PGAM1 and hepatocellular carcinoma: In the upregulated gene pool, Pgam1 promotes cancer cell migration (Zhang et al., 2017), while Ppia has been shown to be correlated with poor prognosis in patients with hepatocellular carcinoma (Wang and Yu, 2019).