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I would probably consider your discoveries the be the union of the two sets, with the intersection of the two sets representing "high-confidence" findings. Especially if your calibration checks looked good for both screens, there is no reason to worry about excessive false positive findings. The reason why you might find apparently divergent results from two screens has to do with power. Let's suppose you have about 100 real regulatory relationships, but your power to find each of them is about 0.5. Each screen will find about 50 relationships, and the overlap between the two is expected to be about 25. Of course, strong signals have higher power to be discovered, so are more likely to end up being hits in both screens, but if your power on average is not too high (e.g., 0.5), then you are likely not to find certain hits significant in both screens even if they are real. |
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I would probably consider your discoveries the be the union of the two sets, with the intersection of the two sets representing "high-confidence" findings. Especially if your calibration checks looked good for both screens, there is no reason to worry about excessive false positive findings. The reason why you might find apparently divergent results from two screens has to do with power. Let's suppose you have about 100 real regulatory relationships, but your power to find each of them is about 0.5. Each screen will find about 50 relationships, and the overlap between the two is expected to be about 25. Of course, strong signals have higher power to be discovered, so are more likely to en…