0.1098901099 -0.8719709716                        -           Inf
6         0.3571428571  0.9662983254                        T             0
7         0.1098901099 -0.8719709716                        R             0
8         0.3571428571  0.9662983254                        P             1
9         0.2207792208 -0.0475350444                        C           Inf
10        0.1098901099 -0.8719709716                        G             0
11        0.3571428571  0.9662983254                        Q           Inf
12        0.0274725275 -1.4847274039                        Q             0
13        0.2582417582  0.2309906066                        Q           Inf
14        0.3571428571  0.9662983254                        S           Inf
15        0.3571428571  0.9662983254                        H           Inf
16        0.1098901099 -0.8719709716                        Y             0
17        0.3571428571  0.9662983254                        L             0
18        0.3571428571  0.9662983254                        T             0
19        0.3571428571  0.9662983254                        A             0
20        0.3571428571  0.9662983254                        R           Inf
21        0.1098901099 -0.8719709716                        Q             0
22        0.1098901099 -0.8719709716                        T             0
23        0.1098901099 -0.8719709716                        V             0
24        0.3571428571  0.9662983254                        E           Inf
25        0.3571428571  0.9662983254                        Q           Inf
26        0.0274725275 -1.4847274039                        K             0
27         0.020979021 -1.5330051834                        V           Inf
28        0.3571428571  0.9662983254                        I           Inf
29        0.3571428571  0.9662983254                        H             0
30        0.3571428571  0.9662983254                        A           Inf
31        0.3571428571  0.9662983254                        F           Inf
32        0.3571428571  0.9662983254                        Q           Inf
33        0.1098901099 -0.8719709716                        P             0
34        0.1098901099 -0.8719709716                        K             0
35        0.1098901099 -0.8719709716                        M             0
36        0.3571428571  0.9662983254                        I             0
37        0.1098901099 -0.8719709716                        E             0
38        0.1098901099 -0.8719709716                        C             0
39        0.1098901099 -0.8719709716                        W             0
40        0.3571428571  0.9662983254                        R             0
   Wilcox.6 ref_seq.6           B4 Corrected.p.value.7    z.scores.7
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3         /         D 0.0005827506        0.0005827506 -1.8950897879
4         /         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27        /         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.7  Odds.ratio.7 Wilcox.7 ref_seq.7
1                         M           Inf        /         L
2                         P 23.4961048372        /         P
3                         D           Inf     0.05         D
4                         T             0     0.05         I
5                         P           Inf        /         Q
6                         L             0        /         G
7                         R             0        /         N
8                         G             1        /         E
9                         G           Inf        /         N
10                        M             0        /         M
11                        K           Inf        /         G
12                        Q             0        /         Y
13                        T           Inf        /         Q
14                        A           Inf        /         P
15                        F           Inf        /         S
16                        Y             0        /         W
17                        W             0        /         I
18                        W             0        /         F
19                        H             0        /         C
20                        G           Inf        /         G
21                        Q             0        /         M
22                        T             0        /         E
23                        V             0        /         T
24                        M           Inf        /         N
25                        N           Inf        /         G
26                        K             0        /         S
27                        V           Inf     0.05         Q
28                        V           Inf        /         C
29                        D             0        /         L
30                        S           Inf        /         E
31                        E           Inf        /         E
32                        V           Inf        /         M
33                        P             0        /         F
34                        K             0        /         H
35                        V             0        /         C
36                        D             0        /         C
37                        W             0        /         W
38                        C             0        /         I
39                        W             0        /         N
40                        Q             0        /         C
[1] "A3"
[1] 20
    X           A1 Corrected.p.value      z.scores AA.with.lowest.p.value
1   1 0.4615384615      0.4615384615  0.0490331902                      M
2   2 0.0291375291      0.0291375291  -1.774657391                      P
3   3 0.0005827506      0.0005827506 -1.8950897879                      D
4   4 0.0046620047      0.0046620047 -1.8778851597                      T
5   5 0.4615384615      0.4615384615  0.0490331902                      P
6   6 0.4615384615      0.4615384615  0.0490331902                      L
7   7 0.4615384615      0.4615384615  0.0490331902                      C
8   8            1                 1  2.3200441025                      E
9   9 0.4615384615      0.4615384615  0.0490331902                      G
10 10 0.4615384615      0.4615384615  0.0490331902                      G
11 11            1                 1  2.3200441025                      V
12 12 0.1923076923      0.1923076923  -1.086472266                      Q
13 13            1                 1  2.3200441025                      K
14 14 0.4615384615      0.4615384615  0.0490331902                      A
15 15 0.4615384615      0.4615384615  0.0490331902                      S
16 16 0.4615384615      0.4615384615  0.0490331902                      Y
17 17 0.1923076923      0.1923076923  -1.086472266                      W
18 18 0.4615384615      0.4615384615  0.0490331902                      W
19 19 0.4615384615      0.4615384615  0.0490331902                      H
20 20 0.4615384615      0.4615384615  0.0490331902                      G
21 21 0.4615384615      0.4615384615  0.0490331902                      Q
22 22 0.4615384615      0.4615384615  0.0490331902                      T
23 23 0.4615384615      0.4615384615  0.0490331902                      V
24 24 0.4615384615      0.4615384615  0.0490331902                      T
25 25 0.4615384615      0.4615384615  0.0490331902                      N
26 26 0.1923076923      0.1923076923  -1.086472266                      K
27 27 0.0005827506      0.0005827506 -1.8950897879                      Q
28 28 0.4615384615      0.4615384615  0.0490331902                      V
29 29 0.4615384615      0.4615384615  0.0490331902                      D
30 30            1                 1  2.3200441025                      E
31 31 0.4615384615      0.4615384615  0.0490331902                      E
32 32 0.4615384615      0.4615384615  0.0490331902                      V
33 33 0.4615384615      0.4615384615  0.0490331902                      P
34 34 0.4615384615      0.4615384615  0.0490331902                      K
35 35 0.4615384615      0.4615384615  0.0490331902                      M
36 36 0.4615384615      0.4615384615  0.0490331902                      D
37 37 0.4615384615      0.4615384615  0.0490331902                      E
38 38 0.4615384615      0.4615384615  0.0490331902                      C
39 39 0.4615384615      0.4615384615  0.0490331902                      S
40 40 0.4615384615      0.4615384615  0.0490331902                      Q
      Odds.ratio Wilcox ref_seq           A2 Corrected.p.value.1    z.scores.1
1            Inf      /       L 0.2142857143        0.2142857143  0.3478774718
2  23.4961048372      /       P 0.2142857143        0.2142857143  0.3478774718
3            Inf   0.05       D 0.1923076923        0.1923076923 -0.1772205988
4              0   0.05       I 0.0549450549        0.0549450549   -3.45908354
5            Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
6              0      /       G 0.2142857143        0.2142857143  0.3478774718
7              0      /       N 0.2142857143        0.2142857143  0.3478774718
8              1      /       E 0.2142857143        0.2142857143  0.3478774718
9            Inf      /       N 0.2142857143        0.2142857143  0.3478774718
10             0      /       M 0.2142857143        0.2142857143  0.3478774718
11           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
12             0      /       Y 0.2142857143        0.2142857143  0.3478774718
13           Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
14           Inf      /       P 0.2142857143        0.2142857143  0.3478774718
15           Inf      /       S 0.2142857143        0.2142857143  0.3478774718
16             0      /       W 0.0934065934        0.0934065934 -2.5401619165
17             0      /       I 0.2142857143        0.2142857143  0.3478774718
18             0      /       F 0.2142857143        0.2142857143  0.3478774718
19             0      /       C 0.2142857143        0.2142857143  0.3478774718
20           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
21             0      /       M 0.2142857143        0.2142857143  0.3478774718
22             0      /       E 0.2142857143        0.2142857143  0.3478774718
23             0      /       T 0.1758241758        0.1758241758 -0.5710441518
24           Inf      /       N 0.2142857143        0.2142857143  0.3478774718
25           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
26             0      /       S 0.2142857143        0.2142857143  0.3478774718
27           Inf   0.05       Q 0.1923076923        0.1923076923 -0.1772205988
28           Inf      /       C 0.1758241758        0.1758241758 -0.5710441518
29             0      /       L 0.2142857143        0.2142857143  0.3478774718
30           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
31           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
32           Inf      /       M 0.2142857143        0.2142857143  0.3478774718
33             0      /       F 0.2142857143        0.2142857143  0.3478774718
34             0      /       H 0.2142857143        0.2142857143  0.3478774718
35             0      /       C 0.2142857143        0.2142857143  0.3478774718
36             0      /       C 0.2142857143        0.2142857143  0.3478774718
37             0      /       W  0.032967033         0.032967033 -3.9841816106
38             0      /       I 0.2142857143        0.2142857143  0.3478774718
39             0      /       N 0.2142857143        0.2142857143  0.3478774718
40             0      /       C 0.2142857143        0.2142857143  0.3478774718
   AA.with.lowest.p.value.1  Odds.ratio.1 Wilcox.1 ref_seq.1           A3
1                         V           Inf        /         L 0.4615384615
2                         W 23.4961048372        /         P 0.0291375291
3                         D           Inf        /         D 0.0005827506
4                         T             0        /         I 0.0046620047
5                         S           Inf        /         Q 0.4615384615
6                         C             0        /         G 0.4615384615
7                         Y             0        /         N 0.4615384615
8                         H             1        /         E            1
9                         T           Inf        /         N 0.4615384615
10                        V             0        /         M 0.4615384615
11                        V           Inf        /         G            1
12                        G             0        /         Y 0.1923076923
13                        K           Inf        /         Q            1
14                        D           Inf        /         P 0.4615384615
15                        Y           Inf        /         S 0.4615384615
16                        T             0        /         W 0.4615384615
17                        S             0        /         I 0.1923076923
18                        E             0        /         F 0.4615384615
19                        T             0        /         C 0.4615384615
20                        E           Inf        /         G 0.4615384615
21                        R             0        /         M 0.4615384615
22                        R             0        /         E 0.4615384615
23                        H             0        /         T 0.4615384615
24                        G           Inf        /         N 0.4615384615
25                        A           Inf        /         G 0.4615384615
26                        V             0        /         S 0.1923076923
27                        Q           Inf        /         Q 0.0005827506
28                        L           Inf        /         C 0.4615384615
29                        R             0        /         L 0.4615384615
30                        M           Inf        /         E            1
31                        N           Inf        /         E 0.4615384615
32                        A           Inf        /         M 0.4615384615
33                        Q             0        /         F 0.4615384615
34                        V             0        /         H 0.4615384615
35                        W             0        /         C 0.4615384615
36                        S             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        P             0        /         I 0.4615384615
39                        E             0        /         N 0.4615384615
40                        E             0        /         C 0.4615384615
   Corrected.p.value.2    z.scores.2 AA.with.lowest.p.value.2  Odds.ratio.2
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        P           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        C             0
8                    1  2.3200441025                        A             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        G           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        F           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        T           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        V           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        K           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        V             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        W             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.2 ref_seq.2           A4 Corrected.p.value.3    z.scores.3
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.3  Odds.ratio.3 Wilcox.3 ref_seq.3           B1
1                         M           Inf        /         L 0.4615384615
2                         P 23.4961048372        /         P 0.0291375291
3                         D           Inf     0.05         D 0.0005827506
4                         T             0     0.05         I 0.0046620047
5                         -           Inf        /         Q 0.4615384615
6                         L             0        /         G 0.4615384615
7                         R             0        /         N 0.4615384615
8                         P             1        /         E            1
9                         G           Inf        /         N 0.4615384615
10                        M             0        /         M 0.4615384615
11                        R           Inf        /         G            1
12                        Q             0        /         Y 0.1923076923
13                        D           Inf        /         Q            1
14                        A           Inf        /         P 0.4615384615
15                        F           Inf        /         S 0.4615384615
16                        Y             0        /         W 0.4615384615
17                        W             0        /         I 0.1923076923
18                        W             0        /         F 0.4615384615
19                        H             0        /         C 0.4615384615
20                        G           Inf        /         G 0.4615384615
21                        Q             0        /         M 0.4615384615
22                        T             0        /         E 0.4615384615
23                        V             0        /         T 0.4615384615
24                        M           Inf        /         N 0.4615384615
25                        N           Inf        /         G 0.4615384615
26                        K             0        /         S 0.1923076923
27                        Q           Inf     0.05         Q 0.0005827506
28                        N           Inf        /         C 0.4615384615
29                        D             0        /         L 0.4615384615
30                        W           Inf        /         E            1
31                        E           Inf        /         E 0.4615384615
32                        V           Inf        /         M 0.4615384615
33                        P             0        /         F 0.4615384615
34                        K             0        /         H 0.4615384615
35                        V             0        /         C 0.4615384615
36                        D             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        C             0        /         I 0.4615384615
39                        W             0        /         N 0.4615384615
40                        Q             0        /         C 0.4615384615
   Corrected.p.value.4    z.scores.4 AA.with.lowest.p.value.4  Odds.ratio.4
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        -           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        R             0
8                    1  2.3200441025                        G             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        V           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        W           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        M           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        N           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        E           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        M             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        E             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.4 ref_seq.4           B2 Corrected.p.value.5    z.scores.5
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.5  Odds.ratio.5 Wilcox.5 ref_seq.5           B3
1                         M           Inf        /         L 0.3571428571
2                         P 23.4961048372        /         P 0.2657342657
3                         D           Inf     0.05         D  0.020979021
4                         T             0     0.05         I  0.030969031
5                         P           Inf        /         Q 0.1098901099
6                         L             0        /         G 0.3571428571
7                         K             0        /         N 0.1098901099
8                         K             1        /         E 0.3571428571
9                         G           Inf        /         N 0.2207792208
10                        G             0        /         M 0.1098901099
11                        G           Inf        /         G 0.3571428571
12                        Q             0        /         Y 0.0274725275
13                        D           Inf        /         Q 0.2582417582
14                        A           Inf        /         P 0.3571428571
15                        S           Inf        /         S 0.3571428571
16                        Y             0        /         W 0.1098901099
17                        W             0        /         I 0.3571428571
18                        W             0        /         F 0.3571428571
19                        H             0        /         C 0.3571428571
20                        G           Inf        /         G 0.3571428571
21                        Q             0        /         M 0.1098901099
22                        T             0        /         E 0.1098901099
23                        V             0        /         T 0.1098901099
24                        T           Inf        /         N 0.3571428571
25                        N           Inf        /         G 0.3571428571
26                        K             0        /         S 0.0274725275
27                        V           Inf     0.05         Q  0.020979021
28                        N           Inf        /         C 0.3571428571
29                        D             0        /         L 0.3571428571
30                        K           Inf        /         E 0.3571428571
31                        E           Inf        /         E 0.3571428571
32                        V           Inf        /         M 0.3571428571
33                        P             0        /         F 0.1098901099
34                        K             0        /         H 0.1098901099
35                        M             0        /         C 0.1098901099
36                        D             0        /         C 0.3571428571
37                        W             0        /         W 0.1098901099
38                        C             0        /         I 0.1098901099
39                        S             0        /         N 0.1098901099
40                        Q             0        /         C 0.3571428571
   Corrected.p.value.6    z.scores.6 AA.with.lowest.p.value.6  Odds.ratio.6
1         0.3571428571  0.9662983254                        H           Inf
2         0.2657342657  0.2866957368                        P 23.4961048372
3          0.020979021 -1.5330051834                        D           Inf
4          0.030969031 -1.4587316764                        T             0
5         0.1098901099 -0.8719709716                        -           Inf
6         0.3571428571  0.9662983254                        T             0
7         0.1098901099 -0.8719709716                        R             0
8         0.3571428571  0.9662983254                        P             1
9         0.2207792208 -0.0475350444                        C           Inf
10        0.1098901099 -0.8719709716                        G             0
11        0.3571428571  0.9662983254                        Q           Inf
12        0.0274725275 -1.4847274039                        Q             0
13        0.2582417582  0.2309906066                        Q           Inf
14        0.3571428571  0.9662983254                        S           Inf
15        0.3571428571  0.9662983254                        H           Inf
16        0.1098901099 -0.8719709716                        Y             0
17        0.3571428571  0.9662983254                        L             0
18        0.3571428571  0.9662983254                        T             0
19        0.3571428571  0.9662983254                        A             0
20        0.3571428571  0.9662983254                        R           Inf
21        0.1098901099 -0.8719709716                        Q             0
22        0.1098901099 -0.8719709716                        T             0
23        0.1098901099 -0.8719709716                        V             0
24        0.3571428571  0.9662983254                        E           Inf
25        0.3571428571  0.9662983254                        Q           Inf
26        0.0274725275 -1.4847274039                        K             0
27         0.020979021 -1.5330051834                        V           Inf
28        0.3571428571  0.9662983254                        I           Inf
29        0.3571428571  0.9662983254                        H             0
30        0.3571428571  0.9662983254                        A           Inf
31        0.3571428571  0.9662983254                        F           Inf
32        0.3571428571  0.9662983254                        Q           Inf
33        0.1098901099 -0.8719709716                        P             0
34        0.1098901099 -0.8719709716                        K             0
35        0.1098901099 -0.8719709716                        M             0
36        0.3571428571  0.9662983254                        I             0
37        0.1098901099 -0.8719709716                        E             0
38        0.1098901099 -0.8719709716                        C             0
39        0.1098901099 -0.8719709716                        W             0
40        0.3571428571  0.9662983254                        R             0
   Wilcox.6 ref_seq.6           B4 Corrected.p.value.7    z.scores.7
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3         /         D 0.0005827506        0.0005827506 -1.8950897879
4         /         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27        /         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.7  Odds.ratio.7 Wilcox.7 ref_seq.7
1                         M           Inf        /         L
2                         P 23.4961048372        /         P
3                         D           Inf     0.05         D
4                         T             0     0.05         I
5                         P           Inf        /         Q
6                         L             0        /         G
7                         R             0        /         N
8                         G             1        /         E
9                         G           Inf        /         N
10                        M             0        /         M
11                        K           Inf        /         G
12                        Q             0        /         Y
13                        T           Inf        /         Q
14                        A           Inf        /         P
15                        F           Inf        /         S
16                        Y             0        /         W
17                        W             0        /         I
18                        W             0        /         F
19                        H             0        /         C
20                        G           Inf        /         G
21                        Q             0        /         M
22                        T             0        /         E
23                        V             0        /         T
24                        M           Inf        /         N
25                        N           Inf        /         G
26                        K             0        /         S
27                        V           Inf     0.05         Q
28                        V           Inf        /         C
29                        D             0        /         L
30                        S           Inf        /         E
31                        E           Inf        /         E
32                        V           Inf        /         M
33                        P             0        /         F
34                        K             0        /         H
35                        V             0        /         C
36                        D             0        /         C
37                        W             0        /         W
38                        C             0        /         I
39                        W             0        /         N
40                        Q             0        /         C
[1] "A4"
[1] 27
    X           A1 Corrected.p.value      z.scores AA.with.lowest.p.value
1   1 0.4615384615      0.4615384615  0.0490331902                      M
2   2 0.0291375291      0.0291375291  -1.774657391                      P
3   3 0.0005827506      0.0005827506 -1.8950897879                      D
4   4 0.0046620047      0.0046620047 -1.8778851597                      T
5   5 0.4615384615      0.4615384615  0.0490331902                      P
6   6 0.4615384615      0.4615384615  0.0490331902                      L
7   7 0.4615384615      0.4615384615  0.0490331902                      C
8   8            1                 1  2.3200441025                      E
9   9 0.4615384615      0.4615384615  0.0490331902                      G
10 10 0.4615384615      0.4615384615  0.0490331902                      G
11 11            1                 1  2.3200441025                      V
12 12 0.1923076923      0.1923076923  -1.086472266                      Q
13 13            1                 1  2.3200441025                      K
14 14 0.4615384615      0.4615384615  0.0490331902                      A
15 15 0.4615384615      0.4615384615  0.0490331902                      S
16 16 0.4615384615      0.4615384615  0.0490331902                      Y
17 17 0.1923076923      0.1923076923  -1.086472266                      W
18 18 0.4615384615      0.4615384615  0.0490331902                      W
19 19 0.4615384615      0.4615384615  0.0490331902                      H
20 20 0.4615384615      0.4615384615  0.0490331902                      G
21 21 0.4615384615      0.4615384615  0.0490331902                      Q
22 22 0.4615384615      0.4615384615  0.0490331902                      T
23 23 0.4615384615      0.4615384615  0.0490331902                      V
24 24 0.4615384615      0.4615384615  0.0490331902                      T
25 25 0.4615384615      0.4615384615  0.0490331902                      N
26 26 0.1923076923      0.1923076923  -1.086472266                      K
27 27 0.0005827506      0.0005827506 -1.8950897879                      Q
28 28 0.4615384615      0.4615384615  0.0490331902                      V
29 29 0.4615384615      0.4615384615  0.0490331902                      D
30 30            1                 1  2.3200441025                      E
31 31 0.4615384615      0.4615384615  0.0490331902                      E
32 32 0.4615384615      0.4615384615  0.0490331902                      V
33 33 0.4615384615      0.4615384615  0.0490331902                      P
34 34 0.4615384615      0.4615384615  0.0490331902                      K
35 35 0.4615384615      0.4615384615  0.0490331902                      M
36 36 0.4615384615      0.4615384615  0.0490331902                      D
37 37 0.4615384615      0.4615384615  0.0490331902                      E
38 38 0.4615384615      0.4615384615  0.0490331902                      C
39 39 0.4615384615      0.4615384615  0.0490331902                      S
40 40 0.4615384615      0.4615384615  0.0490331902                      Q
      Odds.ratio Wilcox ref_seq           A2 Corrected.p.value.1    z.scores.1
1            Inf      /       L 0.2142857143        0.2142857143  0.3478774718
2  23.4961048372      /       P 0.2142857143        0.2142857143  0.3478774718
3            Inf   0.05       D 0.1923076923        0.1923076923 -0.1772205988
4              0   0.05       I 0.0549450549        0.0549450549   -3.45908354
5            Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
6              0      /       G 0.2142857143        0.2142857143  0.3478774718
7              0      /       N 0.2142857143        0.2142857143  0.3478774718
8              1      /       E 0.2142857143        0.2142857143  0.3478774718
9            Inf      /       N 0.2142857143        0.2142857143  0.3478774718
10             0      /       M 0.2142857143        0.2142857143  0.3478774718
11           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
12             0      /       Y 0.2142857143        0.2142857143  0.3478774718
13           Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
14           Inf      /       P 0.2142857143        0.2142857143  0.3478774718
15           Inf      /       S 0.2142857143        0.2142857143  0.3478774718
16             0      /       W 0.0934065934        0.0934065934 -2.5401619165
17             0      /       I 0.2142857143        0.2142857143  0.3478774718
18             0      /       F 0.2142857143        0.2142857143  0.3478774718
19             0      /       C 0.2142857143        0.2142857143  0.3478774718
20           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
21             0      /       M 0.2142857143        0.2142857143  0.3478774718
22             0      /       E 0.2142857143        0.2142857143  0.3478774718
23             0      /       T 0.1758241758        0.1758241758 -0.5710441518
24           Inf      /       N 0.2142857143        0.2142857143  0.3478774718
25           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
26             0      /       S 0.2142857143        0.2142857143  0.3478774718
27           Inf   0.05       Q 0.1923076923        0.1923076923 -0.1772205988
28           Inf      /       C 0.1758241758        0.1758241758 -0.5710441518
29             0      /       L 0.2142857143        0.2142857143  0.3478774718
30           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
31           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
32           Inf      /       M 0.2142857143        0.2142857143  0.3478774718
33             0      /       F 0.2142857143        0.2142857143  0.3478774718
34             0      /       H 0.2142857143        0.2142857143  0.3478774718
35             0      /       C 0.2142857143        0.2142857143  0.3478774718
36             0      /       C 0.2142857143        0.2142857143  0.3478774718
37             0      /       W  0.032967033         0.032967033 -3.9841816106
38             0      /       I 0.2142857143        0.2142857143  0.3478774718
39             0      /       N 0.2142857143        0.2142857143  0.3478774718
40             0      /       C 0.2142857143        0.2142857143  0.3478774718
   AA.with.lowest.p.value.1  Odds.ratio.1 Wilcox.1 ref_seq.1           A3
1                         V           Inf        /         L 0.4615384615
2                         W 23.4961048372        /         P 0.0291375291
3                         D           Inf        /         D 0.0005827506
4                         T             0        /         I 0.0046620047
5                         S           Inf        /         Q 0.4615384615
6                         C             0        /         G 0.4615384615
7                         Y             0        /         N 0.4615384615
8                         H             1        /         E            1
9                         T           Inf        /         N 0.4615384615
10                        V             0        /         M 0.4615384615
11                        V           Inf        /         G            1
12                        G             0        /         Y 0.1923076923
13                        K           Inf        /         Q            1
14                        D           Inf        /         P 0.4615384615
15                        Y           Inf        /         S 0.4615384615
16                        T             0        /         W 0.4615384615
17                        S             0        /         I 0.1923076923
18                        E             0        /         F 0.4615384615
19                        T             0        /         C 0.4615384615
20                        E           Inf        /         G 0.4615384615
21                        R             0        /         M 0.4615384615
22                        R             0        /         E 0.4615384615
23                        H             0        /         T 0.4615384615
24                        G           Inf        /         N 0.4615384615
25                        A           Inf        /         G 0.4615384615
26                        V             0        /         S 0.1923076923
27                        Q           Inf        /         Q 0.0005827506
28                        L           Inf        /         C 0.4615384615
29                        R             0        /         L 0.4615384615
30                        M           Inf        /         E            1
31                        N           Inf        /         E 0.4615384615
32                        A           Inf        /         M 0.4615384615
33                        Q             0        /         F 0.4615384615
34                        V             0        /         H 0.4615384615
35                        W             0        /         C 0.4615384615
36                        S             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        P             0        /         I 0.4615384615
39                        E             0        /         N 0.4615384615
40                        E             0        /         C 0.4615384615
   Corrected.p.value.2    z.scores.2 AA.with.lowest.p.value.2  Odds.ratio.2
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        P           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        C             0
8                    1  2.3200441025                        A             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        G           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        F           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        T           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        V           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        K           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        V             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        W             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.2 ref_seq.2           A4 Corrected.p.value.3    z.scores.3
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.3  Odds.ratio.3 Wilcox.3 ref_seq.3           B1
1                         M           Inf        /         L 0.4615384615
2                         P 23.4961048372        /         P 0.0291375291
3                         D           Inf     0.05         D 0.0005827506
4                         T             0     0.05         I 0.0046620047
5                         -           Inf        /         Q 0.4615384615
6                         L             0        /         G 0.4615384615
7                         R             0        /         N 0.4615384615
8                         P             1        /         E            1
9                         G           Inf        /         N 0.4615384615
10                        M             0        /         M 0.4615384615
11                        R           Inf        /         G            1
12                        Q             0        /         Y 0.1923076923
13                        D           Inf        /         Q            1
14                        A           Inf        /         P 0.4615384615
15                        F           Inf        /         S 0.4615384615
16                        Y             0        /         W 0.4615384615
17                        W             0        /         I 0.1923076923
18                        W             0        /         F 0.4615384615
19                        H             0        /         C 0.4615384615
20                        G           Inf        /         G 0.4615384615
21                        Q             0        /         M 0.4615384615
22                        T             0        /         E 0.4615384615
23                        V             0        /         T 0.4615384615
24                        M           Inf        /         N 0.4615384615
25                        N           Inf        /         G 0.4615384615
26                        K             0        /         S 0.1923076923
27                        Q           Inf     0.05         Q 0.0005827506
28                        N           Inf        /         C 0.4615384615
29                        D             0        /         L 0.4615384615
30                        W           Inf        /         E            1
31                        E           Inf        /         E 0.4615384615
32                        V           Inf        /         M 0.4615384615
33                        P             0        /         F 0.4615384615
34                        K             0        /         H 0.4615384615
35                        V             0        /         C 0.4615384615
36                        D             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        C             0        /         I 0.4615384615
39                        W             0        /         N 0.4615384615
40                        Q             0        /         C 0.4615384615
   Corrected.p.value.4    z.scores.4 AA.with.lowest.p.value.4  Odds.ratio.4
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        -           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        R             0
8                    1  2.3200441025                        G             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        V           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        W           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        M           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        N           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        E           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        M             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        E             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.4 ref_seq.4           B2 Corrected.p.value.5    z.scores.5
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.5  Odds.ratio.5 Wilcox.5 ref_seq.5           B3
1                         M           Inf        /         L 0.3571428571
2                         P 23.4961048372        /         P 0.2657342657
3                         D           Inf     0.05         D  0.020979021
4                         T             0     0.05         I  0.030969031
5                         P           Inf        /         Q 0.1098901099
6                         L             0        /         G 0.3571428571
7                         K             0        /         N 0.1098901099
8                         K             1        /         E 0.3571428571
9                         G           Inf        /         N 0.2207792208
10                        G             0        /         M 0.1098901099
11                        G           Inf        /         G 0.3571428571
12                        Q             0        /         Y 0.0274725275
13                        D           Inf        /         Q 0.2582417582
14                        A           Inf        /         P 0.3571428571
15                        S           Inf        /         S 0.3571428571
16                        Y             0        /         W 0.1098901099
17                        W             0        /         I 0.3571428571
18                        W             0        /         F 0.3571428571
19                        H             0        /         C 0.3571428571
20                        G           Inf        /         G 0.3571428571
21                        Q             0        /         M 0.1098901099
22                        T             0        /         E 0.1098901099
23                        V             0        /         T 0.1098901099
24                        T           Inf        /         N 0.3571428571
25                        N           Inf        /         G 0.3571428571
26                        K             0        /         S 0.0274725275
27                        V           Inf     0.05         Q  0.020979021
28                        N           Inf        /         C 0.3571428571
29                        D             0        /         L 0.3571428571
30                        K           Inf        /         E 0.3571428571
31                        E           Inf        /         E 0.3571428571
32                        V           Inf        /         M 0.3571428571
33                        P             0        /         F 0.1098901099
34                        K             0        /         H 0.1098901099
35                        M             0        /         C 0.1098901099
36                        D             0        /         C 0.3571428571
37                        W             0        /         W 0.1098901099
38                        C             0        /         I 0.1098901099
39                        S             0        /         N 0.1098901099
40                        Q             0        /         C 0.3571428571
   Corrected.p.value.6    z.scores.6 AA.with.lowest.p.value.6  Odds.ratio.6
1         0.3571428571  0.9662983254                        H           Inf
2         0.2657342657  0.2866957368                        P 23.4961048372
3          0.020979021 -1.5330051834                        D           Inf
4          0.030969031 -1.4587316764                        T             0
5         0.1098901099 -0.8719709716                        -           Inf
6         0.3571428571  0.9662983254                        T             0
7         0.1098901099 -0.8719709716                        R             0
8         0.3571428571  0.9662983254                        P             1
9         0.2207792208 -0.0475350444                        C           Inf
10        0.1098901099 -0.8719709716                        G             0
11        0.3571428571  0.9662983254                        Q           Inf
12        0.0274725275 -1.4847274039                        Q             0
13        0.2582417582  0.2309906066                        Q           Inf
14        0.3571428571  0.9662983254                        S           Inf
15        0.3571428571  0.9662983254                        H           Inf
16        0.1098901099 -0.8719709716                        Y             0
17        0.3571428571  0.9662983254                        L             0
18        0.3571428571  0.9662983254                        T             0
19        0.3571428571  0.9662983254                        A             0
20        0.3571428571  0.9662983254                        R           Inf
21        0.1098901099 -0.8719709716                        Q             0
22        0.1098901099 -0.8719709716                        T             0
23        0.1098901099 -0.8719709716                        V             0
24        0.3571428571  0.9662983254                        E           Inf
25        0.3571428571  0.9662983254                        Q           Inf
26        0.0274725275 -1.4847274039                        K             0
27         0.020979021 -1.5330051834                        V           Inf
28        0.3571428571  0.9662983254                        I           Inf
29        0.3571428571  0.9662983254                        H             0
30        0.3571428571  0.9662983254                        A           Inf
31        0.3571428571  0.9662983254                        F           Inf
32        0.3571428571  0.9662983254                        Q           Inf
33        0.1098901099 -0.8719709716                        P             0
34        0.1098901099 -0.8719709716                        K             0
35        0.1098901099 -0.8719709716                        M             0
36        0.3571428571  0.9662983254                        I             0
37        0.1098901099 -0.8719709716                        E             0
38        0.1098901099 -0.8719709716                        C             0
39        0.1098901099 -0.8719709716                        W             0
40        0.3571428571  0.9662983254                        R             0
   Wilcox.6 ref_seq.6           B4 Corrected.p.value.7    z.scores.7
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3         /         D 0.0005827506        0.0005827506 -1.8950897879
4         /         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27        /         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.7  Odds.ratio.7 Wilcox.7 ref_seq.7
1                         M           Inf        /         L
2                         P 23.4961048372        /         P
3                         D           Inf     0.05         D
4                         T             0     0.05         I
5                         P           Inf        /         Q
6                         L             0        /         G
7                         R             0        /         N
8                         G             1        /         E
9                         G           Inf        /         N
10                        M             0        /         M
11                        K           Inf        /         G
12                        Q             0        /         Y
13                        T           Inf        /         Q
14                        A           Inf        /         P
15                        F           Inf        /         S
16                        Y             0        /         W
17                        W             0        /         I
18                        W             0        /         F
19                        H             0        /         C
20                        G           Inf        /         G
21                        Q             0        /         M
22                        T             0        /         E
23                        V             0        /         T
24                        M           Inf        /         N
25                        N           Inf        /         G
26                        K             0        /         S
27                        V           Inf     0.05         Q
28                        V           Inf        /         C
29                        D             0        /         L
30                        S           Inf        /         E
31                        E           Inf        /         E
32                        V           Inf        /         M
33                        P             0        /         F
34                        K             0        /         H
35                        V             0        /         C
36                        D             0        /         C
37                        W             0        /         W
38                        C             0        /         I
39                        W             0        /         N
40                        Q             0        /         C
[1] "B1"
[1] 34
    X           A1 Corrected.p.value      z.scores AA.with.lowest.p.value
1   1 0.4615384615      0.4615384615  0.0490331902                      M
2   2 0.0291375291      0.0291375291  -1.774657391                      P
3   3 0.0005827506      0.0005827506 -1.8950897879                      D
4   4 0.0046620047      0.0046620047 -1.8778851597                      T
5   5 0.4615384615      0.4615384615  0.0490331902                      P
6   6 0.4615384615      0.4615384615  0.0490331902                      L
7   7 0.4615384615      0.4615384615  0.0490331902                      C
8   8            1                 1  2.3200441025                      E
9   9 0.4615384615      0.4615384615  0.0490331902                      G
10 10 0.4615384615      0.4615384615  0.0490331902                      G
11 11            1                 1  2.3200441025                      V
12 12 0.1923076923      0.1923076923  -1.086472266                      Q
13 13            1                 1  2.3200441025                      K
14 14 0.4615384615      0.4615384615  0.0490331902                      A
15 15 0.4615384615      0.4615384615  0.0490331902                      S
16 16 0.4615384615      0.4615384615  0.0490331902                      Y
17 17 0.1923076923      0.1923076923  -1.086472266                      W
18 18 0.4615384615      0.4615384615  0.0490331902                      W
19 19 0.4615384615      0.4615384615  0.0490331902                      H
20 20 0.4615384615      0.4615384615  0.0490331902                      G
21 21 0.4615384615      0.4615384615  0.0490331902                      Q
22 22 0.4615384615      0.4615384615  0.0490331902                      T
23 23 0.4615384615      0.4615384615  0.0490331902                      V
24 24 0.4615384615      0.4615384615  0.0490331902                      T
25 25 0.4615384615      0.4615384615  0.0490331902                      N
26 26 0.1923076923      0.1923076923  -1.086472266                      K
27 27 0.0005827506      0.0005827506 -1.8950897879                      Q
28 28 0.4615384615      0.4615384615  0.0490331902                      V
29 29 0.4615384615      0.4615384615  0.0490331902                      D
30 30            1                 1  2.3200441025                      E
31 31 0.4615384615      0.4615384615  0.0490331902                      E
32 32 0.4615384615      0.4615384615  0.0490331902                      V
33 33 0.4615384615      0.4615384615  0.0490331902                      P
34 34 0.4615384615      0.4615384615  0.0490331902                      K
35 35 0.4615384615      0.4615384615  0.0490331902                      M
36 36 0.4615384615      0.4615384615  0.0490331902                      D
37 37 0.4615384615      0.4615384615  0.0490331902                      E
38 38 0.4615384615      0.4615384615  0.0490331902                      C
39 39 0.4615384615      0.4615384615  0.0490331902                      S
40 40 0.4615384615      0.4615384615  0.0490331902                      Q
      Odds.ratio Wilcox ref_seq           A2 Corrected.p.value.1    z.scores.1
1            Inf      /       L 0.2142857143        0.2142857143  0.3478774718
2  23.4961048372      /       P 0.2142857143        0.2142857143  0.3478774718
3            Inf   0.05       D 0.1923076923        0.1923076923 -0.1772205988
4              0   0.05       I 0.0549450549        0.0549450549   -3.45908354
5            Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
6              0      /       G 0.2142857143        0.2142857143  0.3478774718
7              0      /       N 0.2142857143        0.2142857143  0.3478774718
8              1      /       E 0.2142857143        0.2142857143  0.3478774718
9            Inf      /       N 0.2142857143        0.2142857143  0.3478774718
10             0      /       M 0.2142857143        0.2142857143  0.3478774718
11           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
12             0      /       Y 0.2142857143        0.2142857143  0.3478774718
13           Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
14           Inf      /       P 0.2142857143        0.2142857143  0.3478774718
15           Inf      /       S 0.2142857143        0.2142857143  0.3478774718
16             0      /       W 0.0934065934        0.0934065934 -2.5401619165
17             0      /       I 0.2142857143        0.2142857143  0.3478774718
18             0      /       F 0.2142857143        0.2142857143  0.3478774718
19             0      /       C 0.2142857143        0.2142857143  0.3478774718
20           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
21             0      /       M 0.2142857143        0.2142857143  0.3478774718
22             0      /       E 0.2142857143        0.2142857143  0.3478774718
23             0      /       T 0.1758241758        0.1758241758 -0.5710441518
24           Inf      /       N 0.2142857143        0.2142857143  0.3478774718
25           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
26             0      /       S 0.2142857143        0.2142857143  0.3478774718
27           Inf   0.05       Q 0.1923076923        0.1923076923 -0.1772205988
28           Inf      /       C 0.1758241758        0.1758241758 -0.5710441518
29             0      /       L 0.2142857143        0.2142857143  0.3478774718
30           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
31           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
32           Inf      /       M 0.2142857143        0.2142857143  0.3478774718
33             0      /       F 0.2142857143        0.2142857143  0.3478774718
34             0      /       H 0.2142857143        0.2142857143  0.3478774718
35             0      /       C 0.2142857143        0.2142857143  0.3478774718
36             0      /       C 0.2142857143        0.2142857143  0.3478774718
37             0      /       W  0.032967033         0.032967033 -3.9841816106
38             0      /       I 0.2142857143        0.2142857143  0.3478774718
39             0      /       N 0.2142857143        0.2142857143  0.3478774718
40             0      /       C 0.2142857143        0.2142857143  0.3478774718
   AA.with.lowest.p.value.1  Odds.ratio.1 Wilcox.1 ref_seq.1           A3
1                         V           Inf        /         L 0.4615384615
2                         W 23.4961048372        /         P 0.0291375291
3                         D           Inf        /         D 0.0005827506
4                         T             0        /         I 0.0046620047
5                         S           Inf        /         Q 0.4615384615
6                         C             0        /         G 0.4615384615
7                         Y             0        /         N 0.4615384615
8                         H             1        /         E            1
9                         T           Inf        /         N 0.4615384615
10                        V             0        /         M 0.4615384615
11                        V           Inf        /         G            1
12                        G             0        /         Y 0.1923076923
13                        K           Inf        /         Q            1
14                        D           Inf        /         P 0.4615384615
15                        Y           Inf        /         S 0.4615384615
16                        T             0        /         W 0.4615384615
17                        S             0        /         I 0.1923076923
18                        E             0        /         F 0.4615384615
19                        T             0        /         C 0.4615384615
20                        E           Inf        /         G 0.4615384615
21                        R             0        /         M 0.4615384615
22                        R             0        /         E 0.4615384615
23                        H             0        /         T 0.4615384615
24                        G           Inf        /         N 0.4615384615
25                        A           Inf        /         G 0.4615384615
26                        V             0        /         S 0.1923076923
27                        Q           Inf        /         Q 0.0005827506
28                        L           Inf        /         C 0.4615384615
29                        R             0        /         L 0.4615384615
30                        M           Inf        /         E            1
31                        N           Inf        /         E 0.4615384615
32                        A           Inf        /         M 0.4615384615
33                        Q             0        /         F 0.4615384615
34                        V             0        /         H 0.4615384615
35                        W             0        /         C 0.4615384615
36                        S             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        P             0        /         I 0.4615384615
39                        E             0        /         N 0.4615384615
40                        E             0        /         C 0.4615384615
   Corrected.p.value.2    z.scores.2 AA.with.lowest.p.value.2  Odds.ratio.2
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        P           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        C             0
8                    1  2.3200441025                        A             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        G           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        F           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        T           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        V           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        K           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        V             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        W             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.2 ref_seq.2           A4 Corrected.p.value.3    z.scores.3
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.3  Odds.ratio.3 Wilcox.3 ref_seq.3           B1
1                         M           Inf        /         L 0.4615384615
2                         P 23.4961048372        /         P 0.0291375291
3                         D           Inf     0.05         D 0.0005827506
4                         T             0     0.05         I 0.0046620047
5                         -           Inf        /         Q 0.4615384615
6                         L             0        /         G 0.4615384615
7                         R             0        /         N 0.4615384615
8                         P             1        /         E            1
9                         G           Inf        /         N 0.4615384615
10                        M             0        /         M 0.4615384615
11                        R           Inf        /         G            1
12                        Q             0        /         Y 0.1923076923
13                        D           Inf        /         Q            1
14                        A           Inf        /         P 0.4615384615
15                        F           Inf        /         S 0.4615384615
16                        Y             0        /         W 0.4615384615
17                        W             0        /         I 0.1923076923
18                        W             0        /         F 0.4615384615
19                        H             0        /         C 0.4615384615
20                        G           Inf        /         G 0.4615384615
21                        Q             0        /         M 0.4615384615
22                        T             0        /         E 0.4615384615
23                        V             0        /         T 0.4615384615
24                        M           Inf        /         N 0.4615384615
25                        N           Inf        /         G 0.4615384615
26                        K             0        /         S 0.1923076923
27                        Q           Inf     0.05         Q 0.0005827506
28                        N           Inf        /         C 0.4615384615
29                        D             0        /         L 0.4615384615
30                        W           Inf        /         E            1
31                        E           Inf        /         E 0.4615384615
32                        V           Inf        /         M 0.4615384615
33                        P             0        /         F 0.4615384615
34                        K             0        /         H 0.4615384615
35                        V             0        /         C 0.4615384615
36                        D             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        C             0        /         I 0.4615384615
39                        W             0        /         N 0.4615384615
40                        Q             0        /         C 0.4615384615
   Corrected.p.value.4    z.scores.4 AA.with.lowest.p.value.4  Odds.ratio.4
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        -           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        R             0
8                    1  2.3200441025                        G             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        V           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        W           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        M           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        N           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        E           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        M             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        E             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.4 ref_seq.4           B2 Corrected.p.value.5    z.scores.5
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.5  Odds.ratio.5 Wilcox.5 ref_seq.5           B3
1                         M           Inf        /         L 0.3571428571
2                         P 23.4961048372        /         P 0.2657342657
3                         D           Inf     0.05         D  0.020979021
4                         T             0     0.05         I  0.030969031
5                         P           Inf        /         Q 0.1098901099
6                         L             0        /         G 0.3571428571
7                         K             0        /         N 0.1098901099
8                         K             1        /         E 0.3571428571
9                         G           Inf        /         N 0.2207792208
10                        G             0        /         M 0.1098901099
11                        G           Inf        /         G 0.3571428571
12                        Q             0        /         Y 0.0274725275
13                        D           Inf        /         Q 0.2582417582
14                        A           Inf        /         P 0.3571428571
15                        S           Inf        /         S 0.3571428571
16                        Y             0        /         W 0.1098901099
17                        W             0        /         I 0.3571428571
18                        W             0        /         F 0.3571428571
19                        H             0        /         C 0.3571428571
20                        G           Inf        /         G 0.3571428571
21                        Q             0        /         M 0.1098901099
22                        T             0        /         E 0.1098901099
23                        V             0        /         T 0.1098901099
24                        T           Inf        /         N 0.3571428571
25                        N           Inf        /         G 0.3571428571
26                        K             0        /         S 0.0274725275
27                        V           Inf     0.05         Q  0.020979021
28                        N           Inf        /         C 0.3571428571
29                        D             0        /         L 0.3571428571
30                        K           Inf        /         E 0.3571428571
31                        E           Inf        /         E 0.3571428571
32                        V           Inf        /         M 0.3571428571
33                        P             0        /         F 0.1098901099
34                        K             0        /         H 0.1098901099
35                        M             0        /         C 0.1098901099
36                        D             0        /         C 0.3571428571
37                        W             0        /         W 0.1098901099
38                        C             0        /         I 0.1098901099
39                        S             0        /         N 0.1098901099
40                        Q             0        /         C 0.3571428571
   Corrected.p.value.6    z.scores.6 AA.with.lowest.p.value.6  Odds.ratio.6
1         0.3571428571  0.9662983254                        H           Inf
2         0.2657342657  0.2866957368                        P 23.4961048372
3          0.020979021 -1.5330051834                        D           Inf
4          0.030969031 -1.4587316764                        T             0
5         0.1098901099 -0.8719709716                        -           Inf
6         0.3571428571  0.9662983254                        T             0
7         0.1098901099 -0.8719709716                        R             0
8         0.3571428571  0.9662983254                        P             1
9         0.2207792208 -0.0475350444                        C           Inf
10        0.1098901099 -0.8719709716                        G             0
11        0.3571428571  0.9662983254                        Q           Inf
12        0.0274725275 -1.4847274039                        Q             0
13        0.2582417582  0.2309906066                        Q           Inf
14        0.3571428571  0.9662983254                        S           Inf
15        0.3571428571  0.9662983254                        H           Inf
16        0.1098901099 -0.8719709716                        Y             0
17        0.3571428571  0.9662983254                        L             0
18        0.3571428571  0.9662983254                        T             0
19        0.3571428571  0.9662983254                        A             0
20        0.3571428571  0.9662983254                        R           Inf
21        0.1098901099 -0.8719709716                        Q             0
22        0.1098901099 -0.8719709716                        T             0
23        0.1098901099 -0.8719709716                        V             0
24        0.3571428571  0.9662983254                        E           Inf
25        0.3571428571  0.9662983254                        Q           Inf
26        0.0274725275 -1.4847274039                        K             0
27         0.020979021 -1.5330051834                        V           Inf
28        0.3571428571  0.9662983254                        I           Inf
29        0.3571428571  0.9662983254                        H             0
30        0.3571428571  0.9662983254                        A           Inf
31        0.3571428571  0.9662983254                        F           Inf
32        0.3571428571  0.9662983254                        Q           Inf
33        0.1098901099 -0.8719709716                        P             0
34        0.1098901099 -0.8719709716                        K             0
35        0.1098901099 -0.8719709716                        M             0
36        0.3571428571  0.9662983254                        I             0
37        0.1098901099 -0.8719709716                        E             0
38        0.1098901099 -0.8719709716                        C             0
39        0.1098901099 -0.8719709716                        W             0
40        0.3571428571  0.9662983254                        R             0
   Wilcox.6 ref_seq.6           B4 Corrected.p.value.7    z.scores.7
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3         /         D 0.0005827506        0.0005827506 -1.8950897879
4         /         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27        /         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.7  Odds.ratio.7 Wilcox.7 ref_seq.7
1                         M           Inf        /         L
2                         P 23.4961048372        /         P
3                         D           Inf     0.05         D
4                         T             0     0.05         I
5                         P           Inf        /         Q
6                         L             0        /         G
7                         R             0        /         N
8                         G             1        /         E
9                         G           Inf        /         N
10                        M             0        /         M
11                        K           Inf        /         G
12                        Q             0        /         Y
13                        T           Inf        /         Q
14                        A           Inf        /         P
15                        F           Inf        /         S
16                        Y             0        /         W
17                        W             0        /         I
18                        W             0        /         F
19                        H             0        /         C
20                        G           Inf        /         G
21                        Q             0        /         M
22                        T             0        /         E
23                        V             0        /         T
24                        M           Inf        /         N
25                        N           Inf        /         G
26                        K             0        /         S
27                        V           Inf     0.05         Q
28                        V           Inf        /         C
29                        D             0        /         L
30                        S           Inf        /         E
31                        E           Inf        /         E
32                        V           Inf        /         M
33                        P             0        /         F
34                        K             0        /         H
35                        V             0        /         C
36                        D             0        /         C
37                        W             0        /         W
38                        C             0        /         I
39                        W             0        /         N
40                        Q             0        /         C
[1] "B2"
[1] 41
    X           A1 Corrected.p.value      z.scores AA.with.lowest.p.value
1   1 0.4615384615      0.4615384615  0.0490331902                      M
2   2 0.0291375291      0.0291375291  -1.774657391                      P
3   3 0.0005827506      0.0005827506 -1.8950897879                      D
4   4 0.0046620047      0.0046620047 -1.8778851597                      T
5   5 0.4615384615      0.4615384615  0.0490331902                      P
6   6 0.4615384615      0.4615384615  0.0490331902                      L
7   7 0.4615384615      0.4615384615  0.0490331902                      C
8   8            1                 1  2.3200441025                      E
9   9 0.4615384615      0.4615384615  0.0490331902                      G
10 10 0.4615384615      0.4615384615  0.0490331902                      G
11 11            1                 1  2.3200441025                      V
12 12 0.1923076923      0.1923076923  -1.086472266                      Q
13 13            1                 1  2.3200441025                      K
14 14 0.4615384615      0.4615384615  0.0490331902                      A
15 15 0.4615384615      0.4615384615  0.0490331902                      S
16 16 0.4615384615      0.4615384615  0.0490331902                      Y
17 17 0.1923076923      0.1923076923  -1.086472266                      W
18 18 0.4615384615      0.4615384615  0.0490331902                      W
19 19 0.4615384615      0.4615384615  0.0490331902                      H
20 20 0.4615384615      0.4615384615  0.0490331902                      G
21 21 0.4615384615      0.4615384615  0.0490331902                      Q
22 22 0.4615384615      0.4615384615  0.0490331902                      T
23 23 0.4615384615      0.4615384615  0.0490331902                      V
24 24 0.4615384615      0.4615384615  0.0490331902                      T
25 25 0.4615384615      0.4615384615  0.0490331902                      N
26 26 0.1923076923      0.1923076923  -1.086472266                      K
27 27 0.0005827506      0.0005827506 -1.8950897879                      Q
28 28 0.4615384615      0.4615384615  0.0490331902                      V
29 29 0.4615384615      0.4615384615  0.0490331902                      D
30 30            1                 1  2.3200441025                      E
31 31 0.4615384615      0.4615384615  0.0490331902                      E
32 32 0.4615384615      0.4615384615  0.0490331902                      V
33 33 0.4615384615      0.4615384615  0.0490331902                      P
34 34 0.4615384615      0.4615384615  0.0490331902                      K
35 35 0.4615384615      0.4615384615  0.0490331902                      M
36 36 0.4615384615      0.4615384615  0.0490331902                      D
37 37 0.4615384615      0.4615384615  0.0490331902                      E
38 38 0.4615384615      0.4615384615  0.0490331902                      C
39 39 0.4615384615      0.4615384615  0.0490331902                      S
40 40 0.4615384615      0.4615384615  0.0490331902                      Q
      Odds.ratio Wilcox ref_seq           A2 Corrected.p.value.1    z.scores.1
1            Inf      /       L 0.2142857143        0.2142857143  0.3478774718
2  23.4961048372      /       P 0.2142857143        0.2142857143  0.3478774718
3            Inf   0.05       D 0.1923076923        0.1923076923 -0.1772205988
4              0   0.05       I 0.0549450549        0.0549450549   -3.45908354
5            Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
6              0      /       G 0.2142857143        0.2142857143  0.3478774718
7              0      /       N 0.2142857143        0.2142857143  0.3478774718
8              1      /       E 0.2142857143        0.2142857143  0.3478774718
9            Inf      /       N 0.2142857143        0.2142857143  0.3478774718
10             0      /       M 0.2142857143        0.2142857143  0.3478774718
11           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
12             0      /       Y 0.2142857143        0.2142857143  0.3478774718
13           Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
14           Inf      /       P 0.2142857143        0.2142857143  0.3478774718
15           Inf      /       S 0.2142857143        0.2142857143  0.3478774718
16             0      /       W 0.0934065934        0.0934065934 -2.5401619165
17             0      /       I 0.2142857143        0.2142857143  0.3478774718
18             0      /       F 0.2142857143        0.2142857143  0.3478774718
19             0      /       C 0.2142857143        0.2142857143  0.3478774718
20           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
21             0      /       M 0.2142857143        0.2142857143  0.3478774718
22             0      /       E 0.2142857143        0.2142857143  0.3478774718
23             0      /       T 0.1758241758        0.1758241758 -0.5710441518
24           Inf      /       N 0.2142857143        0.2142857143  0.3478774718
25           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
26             0      /       S 0.2142857143        0.2142857143  0.3478774718
27           Inf   0.05       Q 0.1923076923        0.1923076923 -0.1772205988
28           Inf      /       C 0.1758241758        0.1758241758 -0.5710441518
29             0      /       L 0.2142857143        0.2142857143  0.3478774718
30           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
31           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
32           Inf      /       M 0.2142857143        0.2142857143  0.3478774718
33             0      /       F 0.2142857143        0.2142857143  0.3478774718
34             0      /       H 0.2142857143        0.2142857143  0.3478774718
35             0      /       C 0.2142857143        0.2142857143  0.3478774718
36             0      /       C 0.2142857143        0.2142857143  0.3478774718
37             0      /       W  0.032967033         0.032967033 -3.9841816106
38             0      /       I 0.2142857143        0.2142857143  0.3478774718
39             0      /       N 0.2142857143        0.2142857143  0.3478774718
40             0      /       C 0.2142857143        0.2142857143  0.3478774718
   AA.with.lowest.p.value.1  Odds.ratio.1 Wilcox.1 ref_seq.1           A3
1                         V           Inf        /         L 0.4615384615
2                         W 23.4961048372        /         P 0.0291375291
3                         D           Inf        /         D 0.0005827506
4                         T             0        /         I 0.0046620047
5                         S           Inf        /         Q 0.4615384615
6                         C             0        /         G 0.4615384615
7                         Y             0        /         N 0.4615384615
8                         H             1        /         E            1
9                         T           Inf        /         N 0.4615384615
10                        V             0        /         M 0.4615384615
11                        V           Inf        /         G            1
12                        G             0        /         Y 0.1923076923
13                        K           Inf        /         Q            1
14                        D           Inf        /         P 0.4615384615
15                        Y           Inf        /         S 0.4615384615
16                        T             0        /         W 0.4615384615
17                        S             0        /         I 0.1923076923
18                        E             0        /         F 0.4615384615
19                        T             0        /         C 0.4615384615
20                        E           Inf        /         G 0.4615384615
21                        R             0        /         M 0.4615384615
22                        R             0        /         E 0.4615384615
23                        H             0        /         T 0.4615384615
24                        G           Inf        /         N 0.4615384615
25                        A           Inf        /         G 0.4615384615
26                        V             0        /         S 0.1923076923
27                        Q           Inf        /         Q 0.0005827506
28                        L           Inf        /         C 0.4615384615
29                        R             0        /         L 0.4615384615
30                        M           Inf        /         E            1
31                        N           Inf        /         E 0.4615384615
32                        A           Inf        /         M 0.4615384615
33                        Q             0        /         F 0.4615384615
34                        V             0        /         H 0.4615384615
35                        W             0        /         C 0.4615384615
36                        S             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        P             0        /         I 0.4615384615
39                        E             0        /         N 0.4615384615
40                        E             0        /         C 0.4615384615
   Corrected.p.value.2    z.scores.2 AA.with.lowest.p.value.2  Odds.ratio.2
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        P           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        C             0
8                    1  2.3200441025                        A             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        G           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        F           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        T           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        V           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        K           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        V             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        W             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.2 ref_seq.2           A4 Corrected.p.value.3    z.scores.3
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.3  Odds.ratio.3 Wilcox.3 ref_seq.3           B1
1                         M           Inf        /         L 0.4615384615
2                         P 23.4961048372        /         P 0.0291375291
3                         D           Inf     0.05         D 0.0005827506
4                         T             0     0.05         I 0.0046620047
5                         -           Inf        /         Q 0.4615384615
6                         L             0        /         G 0.4615384615
7                         R             0        /         N 0.4615384615
8                         P             1        /         E            1
9                         G           Inf        /         N 0.4615384615
10                        M             0        /         M 0.4615384615
11                        R           Inf        /         G            1
12                        Q             0        /         Y 0.1923076923
13                        D           Inf        /         Q            1
14                        A           Inf        /         P 0.4615384615
15                        F           Inf        /         S 0.4615384615
16                        Y             0        /         W 0.4615384615
17                        W             0        /         I 0.1923076923
18                        W             0        /         F 0.4615384615
19                        H             0        /         C 0.4615384615
20                        G           Inf        /         G 0.4615384615
21                        Q             0        /         M 0.4615384615
22                        T             0        /         E 0.4615384615
23                        V             0        /         T 0.4615384615
24                        M           Inf        /         N 0.4615384615
25                        N           Inf        /         G 0.4615384615
26                        K             0        /         S 0.1923076923
27                        Q           Inf     0.05         Q 0.0005827506
28                        N           Inf        /         C 0.4615384615
29                        D             0        /         L 0.4615384615
30                        W           Inf        /         E            1
31                        E           Inf        /         E 0.4615384615
32                        V           Inf        /         M 0.4615384615
33                        P             0        /         F 0.4615384615
34                        K             0        /         H 0.4615384615
35                        V             0        /         C 0.4615384615
36                        D             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        C             0        /         I 0.4615384615
39                        W             0        /         N 0.4615384615
40                        Q             0        /         C 0.4615384615
   Corrected.p.value.4    z.scores.4 AA.with.lowest.p.value.4  Odds.ratio.4
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        -           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        R             0
8                    1  2.3200441025                        G             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        V           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        W           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        M           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        N           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        E           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        M             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        E             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.4 ref_seq.4           B2 Corrected.p.value.5    z.scores.5
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.5  Odds.ratio.5 Wilcox.5 ref_seq.5           B3
1                         M           Inf        /         L 0.3571428571
2                         P 23.4961048372        /         P 0.2657342657
3                         D           Inf     0.05         D  0.020979021
4                         T             0     0.05         I  0.030969031
5                         P           Inf        /         Q 0.1098901099
6                         L             0        /         G 0.3571428571
7                         K             0        /         N 0.1098901099
8                         K             1        /         E 0.3571428571
9                         G           Inf        /         N 0.2207792208
10                        G             0        /         M 0.1098901099
11                        G           Inf        /         G 0.3571428571
12                        Q             0        /         Y 0.0274725275
13                        D           Inf        /         Q 0.2582417582
14                        A           Inf        /         P 0.3571428571
15                        S           Inf        /         S 0.3571428571
16                        Y             0        /         W 0.1098901099
17                        W             0        /         I 0.3571428571
18                        W             0        /         F 0.3571428571
19                        H             0        /         C 0.3571428571
20                        G           Inf        /         G 0.3571428571
21                        Q             0        /         M 0.1098901099
22                        T             0        /         E 0.1098901099
23                        V             0        /         T 0.1098901099
24                        T           Inf        /         N 0.3571428571
25                        N           Inf        /         G 0.3571428571
26                        K             0        /         S 0.0274725275
27                        V           Inf     0.05         Q  0.020979021
28                        N           Inf        /         C 0.3571428571
29                        D             0        /         L 0.3571428571
30                        K           Inf        /         E 0.3571428571
31                        E           Inf        /         E 0.3571428571
32                        V           Inf        /         M 0.3571428571
33                        P             0        /         F 0.1098901099
34                        K             0        /         H 0.1098901099
35                        M             0        /         C 0.1098901099
36                        D             0        /         C 0.3571428571
37                        W             0        /         W 0.1098901099
38                        C             0        /         I 0.1098901099
39                        S             0        /         N 0.1098901099
40                        Q             0        /         C 0.3571428571
   Corrected.p.value.6    z.scores.6 AA.with.lowest.p.value.6  Odds.ratio.6
1         0.3571428571  0.9662983254                        H           Inf
2         0.2657342657  0.2866957368                        P 23.4961048372
3          0.020979021 -1.5330051834                        D           Inf
4          0.030969031 -1.4587316764                        T             0
5         0.1098901099 -0.8719709716                        -           Inf
6         0.3571428571  0.9662983254                        T             0
7         0.1098901099 -0.8719709716                        R             0
8         0.3571428571  0.9662983254                        P             1
9         0.2207792208 -0.0475350444                        C           Inf
10        0.1098901099 -0.8719709716                        G             0
11        0.3571428571  0.9662983254                        Q           Inf
12        0.0274725275 -1.4847274039                        Q             0
13        0.2582417582  0.2309906066                        Q           Inf
14        0.3571428571  0.9662983254                        S           Inf
15        0.3571428571  0.9662983254                        H           Inf
16        0.1098901099 -0.8719709716                        Y             0
17        0.3571428571  0.9662983254                        L             0
18        0.3571428571  0.9662983254                        T             0
19        0.3571428571  0.9662983254                        A             0
20        0.3571428571  0.9662983254                        R           Inf
21        0.1098901099 -0.8719709716                        Q             0
22        0.1098901099 -0.8719709716                        T             0
23        0.1098901099 -0.8719709716                        V             0
24        0.3571428571  0.9662983254                        E           Inf
25        0.3571428571  0.9662983254                        Q           Inf
26        0.0274725275 -1.4847274039                        K             0
27         0.020979021 -1.5330051834                        V           Inf
28        0.3571428571  0.9662983254                        I           Inf
29        0.3571428571  0.9662983254                        H             0
30        0.3571428571  0.9662983254                        A           Inf
31        0.3571428571  0.9662983254                        F           Inf
32        0.3571428571  0.9662983254                        Q           Inf
33        0.1098901099 -0.8719709716                        P             0
34        0.1098901099 -0.8719709716                        K             0
35        0.1098901099 -0.8719709716                        M             0
36        0.3571428571  0.9662983254                        I             0
37        0.1098901099 -0.8719709716                        E             0
38        0.1098901099 -0.8719709716                        C             0
39        0.1098901099 -0.8719709716                        W             0
40        0.3571428571  0.9662983254                        R             0
   Wilcox.6 ref_seq.6           B4 Corrected.p.value.7    z.scores.7
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3         /         D 0.0005827506        0.0005827506 -1.8950897879
4         /         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27        /         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.7  Odds.ratio.7 Wilcox.7 ref_seq.7
1                         M           Inf        /         L
2                         P 23.4961048372        /         P
3                         D           Inf     0.05         D
4                         T             0     0.05         I
5                         P           Inf        /         Q
6                         L             0        /         G
7                         R             0        /         N
8                         G             1        /         E
9                         G           Inf        /         N
10                        M             0        /         M
11                        K           Inf        /         G
12                        Q             0        /         Y
13                        T           Inf        /         Q
14                        A           Inf        /         P
15                        F           Inf        /         S
16                        Y             0        /         W
17                        W             0        /         I
18                        W             0        /         F
19                        H             0        /         C
20                        G           Inf        /         G
21                        Q             0        /         M
22                        T             0        /         E
23                        V             0        /         T
24                        M           Inf        /         N
25                        N           Inf        /         G
26                        K             0        /         S
27                        V           Inf     0.05         Q
28                        V           Inf        /         C
29                        D             0        /         L
30                        S           Inf        /         E
31                        E           Inf        /         E
32                        V           Inf        /         M
33                        P             0        /         F
34                        K             0        /         H
35                        V             0        /         C
36                        D             0        /         C
37                        W             0        /         W
38                        C             0        /         I
39                        W             0        /         N
40                        Q             0        /         C
[1] "B3"
[1] 48
    X           A1 Corrected.p.value      z.scores AA.with.lowest.p.value
1   1 0.4615384615      0.4615384615  0.0490331902                      M
2   2 0.0291375291      0.0291375291  -1.774657391                      P
3   3 0.0005827506      0.0005827506 -1.8950897879                      D
4   4 0.0046620047      0.0046620047 -1.8778851597                      T
5   5 0.4615384615      0.4615384615  0.0490331902                      P
6   6 0.4615384615      0.4615384615  0.0490331902                      L
7   7 0.4615384615      0.4615384615  0.0490331902                      C
8   8            1                 1  2.3200441025                      E
9   9 0.4615384615      0.4615384615  0.0490331902                      G
10 10 0.4615384615      0.4615384615  0.0490331902                      G
11 11            1                 1  2.3200441025                      V
12 12 0.1923076923      0.1923076923  -1.086472266                      Q
13 13            1                 1  2.3200441025                      K
14 14 0.4615384615      0.4615384615  0.0490331902                      A
15 15 0.4615384615      0.4615384615  0.0490331902                      S
16 16 0.4615384615      0.4615384615  0.0490331902                      Y
17 17 0.1923076923      0.1923076923  -1.086472266                      W
18 18 0.4615384615      0.4615384615  0.0490331902                      W
19 19 0.4615384615      0.4615384615  0.0490331902                      H
20 20 0.4615384615      0.4615384615  0.0490331902                      G
21 21 0.4615384615      0.4615384615  0.0490331902                      Q
22 22 0.4615384615      0.4615384615  0.0490331902                      T
23 23 0.4615384615      0.4615384615  0.0490331902                      V
24 24 0.4615384615      0.4615384615  0.0490331902                      T
25 25 0.4615384615      0.4615384615  0.0490331902                      N
26 26 0.1923076923      0.1923076923  -1.086472266                      K
27 27 0.0005827506      0.0005827506 -1.8950897879                      Q
28 28 0.4615384615      0.4615384615  0.0490331902                      V
29 29 0.4615384615      0.4615384615  0.0490331902                      D
30 30            1                 1  2.3200441025                      E
31 31 0.4615384615      0.4615384615  0.0490331902                      E
32 32 0.4615384615      0.4615384615  0.0490331902                      V
33 33 0.4615384615      0.4615384615  0.0490331902                      P
34 34 0.4615384615      0.4615384615  0.0490331902                      K
35 35 0.4615384615      0.4615384615  0.0490331902                      M
36 36 0.4615384615      0.4615384615  0.0490331902                      D
37 37 0.4615384615      0.4615384615  0.0490331902                      E
38 38 0.4615384615      0.4615384615  0.0490331902                      C
39 39 0.4615384615      0.4615384615  0.0490331902                      S
40 40 0.4615384615      0.4615384615  0.0490331902                      Q
      Odds.ratio Wilcox ref_seq           A2 Corrected.p.value.1    z.scores.1
1            Inf      /       L 0.2142857143        0.2142857143  0.3478774718
2  23.4961048372      /       P 0.2142857143        0.2142857143  0.3478774718
3            Inf   0.05       D 0.1923076923        0.1923076923 -0.1772205988
4              0   0.05       I 0.0549450549        0.0549450549   -3.45908354
5            Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
6              0      /       G 0.2142857143        0.2142857143  0.3478774718
7              0      /       N 0.2142857143        0.2142857143  0.3478774718
8              1      /       E 0.2142857143        0.2142857143  0.3478774718
9            Inf      /       N 0.2142857143        0.2142857143  0.3478774718
10             0      /       M 0.2142857143        0.2142857143  0.3478774718
11           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
12             0      /       Y 0.2142857143        0.2142857143  0.3478774718
13           Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
14           Inf      /       P 0.2142857143        0.2142857143  0.3478774718
15           Inf      /       S 0.2142857143        0.2142857143  0.3478774718
16             0      /       W 0.0934065934        0.0934065934 -2.5401619165
17             0      /       I 0.2142857143        0.2142857143  0.3478774718
18             0      /       F 0.2142857143        0.2142857143  0.3478774718
19             0      /       C 0.2142857143        0.2142857143  0.3478774718
20           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
21             0      /       M 0.2142857143        0.2142857143  0.3478774718
22             0      /       E 0.2142857143        0.2142857143  0.3478774718
23             0      /       T 0.1758241758        0.1758241758 -0.5710441518
24           Inf      /       N 0.2142857143        0.2142857143  0.3478774718
25           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
26             0      /       S 0.2142857143        0.2142857143  0.3478774718
27           Inf   0.05       Q 0.1923076923        0.1923076923 -0.1772205988
28           Inf      /       C 0.1758241758        0.1758241758 -0.5710441518
29             0      /       L 0.2142857143        0.2142857143  0.3478774718
30           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
31           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
32           Inf      /       M 0.2142857143        0.2142857143  0.3478774718
33             0      /       F 0.2142857143        0.2142857143  0.3478774718
34             0      /       H 0.2142857143        0.2142857143  0.3478774718
35             0      /       C 0.2142857143        0.2142857143  0.3478774718
36             0      /       C 0.2142857143        0.2142857143  0.3478774718
37             0      /       W  0.032967033         0.032967033 -3.9841816106
38             0      /       I 0.2142857143        0.2142857143  0.3478774718
39             0      /       N 0.2142857143        0.2142857143  0.3478774718
40             0      /       C 0.2142857143        0.2142857143  0.3478774718
   AA.with.lowest.p.value.1  Odds.ratio.1 Wilcox.1 ref_seq.1           A3
1                         V           Inf        /         L 0.4615384615
2                         W 23.4961048372        /         P 0.0291375291
3                         D           Inf        /         D 0.0005827506
4                         T             0        /         I 0.0046620047
5                         S           Inf        /         Q 0.4615384615
6                         C             0        /         G 0.4615384615
7                         Y             0        /         N 0.4615384615
8                         H             1        /         E            1
9                         T           Inf        /         N 0.4615384615
10                        V             0        /         M 0.4615384615
11                        V           Inf        /         G            1
12                        G             0        /         Y 0.1923076923
13                        K           Inf        /         Q            1
14                        D           Inf        /         P 0.4615384615
15                        Y           Inf        /         S 0.4615384615
16                        T             0        /         W 0.4615384615
17                        S             0        /         I 0.1923076923
18                        E             0        /         F 0.4615384615
19                        T             0        /         C 0.4615384615
20                        E           Inf        /         G 0.4615384615
21                        R             0        /         M 0.4615384615
22                        R             0        /         E 0.4615384615
23                        H             0        /         T 0.4615384615
24                        G           Inf        /         N 0.4615384615
25                        A           Inf        /         G 0.4615384615
26                        V             0        /         S 0.1923076923
27                        Q           Inf        /         Q 0.0005827506
28                        L           Inf        /         C 0.4615384615
29                        R             0        /         L 0.4615384615
30                        M           Inf        /         E            1
31                        N           Inf        /         E 0.4615384615
32                        A           Inf        /         M 0.4615384615
33                        Q             0        /         F 0.4615384615
34                        V             0        /         H 0.4615384615
35                        W             0        /         C 0.4615384615
36                        S             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        P             0        /         I 0.4615384615
39                        E             0        /         N 0.4615384615
40                        E             0        /         C 0.4615384615
   Corrected.p.value.2    z.scores.2 AA.with.lowest.p.value.2  Odds.ratio.2
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        P           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        C             0
8                    1  2.3200441025                        A             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        G           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        F           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        T           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        V           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        K           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        V             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        W             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.2 ref_seq.2           A4 Corrected.p.value.3    z.scores.3
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.3  Odds.ratio.3 Wilcox.3 ref_seq.3           B1
1                         M           Inf        /         L 0.4615384615
2                         P 23.4961048372        /         P 0.0291375291
3                         D           Inf     0.05         D 0.0005827506
4                         T             0     0.05         I 0.0046620047
5                         -           Inf        /         Q 0.4615384615
6                         L             0        /         G 0.4615384615
7                         R             0        /         N 0.4615384615
8                         P             1        /         E            1
9                         G           Inf        /         N 0.4615384615
10                        M             0        /         M 0.4615384615
11                        R           Inf        /         G            1
12                        Q             0        /         Y 0.1923076923
13                        D           Inf        /         Q            1
14                        A           Inf        /         P 0.4615384615
15                        F           Inf        /         S 0.4615384615
16                        Y             0        /         W 0.4615384615
17                        W             0        /         I 0.1923076923
18                        W             0        /         F 0.4615384615
19                        H             0        /         C 0.4615384615
20                        G           Inf        /         G 0.4615384615
21                        Q             0        /         M 0.4615384615
22                        T             0        /         E 0.4615384615
23                        V             0        /         T 0.4615384615
24                        M           Inf        /         N 0.4615384615
25                        N           Inf        /         G 0.4615384615
26                        K             0        /         S 0.1923076923
27                        Q           Inf     0.05         Q 0.0005827506
28                        N           Inf        /         C 0.4615384615
29                        D             0        /         L 0.4615384615
30                        W           Inf        /         E            1
31                        E           Inf        /         E 0.4615384615
32                        V           Inf        /         M 0.4615384615
33                        P             0        /         F 0.4615384615
34                        K             0        /         H 0.4615384615
35                        V             0        /         C 0.4615384615
36                        D             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        C             0        /         I 0.4615384615
39                        W             0        /         N 0.4615384615
40                        Q             0        /         C 0.4615384615
   Corrected.p.value.4    z.scores.4 AA.with.lowest.p.value.4  Odds.ratio.4
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        -           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        R             0
8                    1  2.3200441025                        G             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        V           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        W           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        M           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        N           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        E           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        M             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        E             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.4 ref_seq.4           B2 Corrected.p.value.5    z.scores.5
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.5  Odds.ratio.5 Wilcox.5 ref_seq.5           B3
1                         M           Inf        /         L 0.3571428571
2                         P 23.4961048372        /         P 0.2657342657
3                         D           Inf     0.05         D  0.020979021
4                         T             0     0.05         I  0.030969031
5                         P           Inf        /         Q 0.1098901099
6                         L             0        /         G 0.3571428571
7                         K             0        /         N 0.1098901099
8                         K             1        /         E 0.3571428571
9                         G           Inf        /         N 0.2207792208
10                        G             0        /         M 0.1098901099
11                        G           Inf        /         G 0.3571428571
12                        Q             0        /         Y 0.0274725275
13                        D           Inf        /         Q 0.2582417582
14                        A           Inf        /         P 0.3571428571
15                        S           Inf        /         S 0.3571428571
16                        Y             0        /         W 0.1098901099
17                        W             0        /         I 0.3571428571
18                        W             0        /         F 0.3571428571
19                        H             0        /         C 0.3571428571
20                        G           Inf        /         G 0.3571428571
21                        Q             0        /         M 0.1098901099
22                        T             0        /         E 0.1098901099
23                        V             0        /         T 0.1098901099
24                        T           Inf        /         N 0.3571428571
25                        N           Inf        /         G 0.3571428571
26                        K             0        /         S 0.0274725275
27                        V           Inf     0.05         Q  0.020979021
28                        N           Inf        /         C 0.3571428571
29                        D             0        /         L 0.3571428571
30                        K           Inf        /         E 0.3571428571
31                        E           Inf        /         E 0.3571428571
32                        V           Inf        /         M 0.3571428571
33                        P             0        /         F 0.1098901099
34                        K             0        /         H 0.1098901099
35                        M             0        /         C 0.1098901099
36                        D             0        /         C 0.3571428571
37                        W             0        /         W 0.1098901099
38                        C             0        /         I 0.1098901099
39                        S             0        /         N 0.1098901099
40                        Q             0        /         C 0.3571428571
   Corrected.p.value.6    z.scores.6 AA.with.lowest.p.value.6  Odds.ratio.6
1         0.3571428571  0.9662983254                        H           Inf
2         0.2657342657  0.2866957368                        P 23.4961048372
3          0.020979021 -1.5330051834                        D           Inf
4          0.030969031 -1.4587316764                        T             0
5         0.1098901099 -0.8719709716                        -           Inf
6         0.3571428571  0.9662983254                        T             0
7         0.1098901099 -0.8719709716                        R             0
8         0.3571428571  0.9662983254                        P             1
9         0.2207792208 -0.0475350444                        C           Inf
10        0.1098901099 -0.8719709716                        G             0
11        0.3571428571  0.9662983254                        Q           Inf
12        0.0274725275 -1.4847274039                        Q             0
13        0.2582417582  0.2309906066                        Q           Inf
14        0.3571428571  0.9662983254                        S           Inf
15        0.3571428571  0.9662983254                        H           Inf
16        0.1098901099 -0.8719709716                        Y             0
17        0.3571428571  0.9662983254                        L             0
18        0.3571428571  0.9662983254                        T             0
19        0.3571428571  0.9662983254                        A             0
20        0.3571428571  0.9662983254                        R           Inf
21        0.1098901099 -0.8719709716                        Q             0
22        0.1098901099 -0.8719709716                        T             0
23        0.1098901099 -0.8719709716                        V             0
24        0.3571428571  0.9662983254                        E           Inf
25        0.3571428571  0.9662983254                        Q           Inf
26        0.0274725275 -1.4847274039                        K             0
27         0.020979021 -1.5330051834                        V           Inf
28        0.3571428571  0.9662983254                        I           Inf
29        0.3571428571  0.9662983254                        H             0
30        0.3571428571  0.9662983254                        A           Inf
31        0.3571428571  0.9662983254                        F           Inf
32        0.3571428571  0.9662983254                        Q           Inf
33        0.1098901099 -0.8719709716                        P             0
34        0.1098901099 -0.8719709716                        K             0
35        0.1098901099 -0.8719709716                        M             0
36        0.3571428571  0.9662983254                        I             0
37        0.1098901099 -0.8719709716                        E             0
38        0.1098901099 -0.8719709716                        C             0
39        0.1098901099 -0.8719709716                        W             0
40        0.3571428571  0.9662983254                        R             0
   Wilcox.6 ref_seq.6           B4 Corrected.p.value.7    z.scores.7
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3         /         D 0.0005827506        0.0005827506 -1.8950897879
4         /         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27        /         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.7  Odds.ratio.7 Wilcox.7 ref_seq.7
1                         M           Inf        /         L
2                         P 23.4961048372        /         P
3                         D           Inf     0.05         D
4                         T             0     0.05         I
5                         P           Inf        /         Q
6                         L             0        /         G
7                         R             0        /         N
8                         G             1        /         E
9                         G           Inf        /         N
10                        M             0        /         M
11                        K           Inf        /         G
12                        Q             0        /         Y
13                        T           Inf        /         Q
14                        A           Inf        /         P
15                        F           Inf        /         S
16                        Y             0        /         W
17                        W             0        /         I
18                        W             0        /         F
19                        H             0        /         C
20                        G           Inf        /         G
21                        Q             0        /         M
22                        T             0        /         E
23                        V             0        /         T
24                        M           Inf        /         N
25                        N           Inf        /         G
26                        K             0        /         S
27                        V           Inf     0.05         Q
28                        V           Inf        /         C
29                        D             0        /         L
30                        S           Inf        /         E
31                        E           Inf        /         E
32                        V           Inf        /         M
33                        P             0        /         F
34                        K             0        /         H
35                        V             0        /         C
36                        D             0        /         C
37                        W             0        /         W
38                        C             0        /         I
39                        W             0        /         N
40                        Q             0        /         C
[1] "B4"
[1] 55
    X           A1 Corrected.p.value      z.scores AA.with.lowest.p.value
1   1 0.4615384615      0.4615384615  0.0490331902                      M
2   2 0.0291375291      0.0291375291  -1.774657391                      P
3   3 0.0005827506      0.0005827506 -1.8950897879                      D
4   4 0.0046620047      0.0046620047 -1.8778851597                      T
5   5 0.4615384615      0.4615384615  0.0490331902                      P
6   6 0.4615384615      0.4615384615  0.0490331902                      L
7   7 0.4615384615      0.4615384615  0.0490331902                      C
8   8            1                 1  2.3200441025                      E
9   9 0.4615384615      0.4615384615  0.0490331902                      G
10 10 0.4615384615      0.4615384615  0.0490331902                      G
11 11            1                 1  2.3200441025                      V
12 12 0.1923076923      0.1923076923  -1.086472266                      Q
13 13            1                 1  2.3200441025                      K
14 14 0.4615384615      0.4615384615  0.0490331902                      A
15 15 0.4615384615      0.4615384615  0.0490331902                      S
16 16 0.4615384615      0.4615384615  0.0490331902                      Y
17 17 0.1923076923      0.1923076923  -1.086472266                      W
18 18 0.4615384615      0.4615384615  0.0490331902                      W
19 19 0.4615384615      0.4615384615  0.0490331902                      H
20 20 0.4615384615      0.4615384615  0.0490331902                      G
21 21 0.4615384615      0.4615384615  0.0490331902                      Q
22 22 0.4615384615      0.4615384615  0.0490331902                      T
23 23 0.4615384615      0.4615384615  0.0490331902                      V
24 24 0.4615384615      0.4615384615  0.0490331902                      T
25 25 0.4615384615      0.4615384615  0.0490331902                      N
26 26 0.1923076923      0.1923076923  -1.086472266                      K
27 27 0.0005827506      0.0005827506 -1.8950897879                      Q
28 28 0.4615384615      0.4615384615  0.0490331902                      V
29 29 0.4615384615      0.4615384615  0.0490331902                      D
30 30            1                 1  2.3200441025                      E
31 31 0.4615384615      0.4615384615  0.0490331902                      E
32 32 0.4615384615      0.4615384615  0.0490331902                      V
33 33 0.4615384615      0.4615384615  0.0490331902                      P
34 34 0.4615384615      0.4615384615  0.0490331902                      K
35 35 0.4615384615      0.4615384615  0.0490331902                      M
36 36 0.4615384615      0.4615384615  0.0490331902                      D
37 37 0.4615384615      0.4615384615  0.0490331902                      E
38 38 0.4615384615      0.4615384615  0.0490331902                      C
39 39 0.4615384615      0.4615384615  0.0490331902                      S
40 40 0.4615384615      0.4615384615  0.0490331902                      Q
      Odds.ratio Wilcox ref_seq           A2 Corrected.p.value.1    z.scores.1
1            Inf      /       L 0.2142857143        0.2142857143  0.3478774718
2  23.4961048372      /       P 0.2142857143        0.2142857143  0.3478774718
3            Inf   0.05       D 0.1923076923        0.1923076923 -0.1772205988
4              0   0.05       I 0.0549450549        0.0549450549   -3.45908354
5            Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
6              0      /       G 0.2142857143        0.2142857143  0.3478774718
7              0      /       N 0.2142857143        0.2142857143  0.3478774718
8              1      /       E 0.2142857143        0.2142857143  0.3478774718
9            Inf      /       N 0.2142857143        0.2142857143  0.3478774718
10             0      /       M 0.2142857143        0.2142857143  0.3478774718
11           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
12             0      /       Y 0.2142857143        0.2142857143  0.3478774718
13           Inf      /       Q 0.2142857143        0.2142857143  0.3478774718
14           Inf      /       P 0.2142857143        0.2142857143  0.3478774718
15           Inf      /       S 0.2142857143        0.2142857143  0.3478774718
16             0      /       W 0.0934065934        0.0934065934 -2.5401619165
17             0      /       I 0.2142857143        0.2142857143  0.3478774718
18             0      /       F 0.2142857143        0.2142857143  0.3478774718
19             0      /       C 0.2142857143        0.2142857143  0.3478774718
20           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
21             0      /       M 0.2142857143        0.2142857143  0.3478774718
22             0      /       E 0.2142857143        0.2142857143  0.3478774718
23             0      /       T 0.1758241758        0.1758241758 -0.5710441518
24           Inf      /       N 0.2142857143        0.2142857143  0.3478774718
25           Inf      /       G 0.2142857143        0.2142857143  0.3478774718
26             0      /       S 0.2142857143        0.2142857143  0.3478774718
27           Inf   0.05       Q 0.1923076923        0.1923076923 -0.1772205988
28           Inf      /       C 0.1758241758        0.1758241758 -0.5710441518
29             0      /       L 0.2142857143        0.2142857143  0.3478774718
30           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
31           Inf      /       E 0.2142857143        0.2142857143  0.3478774718
32           Inf      /       M 0.2142857143        0.2142857143  0.3478774718
33             0      /       F 0.2142857143        0.2142857143  0.3478774718
34             0      /       H 0.2142857143        0.2142857143  0.3478774718
35             0      /       C 0.2142857143        0.2142857143  0.3478774718
36             0      /       C 0.2142857143        0.2142857143  0.3478774718
37             0      /       W  0.032967033         0.032967033 -3.9841816106
38             0      /       I 0.2142857143        0.2142857143  0.3478774718
39             0      /       N 0.2142857143        0.2142857143  0.3478774718
40             0      /       C 0.2142857143        0.2142857143  0.3478774718
   AA.with.lowest.p.value.1  Odds.ratio.1 Wilcox.1 ref_seq.1           A3
1                         V           Inf        /         L 0.4615384615
2                         W 23.4961048372        /         P 0.0291375291
3                         D           Inf        /         D 0.0005827506
4                         T             0        /         I 0.0046620047
5                         S           Inf        /         Q 0.4615384615
6                         C             0        /         G 0.4615384615
7                         Y             0        /         N 0.4615384615
8                         H             1        /         E            1
9                         T           Inf        /         N 0.4615384615
10                        V             0        /         M 0.4615384615
11                        V           Inf        /         G            1
12                        G             0        /         Y 0.1923076923
13                        K           Inf        /         Q            1
14                        D           Inf        /         P 0.4615384615
15                        Y           Inf        /         S 0.4615384615
16                        T             0        /         W 0.4615384615
17                        S             0        /         I 0.1923076923
18                        E             0        /         F 0.4615384615
19                        T             0        /         C 0.4615384615
20                        E           Inf        /         G 0.4615384615
21                        R             0        /         M 0.4615384615
22                        R             0        /         E 0.4615384615
23                        H             0        /         T 0.4615384615
24                        G           Inf        /         N 0.4615384615
25                        A           Inf        /         G 0.4615384615
26                        V             0        /         S 0.1923076923
27                        Q           Inf        /         Q 0.0005827506
28                        L           Inf        /         C 0.4615384615
29                        R             0        /         L 0.4615384615
30                        M           Inf        /         E            1
31                        N           Inf        /         E 0.4615384615
32                        A           Inf        /         M 0.4615384615
33                        Q             0        /         F 0.4615384615
34                        V             0        /         H 0.4615384615
35                        W             0        /         C 0.4615384615
36                        S             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        P             0        /         I 0.4615384615
39                        E             0        /         N 0.4615384615
40                        E             0        /         C 0.4615384615
   Corrected.p.value.2    z.scores.2 AA.with.lowest.p.value.2  Odds.ratio.2
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        P           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        C             0
8                    1  2.3200441025                        A             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        G           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        F           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        T           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        V           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        K           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        V             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        W             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.2 ref_seq.2           A4 Corrected.p.value.3    z.scores.3
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.3  Odds.ratio.3 Wilcox.3 ref_seq.3           B1
1                         M           Inf        /         L 0.4615384615
2                         P 23.4961048372        /         P 0.0291375291
3                         D           Inf     0.05         D 0.0005827506
4                         T             0     0.05         I 0.0046620047
5                         -           Inf        /         Q 0.4615384615
6                         L             0        /         G 0.4615384615
7                         R             0        /         N 0.4615384615
8                         P             1        /         E            1
9                         G           Inf        /         N 0.4615384615
10                        M             0        /         M 0.4615384615
11                        R           Inf        /         G            1
12                        Q             0        /         Y 0.1923076923
13                        D           Inf        /         Q            1
14                        A           Inf        /         P 0.4615384615
15                        F           Inf        /         S 0.4615384615
16                        Y             0        /         W 0.4615384615
17                        W             0        /         I 0.1923076923
18                        W             0        /         F 0.4615384615
19                        H             0        /         C 0.4615384615
20                        G           Inf        /         G 0.4615384615
21                        Q             0        /         M 0.4615384615
22                        T             0        /         E 0.4615384615
23                        V             0        /         T 0.4615384615
24                        M           Inf        /         N 0.4615384615
25                        N           Inf        /         G 0.4615384615
26                        K             0        /         S 0.1923076923
27                        Q           Inf     0.05         Q 0.0005827506
28                        N           Inf        /         C 0.4615384615
29                        D             0        /         L 0.4615384615
30                        W           Inf        /         E            1
31                        E           Inf        /         E 0.4615384615
32                        V           Inf        /         M 0.4615384615
33                        P             0        /         F 0.4615384615
34                        K             0        /         H 0.4615384615
35                        V             0        /         C 0.4615384615
36                        D             0        /         C 0.4615384615
37                        R             0        /         W 0.4615384615
38                        C             0        /         I 0.4615384615
39                        W             0        /         N 0.4615384615
40                        Q             0        /         C 0.4615384615
   Corrected.p.value.4    z.scores.4 AA.with.lowest.p.value.4  Odds.ratio.4
1         0.4615384615  0.0490331902                        M           Inf
2         0.0291375291  -1.774657391                        P 23.4961048372
3         0.0005827506 -1.8950897879                        D           Inf
4         0.0046620047 -1.8778851597                        T             0
5         0.4615384615  0.0490331902                        -           Inf
6         0.4615384615  0.0490331902                        L             0
7         0.4615384615  0.0490331902                        R             0
8                    1  2.3200441025                        G             1
9         0.4615384615  0.0490331902                        G           Inf
10        0.4615384615  0.0490331902                        G             0
11                   1  2.3200441025                        V           Inf
12        0.1923076923  -1.086472266                        Q             0
13                   1  2.3200441025                        W           Inf
14        0.4615384615  0.0490331902                        A           Inf
15        0.4615384615  0.0490331902                        S           Inf
16        0.4615384615  0.0490331902                        Y             0
17        0.1923076923  -1.086472266                        W             0
18        0.4615384615  0.0490331902                        W             0
19        0.4615384615  0.0490331902                        H             0
20        0.4615384615  0.0490331902                        G           Inf
21        0.4615384615  0.0490331902                        Q             0
22        0.4615384615  0.0490331902                        T             0
23        0.4615384615  0.0490331902                        V             0
24        0.4615384615  0.0490331902                        M           Inf
25        0.4615384615  0.0490331902                        N           Inf
26        0.1923076923  -1.086472266                        K             0
27        0.0005827506 -1.8950897879                        Q           Inf
28        0.4615384615  0.0490331902                        N           Inf
29        0.4615384615  0.0490331902                        D             0
30                   1  2.3200441025                        E           Inf
31        0.4615384615  0.0490331902                        E           Inf
32        0.4615384615  0.0490331902                        V           Inf
33        0.4615384615  0.0490331902                        P             0
34        0.4615384615  0.0490331902                        K             0
35        0.4615384615  0.0490331902                        M             0
36        0.4615384615  0.0490331902                        D             0
37        0.4615384615  0.0490331902                        E             0
38        0.4615384615  0.0490331902                        C             0
39        0.4615384615  0.0490331902                        W             0
40        0.4615384615  0.0490331902                        Q             0
   Wilcox.4 ref_seq.4           B2 Corrected.p.value.5    z.scores.5
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3      0.05         D 0.0005827506        0.0005827506 -1.8950897879
4      0.05         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27     0.05         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.5  Odds.ratio.5 Wilcox.5 ref_seq.5           B3
1                         M           Inf        /         L 0.3571428571
2                         P 23.4961048372        /         P 0.2657342657
3                         D           Inf     0.05         D  0.020979021
4                         T             0     0.05         I  0.030969031
5                         P           Inf        /         Q 0.1098901099
6                         L             0        /         G 0.3571428571
7                         K             0        /         N 0.1098901099
8                         K             1        /         E 0.3571428571
9                         G           Inf        /         N 0.2207792208
10                        G             0        /         M 0.1098901099
11                        G           Inf        /         G 0.3571428571
12                        Q             0        /         Y 0.0274725275
13                        D           Inf        /         Q 0.2582417582
14                        A           Inf        /         P 0.3571428571
15                        S           Inf        /         S 0.3571428571
16                        Y             0        /         W 0.1098901099
17                        W             0        /         I 0.3571428571
18                        W             0        /         F 0.3571428571
19                        H             0        /         C 0.3571428571
20                        G           Inf        /         G 0.3571428571
21                        Q             0        /         M 0.1098901099
22                        T             0        /         E 0.1098901099
23                        V             0        /         T 0.1098901099
24                        T           Inf        /         N 0.3571428571
25                        N           Inf        /         G 0.3571428571
26                        K             0        /         S 0.0274725275
27                        V           Inf     0.05         Q  0.020979021
28                        N           Inf        /         C 0.3571428571
29                        D             0        /         L 0.3571428571
30                        K           Inf        /         E 0.3571428571
31                        E           Inf        /         E 0.3571428571
32                        V           Inf        /         M 0.3571428571
33                        P             0        /         F 0.1098901099
34                        K             0        /         H 0.1098901099
35                        M             0        /         C 0.1098901099
36                        D             0        /         C 0.3571428571
37                        W             0        /         W 0.1098901099
38                        C             0        /         I 0.1098901099
39                        S             0        /         N 0.1098901099
40                        Q             0        /         C 0.3571428571
   Corrected.p.value.6    z.scores.6 AA.with.lowest.p.value.6  Odds.ratio.6
1         0.3571428571  0.9662983254                        H           Inf
2         0.2657342657  0.2866957368                        P 23.4961048372
3          0.020979021 -1.5330051834                        D           Inf
4          0.030969031 -1.4587316764                        T             0
5         0.1098901099 -0.8719709716                        -           Inf
6         0.3571428571  0.9662983254                        T             0
7         0.1098901099 -0.8719709716                        R             0
8         0.3571428571  0.9662983254                        P             1
9         0.2207792208 -0.0475350444                        C           Inf
10        0.1098901099 -0.8719709716                        G             0
11        0.3571428571  0.9662983254                        Q           Inf
12        0.0274725275 -1.4847274039                        Q             0
13        0.2582417582  0.2309906066                        Q           Inf
14        0.3571428571  0.9662983254                        S           Inf
15        0.3571428571  0.9662983254                        H           Inf
16        0.1098901099 -0.8719709716                        Y             0
17        0.3571428571  0.9662983254                        L             0
18        0.3571428571  0.9662983254                        T             0
19        0.3571428571  0.9662983254                        A             0
20        0.3571428571  0.9662983254                        R           Inf
21        0.1098901099 -0.8719709716                        Q             0
22        0.1098901099 -0.8719709716                        T             0
23        0.1098901099 -0.8719709716                        V             0
24        0.3571428571  0.9662983254                        E           Inf
25        0.3571428571  0.9662983254                        Q           Inf
26        0.0274725275 -1.4847274039                        K             0
27         0.020979021 -1.5330051834                        V           Inf
28        0.3571428571  0.9662983254                        I           Inf
29        0.3571428571  0.9662983254                        H             0
30        0.3571428571  0.9662983254                        A           Inf
31        0.3571428571  0.9662983254                        F           Inf
32        0.3571428571  0.9662983254                        Q           Inf
33        0.1098901099 -0.8719709716                        P             0
34        0.1098901099 -0.8719709716                        K             0
35        0.1098901099 -0.8719709716                        M             0
36        0.3571428571  0.9662983254                        I             0
37        0.1098901099 -0.8719709716                        E             0
38        0.1098901099 -0.8719709716                        C             0
39        0.1098901099 -0.8719709716                        W             0
40        0.3571428571  0.9662983254                        R             0
   Wilcox.6 ref_seq.6           B4 Corrected.p.value.7    z.scores.7
1         /         L 0.4615384615        0.4615384615  0.0490331902
2         /         P 0.0291375291        0.0291375291  -1.774657391
3         /         D 0.0005827506        0.0005827506 -1.8950897879
4         /         I 0.0046620047        0.0046620047 -1.8778851597
5         /         Q 0.4615384615        0.4615384615  0.0490331902
6         /         G 0.4615384615        0.4615384615  0.0490331902
7         /         N 0.4615384615        0.4615384615  0.0490331902
8         /         E            1                   1  2.3200441025
9         /         N 0.4615384615        0.4615384615  0.0490331902
10        /         M 0.4615384615        0.4615384615  0.0490331902
11        /         G            1                   1  2.3200441025
12        /         Y 0.1923076923        0.1923076923  -1.086472266
13        /         Q            1                   1  2.3200441025
14        /         P 0.4615384615        0.4615384615  0.0490331902
15        /         S 0.4615384615        0.4615384615  0.0490331902
16        /         W 0.4615384615        0.4615384615  0.0490331902
17        /         I 0.1923076923        0.1923076923  -1.086472266
18        /         F 0.4615384615        0.4615384615  0.0490331902
19        /         C 0.4615384615        0.4615384615  0.0490331902
20        /         G 0.4615384615        0.4615384615  0.0490331902
21        /         M 0.4615384615        0.4615384615  0.0490331902
22        /         E 0.4615384615        0.4615384615  0.0490331902
23        /         T 0.4615384615        0.4615384615  0.0490331902
24        /         N 0.4615384615        0.4615384615  0.0490331902
25        /         G 0.4615384615        0.4615384615  0.0490331902
26        /         S 0.1923076923        0.1923076923  -1.086472266
27        /         Q 0.0005827506        0.0005827506 -1.8950897879
28        /         C 0.4615384615        0.4615384615  0.0490331902
29        /         L 0.4615384615        0.4615384615  0.0490331902
30        /         E            1                   1  2.3200441025
31        /         E 0.4615384615        0.4615384615  0.0490331902
32        /         M 0.4615384615        0.4615384615  0.0490331902
33        /         F 0.4615384615        0.4615384615  0.0490331902
34        /         H 0.4615384615        0.4615384615  0.0490331902
35        /         C 0.4615384615        0.4615384615  0.0490331902
36        /         C 0.4615384615        0.4615384615  0.0490331902
37        /         W 0.4615384615        0.4615384615  0.0490331902
38        /         I 0.4615384615        0.4615384615  0.0490331902
39        /         N 0.4615384615        0.4615384615  0.0490331902
40        /         C 0.4615384615        0.4615384615  0.0490331902
   AA.with.lowest.p.value.7  Odds.ratio.7 Wilcox.7 ref_seq.7
1                         M           Inf        /         L
2                         P 23.4961048372        /         P
3                         D           Inf     0.05         D
4                         T             0     0.05         I
5                         P           Inf        /         Q
6                         L             0        /         G
7                         R             0        /         N
8                         G             1        /         E
9                         G           Inf        /         N
10                        M             0        /         M
11                        K           Inf        /         G
12                        Q             0        /         Y
13                        T           Inf        /         Q
14                        A           Inf        /         P
15                        F           Inf        /         S
16                        Y             0        /         W
17                        W             0        /         I
18                        W             0        /         F
19                        H             0        /         C
20                        G           Inf        /         G
21                        Q             0        /         M
22                        T             0        /         E
23                        V             0        /         T
24                        M           Inf        /         N
25                        N           Inf        /         G
26                        K             0        /         S
27                        V           Inf     0.05         Q
28                        V           Inf        /         C
29                        D             0        /         L
30                        S           Inf        /         E
31                        E           Inf        /         E
32                        V           Inf        /         M
33                        P             0        /         F
34                        K             0        /         H
35                        V             0        /         C
36                        D             0        /         C
37                        W             0        /         W
38                        C             0        /         I
39                        W             0        /         N
40                        Q             0        /         C
[1] "fin"
[1] TRUE

SeqFeatR documentation built on May 2, 2019, 3:10 p.m.