sample_size: sample_size

View source: R/sampleSize.R

sample_sizeR Documentation

sample_size

Description

A function to estitamete the sample size for differential expression analysis of RNA-seq data.

Usage

sample_size(
  power = 0.8,
  m = 20000,
  m1 = 200,
  f = 0.1,
  k = 1,
  w = 1,
  rho = 2,
  lambda0 = 5,
  phi0 = 1,
  showMessage = FALSE,
  storeProcess = FALSE
)

Arguments

power

Power to detect prognostic genes.

m

Total number of genes for testing.

m1

Expected number of prognostic genes.

f

FDR level

k

Ratio of sample size between two groups (Treatment/Control).

w

Ratio of normalization factors between two groups.

rho

minimum fold changes for prognostic genes between two groups (Treatment/Control).

lambda0

Average read counts for prognostic genes.

phi0

Dispersion for prognostic genes.

showMessage

Logical. Display the message in the estimation process.

storeProcess

Logical. Store the power and n in sample size or power estimation process.

Details

A function to estitamete the sample size for differential expression analysis of RNA-seq data.

Value

Estimate sample size or a list including parameters and sample size in the process.

Examples

power<-0.8;rho<-2;lambda0<-5;phi0<-0.5;f<-0.01
sample_size(power=power, f=f,rho=rho, lambda0=lambda0, phi0=phi0)

slzhao/RnaSeqSampleSize documentation built on March 24, 2022, 2:21 a.m.