[BioC] Trouble with gcrma background correction
Sucheta Tripathy
sutripa at vbi.vt.edu
Fri Nov 17 16:57:36 CET 2006
Dear Group,
(Sorry for the repost- The earlier one could not get through)
I am stuck with this problem for quite some time. I have been searching
for an answer to this, but could not quite get a hold of it. Any help in
this will be greatly appreciated.
I am using R version 2.3.1 and bioconductor version 1.9.
First I computed affinity using the following command:
affinity.info <- compute.affinities("Soybean", verbose=TRUE)
save(affinity.info,file = "soybean.RData");
Then I load it using:
library(gcrma)
load("soybean.RData")
source("gcrmaBG.R")
when I run the script gcrmaBG.R inside another script, I get the following
error:
ERROR MESSAGES:
===============
Adjusting for optical effect.Done.
In first if and type is
Adjusting for non-specific binding
.type is fullmodel
Error in model.frame(formula, rownames, variables, varnames, extras,
extranames,
:
invalid variable type for 'affinities'
Execution halted
==========
gcrmaBG.R
==========
gcrmaBG <- function(object,
type=c("fullmodel","affinities","mm","constant"),
k=6*fast+0.5*(1-fast),stretch=1.15*fast+1*(1-fast),
correction=1,rho=0.7,
optical.correct=TRUE,verbose=TRUE,fast=TRUE){
type <- match.arg(type)
pmonly <- (type=="affinities"|type=="constant")
needaff <- (type=="fullmodel"|type=="affinities")
if(optical.correct){
object <- bg.adjust.optical(object,verbose=verbose)
}
pms_bg <- gcrma.engine(pms=pm(object),
mms=mm(object),
pm.affinities=pm(affinity.info),
mm.affinities=mm(affinity.info),
type=type,k=k,
stretch=stretch,
correction=correction,rho=rho,
verbose=verbose,fast=fast)
return(pms_bg)
}
bg.adjust.optical <- function(abatch,minimum=1,verbose=TRUE){
Index <- unlist(indexProbes(abatch,"both"))
if(verbose) cat("Adjusting for optical effect")
for(i in 1:length(abatch)){
if(verbose) cat(".")
exprs(abatch)[Index,i] <- exprs(abatch)[Index,i] -
min(exprs(abatch)[Index,i],na.rm=TRUE) + minimum
}
if(verbose) cat("Done.\n")
abatch
}
# Defining function gcrma.engine
gcrma.engine <- function(pms,mms,pm.affinities=NULL,mm.affinities=NULL,
type=c("fullmodel","affinities","mm","constant"),
k=6*fast+0.25*(1-fast),
stretch=1.15*fast+1*(1-fast),correction=1,rho=0.7,
verbose=TRUE,fast=TRUE){
type <- match.arg(type)
if(!is.null(pm.affinities)){
index.affinities <- which(!is.na(pm.affinities))
pm.affinities <- pm.affinities[index.affinities]
if(!is.null(mm.affinities)){
mm.affinities <- mm.affinities[index.affinities]
}
}
if(type=="fullmodel" | type=="affinities"){
cat("In first if and type is \n")
set.seed(1)
Subset <- sample(1:length(pms[index.affinities,]),25000)
y <- log2(pms)[index.affinities,][Subset]
Subset <- (Subset-1)%%length(pms[index.affinities,])+1
x <- pm.affinities[Subset]
fit1 <- lm(y~x)
}
cat("Adjusting for non-specific binding\n")
for(i in 1:ncol(pms)){
if(verbose) cat(".")
if(type=="fullmodel"){
cat("type is fullmodel\n") # ERROR HERE
pms[,i] <- bg.adjust.fullmodel(pms[,i],mms[,i],
pm.affinities,mm.affinities,
index.affinities,k=k,
rho=rho,fast=fast)
cat("bg.adjust.fullmodel is done\n")
pms[index.affinities,i] <- 2^(log2(pms[index.affinities,i])-
fit1$coef[2]*pm.affinities+mean(fit1$coef[2]
*pm.affinities))
}
if(type=="affinities"){
cat("Type is affinities")
pms[,i] <- bg.adjust.affinities(pms[,i],mms[,i],
pm.affinities,mm.affinities,
index.affinities, k=k,
fast=fast)
pms[index.affinities,i] <- 2^(log2(pms[index.affinities,i])-
fit1$coef[2]*pm.affinities +
mean(fit1$coef[2]*pm.affinities))
}
if(type=="mm") pms[,i] <-
bg.adjust.mm(pms[,i],correction*mms[,i],k=k,fast=f
ast)
cat("type is mm") # added by ST.
if(type=="constant"){
cat("Type is constant")
pms[,i] <-
bg.adjust.constant(pms[,i],k=k,Q=correction*mean(pms[,i]<mms[,i
]),fast=fast)
}
if(stretch!=1){
mu <- mean(log(pms[,i]))
pms[,i] <- exp(mu + stretch*(log(pms[,i])-mu))
}
}
if(verbose) cat("Done.\n")
return(pms)
}
Many thanks
Sucheta
--
Sucheta Tripathy, Ph.D.
Virginia Bioinformatics Institute Phase-I
Washington street.
Virginia Tech.
Blacksburg,VA 24061-0447
phone:(540)231-8138
Fax: (540) 231-2606
web page: http://staff.vbi.vt.edu/sutripa
blog : http://genomics-array.blogspot.com/
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