ACSL1 and liver cancer: By analyzing RNA-seq data from TCGA and GTEx, we discovered that ATF3, ACSL1, LPIN1, and DDR2 were significantly downregulated while DDIT3 was upregulated in liver tumor compared with normal tissues (Fig. 5A), implying that these five genes might be associated with liver cancer.