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5 changes: 3 additions & 2 deletions R/colocboost_pipeline.R
Original file line number Diff line number Diff line change
Expand Up @@ -66,8 +66,9 @@ region_data_to_colocboost_input <- function(region_data) {
ind_args <- .cb_format_individual(ind_records)

sumstat_records <- lapply(names(rss_input$rss_input), function(study) {
ld_data <- .normalize_ld_data_for_qc(rss_input$LD_data[[study]])
list(rss_input = rss_input$rss_input[[study]],
LD_matrix = rss_input$LD_data[[study]]$LD_matrix)
LD_matrix = ld_data$LD_matrix)
})
names(sumstat_records) <- names(rss_input$rss_input)
sumstat_args <- .cb_format_sumstat(sumstat_records)
Expand Down Expand Up @@ -1127,7 +1128,7 @@ qc_individual_data <- function(X, Y, maf = NULL, X_variance = NULL,
LD_reference_info = NULL,
variant_convention = c("A2_A1", "A1_A2")) {
is_ld_data <- function(x) {
is.list(x) && !is.null(x$LD_matrix)
methods::is(x, "LDData") || (is.list(x) && !is.null(x$LD_matrix))
}
as_reference_info_list <- function(x) {
if (is.null(x)) return(NULL)
Expand Down
31 changes: 30 additions & 1 deletion R/sumstats_qc.R
Original file line number Diff line number Diff line change
Expand Up @@ -277,7 +277,8 @@ summary_stats_qc <- function(sumstats, LD_data, n = NULL,
is.list(x) && is.data.frame(x$sumstats)
}
is_ld_record <- function(x) {
is.matrix(x) || (is.list(x) && !is.null(x$LD_matrix))
methods::is(x, "LDData") || is.matrix(x) ||
(is.list(x) && !is.null(x$LD_matrix))
}
first_ld_record <- function(x, study_name = NULL) {
if (is_ld_record(x)) return(x)
Expand Down Expand Up @@ -371,6 +372,34 @@ summary_stats_qc <- function(sumstats, LD_data, n = NULL,

.normalize_ld_data_for_qc <- function(LD_data) {
if (is.null(LD_data)) return(NULL)
if (methods::is(LD_data, "LDData")) {
variant_info <- getVariantInfo(LD_data)
ref_panel <- as.data.frame(S4Vectors::mcols(variant_info))
ref_panel$chrom <- as.character(GenomicRanges::seqnames(variant_info))
ref_panel$pos <- GenomicRanges::start(variant_info)
if (!"variant_id" %in% colnames(ref_panel)) {
ref_panel$variant_id <- getVariantIds(LD_data)
}

is_genotype <- hasGenotypes(LD_data)
LD_matrix <- if (is_genotype) getGenotypes(LD_data) else getCorrelation(LD_data)
LD_variants <- getVariantIds(LD_data)
if (is.matrix(LD_matrix)) {
if (is_genotype && length(LD_variants) == ncol(LD_matrix)) {
colnames(LD_matrix) <- LD_variants
} else if (!is_genotype && length(LD_variants) == nrow(LD_matrix)) {
rownames(LD_matrix) <- colnames(LD_matrix) <- LD_variants
}
}

return(list(
LD_matrix = LD_matrix,
LD_variants = LD_variants,
ref_panel = ref_panel,
block_metadata = getBlockMetadata(LD_data),
is_genotype = is_genotype
))
}
if (is.matrix(LD_data)) {
ids <- if (nrow(LD_data) == ncol(LD_data)) rownames(LD_data) else colnames(LD_data)
LD_data <- list(LD_matrix = LD_data, LD_variants = ids)
Expand Down
77 changes: 77 additions & 0 deletions tests/testthat/test_colocboost_pipeline.R
Original file line number Diff line number Diff line change
Expand Up @@ -227,6 +227,83 @@ test_that("RegionalData adapters expose individual and RSS inputs", {
expect_true(all(names(rss_input$rss_input) %in% names(rss_input$LD_data)))
})

test_that("ColocBoost adapters accept genotype-backed LDData", {
skip_if_not_installed("pgenlibr")
td <- test_path("test_data")
tmp <- tempfile("cb_lddata_")
dir.create(tmp)
on.exit(unlink(tmp, recursive = TRUE), add = TRUE)

prefix <- "test_variants"
for (ext in c("pgen", "pvar", "psam", "afreq")) {
file.copy(file.path(td, paste0(prefix, ".", ext)),
file.path(tmp, paste0(prefix, ".", ext)))
}
meta_file <- file.path(tmp, "ld_meta.tsv")
writeLines(c("chrom\tstart\tend\tpath", "21\t0\t0\ttest_variants"), meta_file)
ld_data <- suppressWarnings(suppressMessages(load_LD_matrix(
meta_file,
region = "chr21:17513228-17550000",
return_genotype = TRUE
)))

variant_info <- getVariantInfo(ld_data)
ref_panel <- as.data.frame(S4Vectors::mcols(variant_info))
ref_panel$chrom <- as.character(GenomicRanges::seqnames(variant_info))
ref_panel$pos <- GenomicRanges::start(variant_info)
allele_pair <- apply(cbind(ref_panel$A1, ref_panel$A2), 1, function(x) {
paste(sort(x), collapse = "")
})
ref_panel <- ref_panel[nchar(ref_panel$A1) == 1 &
nchar(ref_panel$A2) == 1 &
!allele_pair %in% c("AT", "CG"), , drop = FALSE]
ref_panel <- utils::head(ref_panel, 5)
variant_id <- format_variant_id(ref_panel$chrom, ref_panel$pos,
ref_panel$A2, ref_panel$A1)
rss_record <- list(
sumstats = data.frame(
chrom = ref_panel$chrom,
pos = ref_panel$pos,
A1 = ref_panel$A1,
A2 = ref_panel$A2,
z = seq_len(nrow(ref_panel)),
variant_id = variant_id,
stringsAsFactors = FALSE
),
n = 1000,
var_y = 1
)
region_data <- list(
individual_data = NULL,
sumstat_data = list(
sumstats = list(ldgrp = list(study = rss_record)),
LD_info = list(ldgrp = ld_data)
)
)

converted <- region_data_to_colocboost_input(region_data)
expect_null(converted$colocboost_input$LD)
expect_equal(length(converted$colocboost_input$X_ref), 1)
expect_equal(nrow(converted$colocboost_input$X_ref[[1]]), 100L)
expect_equal(ncol(converted$colocboost_input$X_ref[[1]]), length(getVariantIds(ld_data)))

local_mocked_bindings(
.cb_call_colocboost = function(args, dots) list(args = args, dots = dots)
)
X_ref <- getGenotypes(ld_data)[, match(variant_id, getVariantIds(ld_data)), drop = FALSE]
colnames(X_ref) <- variant_id
result <- suppressMessages(colocboost_analysis(
sumstat = data.frame(variant = variant_id, z = seq_along(variant_id), n = 1000),
X_ref = X_ref,
LD_reference_info = ld_data,
qc_method = "none",
M = 2
))
expect_null(result$args$LD)
expect_equal(length(result$args$X_ref), 1)
expect_equal(result$args$M, 2)
})

test_that("RegionalData individual adapter restores context names from residual_Y", {
ind_region <- make_individual_region_data(n = 12, p = 5, n_contexts = 2, n_events = 1)
names(ind_region$individual_data$residual_X) <- NULL
Expand Down
57 changes: 57 additions & 0 deletions tests/testthat/test_sumstats_qc.R
Original file line number Diff line number Diff line change
Expand Up @@ -425,6 +425,63 @@ test_that("summary_stats_qc basic genotype-backed path does not compute LD", {
expect_equal(ncol(result$LD_matrix), nrow(result$rss_input$sumstats))
})

test_that("summary_stats_qc accepts genotype-backed LDData", {
skip_if_not_installed("pgenlibr")
td <- test_path("test_data")
tmp <- tempfile("lddata_qc_")
dir.create(tmp)
on.exit(unlink(tmp, recursive = TRUE), add = TRUE)

prefix <- "test_variants"
for (ext in c("pgen", "pvar", "psam", "afreq")) {
file.copy(file.path(td, paste0(prefix, ".", ext)),
file.path(tmp, paste0(prefix, ".", ext)))
}
meta_file <- file.path(tmp, "ld_meta.tsv")
writeLines(c("chrom\tstart\tend\tpath", "21\t0\t0\ttest_variants"), meta_file)

ld_data <- suppressWarnings(suppressMessages(load_LD_matrix(
meta_file,
region = "chr21:17513228-17550000",
return_genotype = TRUE
)))
variant_info <- getVariantInfo(ld_data)
ref_panel <- as.data.frame(S4Vectors::mcols(variant_info))
ref_panel$chrom <- as.character(GenomicRanges::seqnames(variant_info))
ref_panel$pos <- GenomicRanges::start(variant_info)
is_snp <- nchar(ref_panel$A1) == 1 & nchar(ref_panel$A2) == 1
allele_pair <- apply(cbind(ref_panel$A1, ref_panel$A2), 1, function(x) {
paste(sort(x), collapse = "")
})
ref_panel <- ref_panel[is_snp & !allele_pair %in% c("AT", "CG"), , drop = FALSE]
ref_panel <- utils::head(ref_panel, 5)

sumstats <- data.frame(
chrom = ref_panel$chrom,
pos = ref_panel$pos,
A1 = ref_panel$A1,
A2 = ref_panel$A2,
beta = seq_len(nrow(ref_panel)) / 10,
se = rep(0.1, nrow(ref_panel)),
z = seq_len(nrow(ref_panel)),
stringsAsFactors = FALSE
)
rss_input <- list(sumstats = sumstats, n = 1000, var_y = 1)

local_mocked_bindings(
compute_LD = function(...) stop("compute_LD should not be called")
)
result <- suppressMessages(summary_stats_qc(
rss_input = rss_input,
LD_data = ld_data,
qc_method = "none",
impute = FALSE
))

expect_equal(nrow(result$LD_matrix), 100L)
expect_equal(ncol(result$LD_matrix), nrow(result$rss_input$sumstats))
})

test_that("summary_stats_qc PIP screening uses LD-independent SER", {
td <- make_test_sumstats_ld(n_variants = 5)
X_ref <- matrix(rnorm(50), 10, 5)
Expand Down