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Perhaps based on this prospective study and many other articles, the US Surgeon General identified heavy alcohol consumption as a potential cause of many cancers. There are several biological mechanisms. See Four ways alcohol can cause cancer.

All of them remind me of cancer biology courses I took a decade ago. I agree alcohol can cause cancer in some ways, but proving the causality and measuring causal effect sizes will probably be another research question. Showing tobacco causes cancer took nearly a half-century from the earliest wakeup calls until the US Surgeon General finally acknowledged the fact, and perhaps longer until the tobacco companies took meaningful action.

I am wondering if there are any (genetic) instrumental variables to establish some sense of causality. Well... In fact, there are some:

Okay, I may want to believe that alcohol is a cause of cancer. But I don't think we have a definitive answer to the underlying causal questions. Studies often disagree with each other. It's like opening up another decade of debate among researchers, policymakers, and the general public. However, I don't think we are missing a chance to potential protective effects of alcohol by not cutting down on drinking. A more constructive way forward will be looping in molecular mechanisms in causal inference exercises. We identified the mechanisms in laboratory settings. How does it work at a population level? Are there alcohol-interaction molecular QTL studies? Shouldn't we consider gene-gene interactions and compensatory mechanisms? Lots of "could've done" items.