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通过Bioconductor将基因组区域和已知的基因组信息对应

通过Bioconductor将基因组区域和已知的基因组信息对应

作者: 果蝇的小翅膀 | 来源:发表于2022-06-01 13:25 被阅读0次

1.目的

将基因组的区间(比如sequencing reads, peaks)对应到对应的基因上面。

2.方法

library(rtracklayer)
library(GenomicFeatures)

########################################################################
# import the BED data
twist.bed  = import.bed("~/Soft/bedfile/hg19-research-0317geneplus.merge.bed")

twist.bed

head(twist.bed)
#GRanges object with 6 ranges and 0 metadata columns:
#    seqnames          ranges strand
#        <Rle>       <IRanges>  <Rle>
#  [1]     chr1 2487957-2488311      *
#  [2]     chr1 2489027-2489407      *

########################################################################
#Getting Gene Features

#load genomic information
library(BSgenome.Hsapiens.1000genomes.hs37d5)
genome <- BSgenome.Hsapiens.UCSC.hg19
#head(seqlengths(genome))

#Read GTF annotation information.
gtf_file = "CNVs/gencode.v27lift37.annotation.gtf"
txdb <- makeTxDbFromGFF(file=gtf_file, chrominfo=seqinfo(genome), organism="Homo sapiens")

#Also can load annotation information from knowngenes.
#library(TxDb.Hsapiens.UCSC.hg19.knownGene)
#txdb = TxDb.Hsapiens.UCSC.hg19.knownGene

#Get gene ranges.
genes = genes(txdb)
# GRanges object with 60424 ranges and 0 metadata columns:
#  seqnames              ranges strand
#  <Rle>           <IRanges>  <Rle>
#  ENSG00000000003.14_2     chrX   99882106-99894988      -
#  ENSG00000000005.5_2     chrX   99839799-99854882      +
#  ENSG00000000419.12_2    chr20   49551404-49575092      -

########################################################################
#find the overlap between beds and genes
hits = findOverlaps(twist.bed, genes)
merge.bed = twist.bed[queryHits(hits), ]
mcols(merge.bed) = mcols(genes[subjectHits(hits) ,])
merge.bed
# GRanges object with 6631 ranges and 1 metadata column:
#         seqnames              ranges strand |         gene_id
#            <Rle>           <IRanges>  <Rle> |     <character>
#   [1]     chr1     2487957-2488311      * | ENSG00000157873
#   [2]     chr1     2487957-2488311      * | ENSG00000238164
#   [3]     chr1     2489027-2489407      * | ENSG00000157873

3.参考文献

  1. Assigning peaks to geneshttps://research.stowers.org/cws/CompGenomics/Tutorial/peak_assignment.html

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