There are two cancer-related genes most frequently selected across all subgroups by the combined model and the weighted model with large fixed weights: CPNE8 and SPP1 MIFs and estimated regression coefficients of the subgroup model and the proposed weighted model are mainly close to zero, except for PTGER3 in GSE31210. The gene discussed is SPP1; the disease is cancer.