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Concept behind p-value correction?

Could someone explain p(adj) / p-value correction for multiple testing for omics data when we have several samples (i.e. WT, mut1-mut5, for 1000 genes). Would be great if I could have a simple example to understand the concept behind.

rna-seq protemics genome r

I found this video quite helpful

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