coxph: Add uni and multivariate analysis
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coxph.R
40
coxph.R
@ -51,6 +51,46 @@ sma_coxph_univ <- function() {
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univ_results <- lapply(univ_models, sma_cox_res)
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univ_results <- lapply(univ_models, sma_cox_res)
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res <- t(as.data.frame(univ_results, check.names = FALSE))
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res <- t(as.data.frame(univ_results, check.names = FALSE))
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cat("\nUnivariate coxph with multiple covariates:\n")
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cat("##########################################\n\n")
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print(as.data.frame(res))
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cat("\nUnivariat coxph with multiple covariates (HR over 1):\n")
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cat("#####################################################\n\n")
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# Convert from factor to double then filter
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resgt <- as.data.frame(res)
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resgt$HR <- as.double(as.character(resgt$HR))
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resgt <- filter(resgt, HR > 1.0)
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resgt$HR <- sprintf("%0.2f", resgt$HR)
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print(resgt)
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cat("\nUnivariat coxph with multiple covariates (HR lower or 1):\n")
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cat("#########################################################\n\n")
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# Convert from factor to double then filter
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resle <- as.data.frame(res)
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resle$HR <- as.double(as.character(resle$HR))
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resle <- filter(resle, HR <= 1.0)
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resle$HR <- sprintf("%0.2f", resle$HR)
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print(resle)
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cat("\nCoxph model assumptions (check for non-significance)\n")
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cat("###################################################\n\n")
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coxzph <- lapply(univ_models, cox.zph)
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print(coxzph)
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}
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#
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# Univariate Cox ph analysis with multiple covariates.
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#
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sma_coxph_univ_hr <- function() {
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univ_formulas <- sapply(covariates, function(x) as.formula(
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paste('Surv(time_at_risk, time_at_risk_status) ~ ',
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x)))
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univ_models <- lapply(univ_formulas,
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function(x) {coxph(x, data = secmal)})
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univ_results <- lapply(univ_models, sma_cox_res)
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res <- t(as.data.frame(univ_results, check.names = FALSE))
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print("Univariate coxph with multiple covariates:")
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print("Univariate coxph with multiple covariates:")
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print(as.data.frame(res))
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print(as.data.frame(res))
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}
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}
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