Suppose we have two patient groups, healthy and ill patients, and we measure the chemical concentrations of multiple chemicals. Now we want to determine which chemical concentrations are different for the two groups. 

**Can we just apply a separate student T-test for each of the chemicals?**

It seems that for a large enough number of chemicals, you will always get a significant result for one of them.