View source: R/windows_nwise_pop_pbs.R
windows_nwise_pop_pbs | R Documentation |
The function computes the population branch statistics (PBS) for a sliding window for each combination of populations at each locus. The PBS is a measure of the genetic differentiation between one focal population and two reference populations, and is used to identify outlier loci that may be under selection.
windows_nwise_pop_pbs(
.x,
type = c("matrix", "tidy"),
fst_method = c("Hudson", "Nei87", "WC84"),
return_fst = FALSE,
window_size,
step_size,
size_unit = c("snp", "bp"),
min_loci = 1,
complete = FALSE
)
.x |
a grouped |
type |
type of object to return. One of "matrix" or "tidy". Default is "matrix". "matrix" returns a dataframe where each row is a window, followed by columns of pbs values for each population comparison. "tidy" returns a tidy tibble of the same data in 'long' format, where each row is one window for one population comparison. |
fst_method |
the method to use for calculating Fst, one of 'Hudson',
'Nei87', and 'WC84'. See |
return_fst |
a logical value indicating whether to return the Fst values |
window_size |
The size of the window to use for the estimates. |
step_size |
The step size to use for the windows. |
size_unit |
Either "snp" or "bp". If "snp", the window size and step size are in number of SNPs. If "bp", the window size and step size are in base pairs. |
min_loci |
The minimum number of loci required to calculate a window statistic. If the number of loci in a window is less than this, the window statistic will be NA. |
complete |
Should the function be evaluated on complete windows only? If FALSE, the default, then partial computations will be allowed at the end of the chromosome. |
either a data frame with the following columns:
chromosome
: the chromosome for the window
start
: the starting locus of the window
end
: the ending locus of the window
pbs_a.b.c
: the PBS value for population a given b & c (there
will be multiple such columns covering all 3 way combinations of
populations in the grouped gen_tibble
object)
fst_a.b
: the Fst value for population a and b, if return_fst
is TRUE
or a tidy tibble with the following columns:
chromosome
: the chromosome for the window
start
: the starting locus of the window
end
: the ending locus of the window
stat_name
: the name of populations used in the pbs calculation
(e.g. "pbs_pop1.pop2.pop3"). If return_fst is TRUE, stat_name will also
include "fst" calculations in the same column (e.g. "fst_pop1.pop2").
value
: the pbs value for the populations
example_gt <- load_example_gt("grouped_gen_tbl")
# Calculate nwise pbs across a window of 3 SNPs, with a step size of 2 SNPs
example_gt %>%
windows_nwise_pop_pbs(
window_size = 3, step_size = 2,
size_unit = "snp", min_loci = 2
)
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