Random forest analysis selected ten key feature genes (SHANK3, NLRP3, SERAC1, TUBB2A, MGAT4C, TFAP2A, EVC, GABRE, TRAK1, and GPR161) with the highest importance scores for autism prediction. This evidence concerns the gene GPR161 and autism.