In pan-cancer, based on the Connectivity Map (Cmap) database, we used the eXtreme Sum (XSum) algorithm to predict potential small molecules and drugs that could correct the detrimental biological effects caused by the dysregulated expression of MMP1 (Fig. 7A). The gene discussed is MMP1; the disease is cancer.