Isolate HVR sequence and save it to a file
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@ -7,6 +7,7 @@ mkShell {
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R
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rPackages.immuneSIM
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rPackages.Biostrings
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rPackages.stringr
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jdk
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# Development tools
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rPackages.languageserver
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@ -50,26 +50,51 @@ align_sequence <- function(sequence, vdj_segment) {
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))
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}
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locate_cysteine <- function(sequence, v_segment) {
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codons <- Biostrings::DNAStringSet(c("TGT", "TGC"))
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matches <- Biostrings::matchPDict(
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pdict = codons,
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subject = DNAString(toString(v_segment))
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)
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position <- as.data.frame(intersect(matches[[1]], matches[[2]]))
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return(position)
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handle_indels <- function(insertion, deletion, cys, alignment) {
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ins_start <- sum(Biostrings::width(deletion[start(deletion) <= cys$start]))
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ins_end <- sum(Biostrings::width(deletion[end(deletion) <= cys$end]))
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shift_num <- c(0, cumsum(Biostrings::width(insertion))[-length(ins_start)])
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shifted_ins <- IRanges::shift(insertion, shift_num)
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gaps <- sum(width(shifted_ins[end(shifted_ins) < cys$start + ins_start])) +
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nchar(stringr::str_extract(alignedSubject(alignment), "^-*"))
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return(list("start" = ins_start - gaps, "end" = ins_end - gaps))
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}
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# TODO Extract CDR3
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get_cys_coordinates <- function(alignment) {
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cys <- list("start" = 310, "end" = 312)
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insertion <- unlist(Biostrings::insertion(alignment))
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deletion <- unlist(Biostrings::deletion(alignment))
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delta_coordinates <- handle_indels(insertion, deletion, cys, alignment)
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cys_start <- cys$start + delta_coordinates$start
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cys_end <- cys$end + delta_coordinates$end
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return(list("start" = cys_start, "end" = cys_end))
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}
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# TODO Refactor this mess
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get_hvr_sequences <- function(sequences, vdj_segments) {
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df <- fetch_vj_sequences(sequences, vdj_segments)
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v_alignment <- parallel::mcmapply(sequences, df$v_seq, FUN = align_sequence)
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hvr_start <- parallel::mcmapply(sequences, v_alignment, FUN = locate_cysteine)
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hvr_start_df <- as.data.frame(t(hvr_start))
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j_alignment <- parallel::mcmapply(sequences, df$j_seq, FUN = align_sequence)
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cys_coordinates <- parallel::mclapply(v_alignment, FUN = get_cys_coordinates)
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cys_df <- as.data.frame(do.call(rbind, cys_coordinates))
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j_start <- parallel::mclapply(
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j_alignment,
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function(x) start(Biostrings::Views(x))
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)
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hvr <- Biostrings::subseq(sequences,
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start = unlist(cys_df$start),
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end = unlist(j_start) + 2
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)
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return(hvr)
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}
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save_data <- function(data) {
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Biostrings::writeXStringSet(data, "data/CuReSim-HVR.fastq", format = "fastq")
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}
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data <- parse_data(file = "data/curesim_sequence.fastq")
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hvr_sequences <- get_hvr_sequences(
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hvr <- get_hvr_sequences(
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sequences = data[[1]],
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vdj_segments = data[[2]]
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)
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Biostrings::writeXStringSet(hvr, "data/CuReSim-HVR.fastq", format = "fastq")
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