RankProduct: Perform a Rank Product test

Description Usage Arguments Value See Also Examples

View source: R/stattest.R

Description

Performs the non-parametric rank product test on the intensity data.

Usage

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RankProduct(dataset, listofargs)

Arguments

dataset

an R data frame generated with generateDatasetFile

listofargs

a list containing:

- the number of permutations to perform to compute the p-values (usually 100)

- 1 or 2, depending if the search is for a significant decrease or increase

- a character string specifying the column whose values will be used for the test

- a character string specifying the name of the dataset column to be used to define the replicate, for example "GeneName" or "Internal_GeneID"

Value

Returns a list containing

pValVec

a named vector of p-values

dataset

the dataset with an added column "p.value.rankproduct"

paste("pValue.rankproduct", testType, sep="_")

the character string "p.value.rankproduct"

"Rank product test"

the character string "Rank product test"

The p values returned are equivalent to the percentage of false prediction (pfp), which in theory is the equivalent of false discovery rate (FDR). It is possible that they are larger than 1.

See Also

Ttest, MannWhitney

Examples

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data(exampleHeader, package="RNAither")
data(exampleDataset, package="RNAither")

pvals1 <- RankProduct(dataset, list(100, 1, "SigIntensity", "GeneName"))
pValVec1 <- pvals1[[1]]
scoredDataset1 <- pvals1[[2]]

Example output

Loading required package: topGO
Loading required package: BiocGenerics
Loading required package: parallel

Attaching package: 'BiocGenerics'

The following objects are masked from 'package:parallel':

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

The following objects are masked from 'package:stats':

    IQR, mad, sd, var, xtabs

The following objects are masked from 'package:base':

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

Loading required package: graph
Loading required package: Biobase
Welcome to Bioconductor

    Vignettes contain introductory material; view with
    'browseVignettes()'. To cite Bioconductor, see
    'citation("Biobase")', and for packages 'citation("pkgname")'.

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Attaching package: 'S4Vectors'

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Loading required package: SparseM

Attaching package: 'SparseM'

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    backsolve


groupGOTerms: 	GOBPTerm, GOMFTerm, GOCCTerm environments built.

Attaching package: 'topGO'

The following object is masked from 'package:IRanges':

    members

Loading required package: RankProd
Loading required package: Rmpfr
Loading required package: gmp

Attaching package: 'gmp'

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    %*%, apply, crossprod, matrix, tcrossprod

C code of R package 'Rmpfr': GMP using 64 bits per limb


Attaching package: 'Rmpfr'

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    outer

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    dbinom, dnorm, dpois, pnorm

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    cbind, pmax, pmin, rbind

Loading required package: prada
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Attaching package: 'grid'

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Loading required package: rrcov
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Attaching package: 'robustbase'

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Scalable Robust Estimators with High Breakdown Point (version 1.4-7)


Attaching package: 'RNAither'

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Rank Product analysis for paired case 
 

 done  

RNAither documentation built on Nov. 8, 2020, 8:06 p.m.