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How many SNPs does it take to provide a definitive disease risk profile? Quite a few, apparently, as companies continue to pile them higher and deeper into genetic tests. Firms have bet that these tests will be widely adopted by physicians and the public to predict everything from risk of lung cancer among smokers, to prostate cancer, to Alzheimer’s disease, to baldness. All told, about three dozen companies claim that they can provide genetic testing that predicts an individual’s risk of developing almost everything. “There is a bit of a wild wild west going on in terms of some of the DNA testing that’s out there,” said Francis S. Collins, M.D., Ph.D., the newly appointed NIH head, in an interview with CBS News in September 2008 with regard to a new offering from Smart Genetics purporting to predict susceptibility to Alzheimer’s disease (AD).