Then we speculate that immune checkpoints might correlate with HSC activation and liver fibrosis and found that SLC1A5 was significantly negatively associated with CTLA4, LAG3, and PDCD1; similarly, SLC7A5 was significantly negatively associated with CTLA4 and LAG3. This evidence concerns the gene CTLA4 and Hepatic fibrosis.