We further found that the genes encoding lipids composition regulator (SCD) and proteins binding lipids (APOA2, APOC3, and APOA1) displayed high expression levels in cancer cell-4 cluster in the relapsed sample (Supplementary Fig. 14e), suggesting an enhanced lipid metabolism in the cancer cells subcluster of the relapsed CRLM. Here, APOA2 is linked to cancer.