The present invention provides a retinal predictor index (RPI), composed of discrete geometric and fractal descriptors of the branch-patterning of the outer retinal circulation, as a biomarker for differences in the extent (number and diameter) of collateral blood vessels in brain, heart, lower extremities and other tissues.