AFP and hepatocellular carcinoma: In this analysis, we examine whether we can improve the likelihood of earlier detection of HCC in the regular clinical care setting, within the largest health care system in the United States, either by using routine blood tests in addition to current AFP levels in the laboratory-based algorithm or by using longitudinal AFP screening history via the PEB algorithm.