I'm not knowledgeable about statistics and studies like this in general; do you mean this is a "green jelly beans cause acne" [1] situation, where you test for many hypotheses and one of them turns out to be significant?
Exactly, if you test many many things against each other you will always find correlations between them by chance. That's why you always need to start with a "serious" hypothesis.