Just as an update, in case anyone is reading this thread or may be interested, I found and read through this most interesting paper on image quality, photon and read noise, and other various factors that generally contribute to image quality in digital photography.
If you have some time and find this subject interesting, I recommend to check out the paper.
http://theory.uchicago.edu/%7Eejm/pi....html#bitdepth