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splice-site-mutations-in-chordoma's Introduction

Chordoma Splice Site Mutations

Discovery of significant mutations around splice sites in differentially expressed genes in Chordoma transcriptome data using machine learning tools.

PIPELINE

Blank diagram

(the black line which represents intronic coverage workflow, should be started from bcftools)

Several commands that were used in this project can be seen below.

SRA toolkit

prefetch <"SAMPLE GEO CODE">

fasterq-dump --split-files <"SAMPLE GEO CODE">

HISAT2

hisat2 -q -x <ref.fa> -1 <fastq_1> -2 <fastq_2> -S <file.sam>

Samtools

samtools view -b -o <file.bam> <file.sam>

samtools sort -o <file.sorted.bam> <file.bam>

samtools index <file.sorted.bam >

samtools mpileup -g -f <ref.fa> <file.sorted.bam> > <file.raw.bcf>

samtools view -h <sample.sorted.bam> <gene coordinates> -o <gene-name_sample-name.bam>

samtools faidx <ref.fa>

Bcftools

bcftools call -O b -vc <file.raw.bcf> > <file.var.bcf>

bcftools view <file.var.bcf> | vcfutils.pl varFilter - > <file.var-final.vcf>

bcftools consensus --fasta-ref <ref.fa> <file.vcf.gz> -o file.fasta

FeatureCounts

featureCounts -T 8 -a <file.gtf> "transcrip_id" -o readCounts.txt <file.bam>

StringTie

stringtie -p 8 -G <file.gtf> -e -B -o <file.gtf> -A abundances.tsv <file.bam>

Bedtools

bedtools coverage -a <file.bed> -b <file.bam> -bed -d > file.txt

bedtools getfasta -fi <file.fasta> -bed <file.bed> -fo file.fasta

DATA

Data can be downloaded via https://drive.google.com/drive/folders/19bvqcYv53lFGFoX2HsNporkIXiE5nYmo?usp=sharing. Also, raw data is accessible here, https://www.ncbi.nlm.nih.gov/Traces/study/?acc=SRP109781&o=bases_l%3Ad%3Bacc_s%3Aa. For the reference genome, http://ftp.ensembl.org/pub/release-106/fasta/homo_sapiens/dna_index/

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