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Replicate in the design formula

Hi, I am doing differential expression analysis on RNA-seq data and have been wondering when we should include 'replicate' into our design formula. I found both cases where 'replicate' is included and not included. Thank you for the help.

rna-seq differential expression design

Technical or biological replicates?

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