If that is the stock gauge, it probably isn't correct mine was showing 45 psi and when I put another one I had in the shop, it was more like 25 psi.
Go ahead and change your plugs (cheapest 1st) but I've never heard of plugs getting hot and not working.
Fuel pumps and ignition coils usually. Keep us informed on how the plug change goes.