P-value correction when evaluating correlation between gene and miRNA expression
I made the same question in CrossValidated forum and got an excellent answer!
The important part:

You need to correct for all of the comparisons you are doing. So if
that's 300,000,000 comparisons you need to correct for that many
multiple comparisons.

For more information check the answer in the link above