Your question is Overfitting on Small Biological Data. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
How do you handle overfitting when dealing with small, high-dimensional biological datasets?