Those IC's are probably the LCD drivers, and not much more then glorified shift registers, and they're usually not the weakest spot.
As far as I know the most common fault with LCD's with the connection of the glass and the PCB.
What happens if you stroke your fingers over the edges of the PCB and LCD?