Raw coffee is, on average, just 1 per cent caffeine, but it contains 7 to 9 per cent chlorogenic acid, a strong antioxidant that prevents retinal degeneration in mice, according to the Cornell study.The retina is a thin tissue layer on the inside, back wall of the eye with millions of light-sensitive cells and other nerve cells that receive and organize visual information.