Finding DEGs from HISAT2/STRINGTIE output
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2.6 years ago

Hello, I have to search for DEGs from four samples of crop. I am following reference based mapping of reads to genome using HISAT2. I have completed till the generation of merged .gtf files for the samples using STRINGTIE. Since I am new to RNA seq analysis, I am not able to go forward and do counting and eventually find the DEGs. I hope you will help me.

Thank you

Anupama

EdgeR pipeline BowTie Kallisto RSem DEGs • 1.3k views
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Unless you are looking for new transcripts there is actually no need to use stringtie at all. It is overly complicated and whatever "novel" transcripts it calls need validation. I would quantify my BAM files against the reference GTF with something like featureCounts and then feed the generated count matrix into differential analysis frameworks such as DESeq2.

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Instead of featureCounts and HTseq, what else can be used?

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You can go back to the fastq files and use selective aligners such as salmon that do the quamtification. Why?

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Salmon is being used for transcriptome mapped reads, as far as I know.

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The quantification itself is transcriptome, that is correct, but you can easily aggregate the per-transcript abundance estimates into gene level counts with https://bioconductor.org/packages/devel/bioc/vignettes/tximport/inst/doc/tximport.html#Salmon

That is a standard pipeline that is widely used.

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Okay let me proceed with Salmon. Thank you.

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