That's why I'm noticing studies that use "all cause mortality". In other words, some people receive X treatment and a similar control group does not. Then you look at how many died in each group regardless of cause because it's just too difficult (and death is pretty much a binary measure). For example, cholesterol lowering drugs (I don't have a source) seem to have no impact on all-cause-mortality, suggesting a failure in our understanding.