The "fishy" smell associated with fish is primarily caused by a compound called trimethylamine (TMA), which is produced by bacteria breaking down trimethylamine oxide (TMAO), a naturally occurring substance in fish muscle; this breakdown process is often triggered when the fish dies, and the resulting TMA is the main contributor to the characteristic fishy odor.