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Thursday, September 23, 2004
gompertz bootstrap fitting, using gnls in R
#092304Thu
library(nlme)
library(survival)
## functions
gompfit <- function( data ) { #data is a vector
tmp.fit <- survfit(Surv( data ) )
s <- c( 1, tmp.fit$surv );
t <- c( 0, tmp.fit$time );
fm <- gnls( s ~ exp( (I/G)* ( 1 - exp(G * t) ) ) ,
start = list( I = 0.001, G = 0.2 ),
);
I.fit <- fm$coefficients[1];
G.fit <- fm$coefficients[2];
c( I.fit, G.fit);
}
bootstrap.gompfit <- function ( in.vector ) {
data <- in.vector[ ! is.na(in.vector) ];
boot.num <- length(data);
boot.out <- data.frame(matrix(ncol=3,nrow=boot.num));
names(boot.out) <- c("I","G","avg.rls");
for ( i in 1:boot.num ) {
# data.tmp <- BY4741;
data.tmp <- sample( data, size=length(data), replace=T);
gf.out <- gompfit(data.tmp);
boot.out[i, ] <- c( gf.out, mean(data.tmp) );
}
ret = boot.out;
}
## the main section
rls <- read.table( "rls.tab", sep="\t", header=T);
strains <- names(rls);
#buffers for results
return.labels <- c("I", "se.I", "G", "se.G", "rls", "se.rls" );
gomp.out <- data.frame( matrix(nrow=length(names(rls)), ncol=length(return.labels) ) );
names(gomp.out) <- return.labels;
row.names(gomp.out) <- names(rls);
#go over each column anb call bootstrap.gompfit
group.1 = c(1:20 );
group.2 = c(21:30 );
group.3 = c(31:length(strains) );
for ( j in group.1 ) {
boot.array = bootstrap.gompfit( rls[,j] );
gomp.out[j,c(1,3,5)] = mean(boot.array);
gomp.out[j,c(2,4,6)] = sd(boot.array);
}
#gomp.out;
for ( j in group.2 ) {
boot.array = bootstrap.gompfit( rls[,j] );
gomp.out[j,c(1,3,5)] = mean(boot.array);
gomp.out[j,c(2,4,6)] = sd(boot.array);
}
for ( j in group.3 ) {
boot.array = bootstrap.gompfit( rls[,j] );
gomp.out[j,c(1,3,5)] = mean(boot.array);
gomp.out[j,c(2,4,6)] = sd(boot.array);
}
write.table(gomp.out, "092204.gomp.bootstrap.merged.lab-strains.csv", row.names=T, quote=T, sep="\t");
#q("no")
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