THIS! You need to go back and learn about what type of distribution is used for a t-test. Then start understanding the distributions that gene expression data follows. This will give you a quick insight as to why you cannot use a t-test, and why the tools swbarnes2 posted about are needed.
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What type of analysis is this?
A statistical student's t-test to compare gene expression levels between normal and mutation tissue samples.