The present research proposed generally evaluating strategy named Null-Test for peptide identification algorithm in Shotgun proteomics. The Null-Test method based on random matching can be utilized to check whether the algorithm has a tendency to make a mistake or be over-fitting, thus can validate the reliability of the identification algorithm.