UPDATE:
After reading through This Post, I am considering whether the issue I am seeing has to do with the fuse bits on the ATmega16u2. I am struggling to find steps to set these. I found This Video and have ordered an USBTiny ISP programmer and will attempt to follow these steps to set the fuse bits. Any other advice is well welcome!