Differential gene expression - normalize gene values?

Hi all,

I am running scanpy…tl.rank_genes_groups() to perform DGE between two cell clusters. My question is whether I should normalize the gene values per cell or can I run it with non-normalized values?

The two approached provide really different results, as one of the cell clusters shows overall higher transcription levels…

Thank you in advance!