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similarity of transcriptome

Hi all, I have analyzed many RNA-seq datasets taken from GEO and I analyzed all with same parameters and tools. Now I have many DGE lists. I wonder how to understand their transcriptome similarity and if I could is there a way to understand how are they similar with each other? In other words, how can I determine which gene/factor is responsible from this similarity?

Thanks in advance

transcriptome rna-seq

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