R/loglik.vec.R

Defines functions loglik.vec

loglik.vec<- function(theta, data, design, base.dist, agemin)
{
  #data <- data[data$currentage>agemin,]
  lambda   <- exp(theta[1])
  rho  <- exp(theta[2])
  beta.sex <- theta[3]
  beta.gen <- theta[4]
  
  
  time0 <- data$time-agemin
  status<- data$status
  wt <- data$weight
  xbeta <- beta.sex*data$gender+beta.gen*data$mgene
  
  bhaz <- hazards(base.dist, time0, c(lambda,rho))
  bcumhaz <- cumhaz(base.dist, time0, c(lambda,rho))
  
  H <- bcumhaz*exp(xbeta)
  logh <- log(bhaz) + xbeta
  
  loglik <-  wt * (- H + status*logh )
  loglik[data$time<=agemin] <- 0
  
  # Ascertainment correction by design
  ip <- data$proband==1
  
  cagep <- data$currentage[ip]-agemin
  xbeta.p <- beta.sex*data$gender[ip]+beta.gen*data$mgene[ip]
  bcumhaz.p <- cumhaz(base.dist, cagep,c(lambda,rho))
  wt.p <- data$weight[ip]
  
  logasc <- wt.p*log(1-exp(-bcumhaz.p*exp(xbeta.p)))  

  likelihood<- loglik
  likelihood[ip] <- loglik[ip]-logasc
  
  if(design=="cli" | design=="cli+"){
    i.m <- data$generation==1 & data$gender==0
    i.f <- data$generation==1 & data$gender==1
    i.s <-  data$generation==2  & data$status==1 & data$proband==0
  
    cage.m <- data$currentage[i.m]-agemin
    xbeta.m <- beta.sex*data$gender[i.m]+beta.gen*data$mgene[i.m]
    bcumhaz.m <- cumhaz(base.dist, cage.m, c(lambda,rho))
    
    cage.f <- data$currentage[i.f]-agemin
    xbeta.f <- beta.sex*data$gender[i.f]+beta.gen*data$mgene[i.f]
    bcumhaz.f <- cumhaz(base.dist, cage.f,c(lambda,rho))

    logasc.p <- wt.p*log(1-exp(-bcumhaz.m*exp(xbeta.m) -bcumhaz.f*exp(xbeta.f) ) )
    likelihood[i.m] <- loglik[i.m]-logasc.p
    
    cage.s <- data$currentage[i.s]-agemin
    xbeta.s <- beta.sex*data$gender[i.s]+beta.gen*data$mgene[i.s]
    bcumhaz.s <- cumhaz(base.dist, cage.s,c(lambda,rho))
    
    logasc.s <- data$weight[i.s]*log(1-exp(-bcumhaz.s*exp(xbeta.s)))
    likelihood[i.s] <- loglik[i.s]-logasc.s
  } # close for if(design=="cli" | design=="cli+")
  
  return(-likelihood)
}

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FamEvent documentation built on Nov. 17, 2022, 5:06 p.m.