Could've died from being with his wife, who knows, but yuji's lack of a fuck to give about them to not know any details is a bit more apathetic in comparison
I mean if my parents died while I was a smol baby boy (I assume because it feels like his granpa raised him) then I dont think I'd care too much to know anything about them but thats just me.