As we have shown, taking the FDR into account during MC sampling can also greatly improve computational efficiency when we need to do MC-based multiple tests.As shown by both our simulation study and our real data example, our method is particularly useful in the case where many tests are truly H1, while still giving correct results if few or no tests are truly H1.