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How to do unsupervised clustering of RNA-Seq data

Hi, I have got count matrix of the RNA-Seq data (total 187 samples) using STAR and featureCounts. Here are the factors of the data: (affected: male and female and unaffected: male and female). And used DESeq2 package for DGE analysis. In the result, I have got 679 differential genes expressed with 0.05 p-value. Now I am looking to make clusters of the data according to the factors (affected: male and female and unaffected: male and female). Please suggest any approach or script.

rna-seq clustering next-gen

Hi, Thank you for your reply. I have made PCAs after transformation vsd and rld. But these seem mix-up all the samples. I need to make these in different groups to see the clear cluster. Please let me know if you have an idea.

rld

vsd

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