"Blinded to patient identity" is true, but it can be relatively easy to re-identify these individuals using this data. So this data has your identity intertwined with potentially very private information. Some people intuitively desire to be as cautious as possible with their genetic information, and there is good reason for caution. Worst case it somehow ends up on the black market. You can't change your DNA, so if it gets out, there is no turning back.