I'll go so far as to say that almost any pesticide or herbicide is likely to be bad for vertebrates and invertebrates alike. This is really likely the case for perservatives as well, for what should be obvious reasons.
It's really not that crazy to assume they're probably not good as a default assumption.
Go into a hardware store and almost every chemical, solvent, paint, etc. that you encounter is not good for you. Eat a salmon and enjoy billions of plastic particles. Open almost any prepackaged food and you'll be ingesting all manner of dyes, perservatives, anti-caking agents, etc. etc. etc. that simply weren't around in your food environment during our evolution. It's a surprisingly good baseline assumption that these things aren't likely to be good for you.
If you think about the study design and epidemiologic studies, it should be clear that it's going to be very difficult to prove harm in a lot of cases for things that are only a little harmful, or only harmful in combination, or harmful only after 20 years have passed since exposure, etc. ...except that the science is VERY clear: something (or lots of things) associated with "processed food" is really bad for you.