library(checkmate)
library(MDRDist)
library(mbmdRdist)
library(mbmdRwrap)
source("~/Dokumente/MBMDR-Methodenvergleich/generate_population_functions.R")
first_pop_value <- "strong_dominant"
second_pop_value <- "strong_dominant"
working_dir <- "~/Dokumente/MBMDR-Methodenvergleich/RUNS"
penetrances <- list("strong_dominant" = c(0.05, 0.05, 0.05,
0.05, 0.80, 0.80,
0.05, 0.80, 0.80),
"weak_dominant" = c(0.05, 0.05, 0.05,
0.05, 0.50, 0.50,
0.05, 0.50, 0.50),
"strong_additive" = c(0.05, 0.05, 0.05,
0.05, 0.40, 0.50,
0.05, 0.50, 0.80),
"weak_additive" = c(0.05, 0.05, 0.05,
0.05, 0.25, 0.30,
0.05, 0.30, 0.50),
"no_marginal" = c(0.492, 0.664, 0.481, # Velez Model No. 15
0.642, 0.330, 0.746,
0.656, 0.396, 0))
Xnew <- generate_samples_new_simulation(data = penetrances,
job = "1234",
first_pop = first_pop_value,
second_pop = second_pop_value,
sample_size = 700,
maf = .2,
n.snp = 20)
Ynew <- as.numeric(Xnew$first_pop_status) + 2 * as.numeric(Xnew$second_pop_status)
Xnew <- Xnew[, 1:20]
Znew <- getOriginClasses(Xnew)
print(table(Ynew, Znew))
Xold <- generate_samples_old_simulation(sample_size = 3000,
data = penetrances,
first_pop = first_pop_value,
second_pop = second_pop_value)
Yold <- Xold$classification
Xold <- Xold$designmatrix
Zold <- getOriginClasses(Xold)
print(table(Yold, Zold))
wd_oo <- file.path(working_dir,
paste(first_pop_value, second_pop_value, sep = "_"),
"oo/")
dir.create(path = wd_oo, showWarnings = TRUE, recursive = TRUE)
wd_on <- file.path(working_dir, paste(first_pop_value, second_pop_value, sep = "_"), "on/")
dir.create(path = wd_on, showWarnings = TRUE, recursive = TRUE)
wd_no <- file.path(working_dir, paste(first_pop_value, second_pop_value, sep = "_"), "no/")
dir.create(path = wd_no, showWarnings = TRUE, recursive = TRUE)
wd_nn <- file.path(working_dir, paste(first_pop_value, second_pop_value, sep = "_"), "nn/")
dir.create(path = wd_nn, showWarnings = TRUE, recursive = TRUE)
Xold_old <- mbmdRdist::dist_unlabled(list_of_affecteds = Xold,
rounds = 20,
working_dir = wd_oo,
mbmdr_version = "4.4",
mbmdr_command = "mbmdr",
cleanup = FALSE)
Xold_new <- mbmdRdist::dist_unlabled(list_of_affecteds = Xnew,
rounds = 20,
working_dir = wd_on,
mbmdr_version = "4.4",
mbmdr_command = "mbmdr",
cleanup = FALSE)
Xnew_old <- MDRDist::mdr_dist(data = Xold,
working_dir = wd_no,
n_rounds = 20,
use_existing_models = FALSE,
evaluate_models = TRUE)
Xnew_new <- MDRDist::mdr_dist(data = Xnew,
working_dir = wd_nn,
n_rounds = 20,
use_existing_models = FALSE,
evaluate_models = TRUE)
frequencies <- list(Xold_old$frequency_of_interactions[1:7, 1:7],
Xold_new$frequency_of_interactions[1:7, 1:7],
Xnew_old$importance,
Xnew_new$importance)
print(frequencies)
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