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Translate part of enrichment() to C++ #2

@wleoncio

Description

@wleoncio

This loop, specifically:

for (k in 1:n_groups) { # group index
idx <- rep(NA, n)
for (j in 1:n) {
idx[j] <- names(myList[j]) %in%
custom.set[custom.set$group == groups[k], 1]
}
if (sum(idx)) {
F1 <- cumsum(abs(myList)^alpha * as.numeric(idx)) /
sum(abs(myList)^alpha * as.numeric(idx))
F2 <- cumsum(as.numeric(!idx)) /
(n - sum(custom.set$group == groups[k] &
features %in% names(myList)))
S[i, k] <- max(F1 - F2, na.rm = TRUE)
} else {
S[i, k] <- NA
}
# permutation test
permute_S <- rep(NA, permute.n)
for (permute_i in 1:permute.n) {
permutationIdx <- sample(1:n, n) # n removes missing spearman's x
myList_permute <- myList
names(myList_permute) <- names(myList)[permutationIdx]
for (j in 1:n) {
idx[j] <- names(myList_permute[j]) %in%
custom.set[custom.set$group == groups[k], 1]
}
if (sum(idx)) {
F1 <- cumsum(abs(myList_permute)^alpha * as.numeric(idx)) /
sum(abs(myList_permute)^alpha * as.numeric(idx))
F2 <- cumsum(as.numeric(!idx)) /
(n - sum(custom.set$group == groups[k] &
features %in% names(myList)))
permute_S[permute_i] <- max(F1 - F2, na.rm = TRUE)
}
}
## i) p-value for enrichment score
pvalue[i, k] <- sum(permute_S >= S[i, k], na.rm = TRUE) /
(permute.n - sum(is.na(permute_S)))
## ii) normalized enrichment score
if (normalize) {
S_norm <- S
if (!is.na(S[i, k])) {
if (S[i, k] >= 0) {
S_norm[i, k] <-
S[i, k] / mean(permute_S[permute_S >= 0], na.rm = TRUE)
} else {
S_norm[i, k] <-
S[i, k] / mean(permute_S[permute_S < 0], na.rm = TRUE)
}
}
S <- S_norm
permute_S_norm <- rep(NA, permute.n)
for (permute_i in 1:permute.n) {
if (!is.na(permute_S[permute_i])) {
if (permute_S[permute_i] >= 0) {
permute_S_norm[permute_i] <- permute_S[permute_i] /
mean(permute_S[permute_S >= 0], na.rm = TRUE)
} else {
permute_S_norm[permute_i] <- permute_S[permute_i] /
mean(permute_S[permute_S < 0], na.rm = TRUE)
}
}
}
pvalue[i, k] <- sum(permute_S_norm >= S_norm[i, k], na.rm = TRUE) /
(permute.n - sum(is.na(permute_S_norm)))
}
}

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