I thought we were under the consensus that these large scale associative studies were not accurate/effective in predicting causal effects, especially in nutrition.

I can't find any studies right now, but I remember reading about mechanistic explanations for plant compounds such as isothiocyanate and resveratrol in reducing and even completely suppressing tumour growth.