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b/a_PreprocessPipeline/bulkRNApre.R |
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# MESSAGE ----------------------------------------------------------------- |
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# author: Yulin Lyu |
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# email: lvyulin@pku.edu.cn |
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# |
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# require: R whatever |
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# |
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# --- |
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# 0. Load packages -------------------------------------------------------- |
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library(jsonlite) |
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library(tidyverse) |
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library(magrittr) |
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library(glue) |
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setwd("/mnt/d/proj/github/Protocols-4pub") |
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source("a_PreprocessPipeline/utils.R") |
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settingList <- fromJSON("a_PreprocessPipeline/bulkRNApre_conf_X.json") |
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cmdConf <- fromJSON("a_PreprocessPipeline/cmd_conf_X.json") |
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setwd(settingList$workDir) |
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# A. Rename --------------------------------------------------------------- |
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setwd("0_fastq") |
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list.files(".") |
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from_file <- list.files(".", "") |
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to_file <- gsub("", "", from_file) |
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file.rename(from_file, to_file) |
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setwd("..") |
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# B. Load data ------------------------------------------------------------ |
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file_name <- list.files("0_fastq", ".gz") |
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file_name <- list.files("2_trim", ".gz") # after qc |
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R1 <- grep("_1\\.", file_name, value = T) |
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R2 <- grep("_2\\.", file_name, value = T) |
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sample_name <- gsub("_1\\..*", "", R1) |
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# 1. QC for raw data ------------------------------------------------------ |
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dir.create("code") |
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qc_dir <- "1_qc" |
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qc_dir %>% dir.create() |
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qc_dir %>% str_c("code/", .) %>% dir.create() |
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qc <- settingList$fastqcDir |
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qc_cmd <- glue("{qc} -o {qc_dir} -t 48 0_fastq/{file_name}") |
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cat(qc_cmd[1]) |
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setCMD(qc_cmd, str_c("code/", qc_dir), 6) |
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# multiqc -o 1_qc -f -n qc.raw 1_qc/*.zip |
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# 2. Trim ----------------------------------------------------------------- |
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trim_dir <- "2_trim" |
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trim_dir %>% dir.create() |
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trim_dir %>% str_c("code/", .) %>% dir.create() |
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dir.create(".2_untrim") |
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trim <- settingList$trimmomaticDir |
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adapter <- settingList$trimAdapter |
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trim_cmd <- glue( |
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"java -jar {trim} PE -threads 48 \\ |
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0_fastq/{R1} 0_fastq/{R2} \\ |
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2_trim/{sample_name}_1.trim.fastq.gz \\ |
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.2_untrim/{sample_name}_1.untrim.fastq.gz \\ |
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2_trim/{sample_name}_2.trim.fastq.gz \\ |
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.2_untrim/{sample_name}_2.untrim.fastq.gz \\ |
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ILLUMINACLIP:{adapter}:2:30:7:1:true \\ |
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LEADING:3 TRAILING:3 SLIDINGWINDOW:4:15 MINLEN:36 > \\ |
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2_trim/{sample_name}.trim.log 2>&1" |
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) |
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cat(trim_cmd[1]) |
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setCMD(trim_cmd, str_c("code/", trim_dir), 6) |
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# multiqc -o 2_trim -f -n trim 2_trim/*.log |
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# 3. QC for trimmed data -------------------------------------------------- |
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# reload trimmed data first, or |
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file_name <- glue("{rep(sample_name, each = 2)}_{rep(1:2, length(sample_name))}.trim.fastq.gz") |
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R1 <- grep("_1\\.", file_name, value = T) |
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R2 <- grep("_2\\.", file_name, value = T) |
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qc_dir <- "3_qc" |
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qc_dir %>% dir.create() |
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qc_dir %>% str_c("code/", .) %>% dir.create() |
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qc <- settingList$fastqcDir |
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qc_cmd <- glue("{qc} -o {qc_dir} -t 48 {trim_dir}/{file_name}") |
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cat(qc_cmd[1]) |
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setCMD(qc_cmd, str_c("code/", qc_dir), 6) |
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# multiqc -o 3_qc -f -n qc.trim 3_qc/*.zip |
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# 4. Map ------------------------------------------------------------------ |
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map_dir <- "4_map" |
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map_dir %T>% dir.create() %>% str_c("code/", .) %>% dir.create() |
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star <- settingList$starDir |
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ref <- settingList$mapRef |
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map_cmd <- glue( |
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"{star} --genomeDir {ref} \\ |
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--runThreadN 48 \\ |
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--outFileNamePrefix {map_dir}/{sample_name} \\ |
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--readFilesIn {trim_dir}/{R1} {trim_dir}/{R2} \\ |
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--readFilesCommand zcat \\ |
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--outSAMtype BAM Unsorted \\ |
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--outSAMstrandField intronMotif \\ |
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--outFilterIntronMotifs RemoveNoncanonical" |
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) |
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cat(map_cmd[1]) |
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setCMD(map_cmd, str_c("code/", map_dir), 6) |
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# multiqc -o 4_map -f -n map 4_map/*.out |
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# 5. Infer (optional) ----------------------------------------------------- |
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infer_dir <- "5_infer" |
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infer_dir %T>% dir.create() %>% str_c("code/", .) %>% dir.create() |
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infer_path <- settingList$inferDir |
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gene_bed <- settingList$inferGene |
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infer_cmd <- glue( |
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"{infer_path} -r {gene_bed} \\ |
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-i {map_dir}/{sample_name}Aligned.out.bam > \\ |
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{infer_dir}/{sample_name}.infer.txt 2>&1" |
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) |
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cat(infer_cmd[1]) |
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setCMD(infer_cmd, str_c("code/", infer_dir), 6) |
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# 6. Count ---------------------------------------------------------------- |
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count_dir <- "6_count" |
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count_dir %T>% dir.create() %>% str_c("code/", .) %>% dir.create() |
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count_path <- settingList$countDir |
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gtf <- settingList$countAnno |
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count_cmd <- glue( |
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"{count_path} -s 0 -p -T 48 \\ |
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-g gene_id --extraAttributes gene_name \\ |
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-a {gtf} \\ |
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-o {count_dir}/counts.txt {samples} > \\ |
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{count_dir}/count.log 2>&1", |
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samples = str_c(map_dir, "/", sample_name, "Aligned.out.bam \\\n", collapse = "") |
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) |
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cat(count_cmd) |
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setCMD(count_cmd, str_c("code/", count_dir), 1) |
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# multiqc -o 6_count -f -n count 6_count |
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