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# functions for Horvath epigenetic clock
# initial version: 20 Oct 2015 Leo
# Updated version: 18 Jul 2016 TGS
# Updated once more June 2018 TGS
trafo <- function(x,adult.age=20) { x=(x+1)/(1+adult.age); y=ifelse(x<=1, log( x),x-1);y }
anti.trafo <- function(x,adult.age=20) { ifelse(x<0, (1+adult.age)*exp(x)-1, (1+adult.age)*x+adult.age) }
agep <- function(betas, coeff = NULL, method = c('horvath', 'hannum'),...){
method <- match.arg(method)
if(method == 'hannum' & is.null(coeff)) stop('Please supply coeffs for hannum\'s clock.')
if(is.null(coeff)){
message('No coefficients detected, using Horvaths clock')
data(coef)
coeff <- coef
}
if(method == 'horvath'){
ages <- as.matrix(apply(betas,2,function(x){
miss <- names(coeff)[-1]%in%names(na.omit(x))
coef2 <- coeff[-1][miss]
data <- x[names(coef2)]
pre <- data %*% coef2 + coeff[1]
anti.trafo(pre, adult.age=20)
}))
} else if(method == 'hannum'){
ages <- as.matrix(apply(betas,2,function(x){
miss <- names(coeff)%in%names(na.omit(x))
coef2 <- coeff[miss]
data <- x[names(coef2)]
data %*% coef2 + 0 #?
}))
}
return(ages)
}
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