Primary liver cancer, including hepatocellular carcinoma and intrahepatic cholangiocarcinoma was the sixth leading cause of cancer death in the United States in 2023. Hispanic people constitute approximately 19% of the nation’s total population according to the US Census. Hispanic patients have the highest relative incidence rates of liver cancer compared to non-Hispanic Whites and non-Hispanic Blacks, a disparity frequently overlooked in cancer research. In this study, our primary objective was to analyze the potential underrepresentation of Hispanic individuals in liver cancer research databases. We identified databases that had liver cancer-specific studies and be population-based in the United States. Our search yielded 7 cancer genomic databases, which were analyzed according to incidence percentages across ethnicity and race categories. Our study included 3104 patients; ethnic data was not reported for 13.1% (n = 406) of the patients. Samples were predominantly from individuals who identified as Not Hispanic (81.0%), Hispanic individuals represented 5.9%. Race was reported as follows: non-Hispanic Whites (61.0%), Asians (22.0%), non-Hispanic Blacks (5.4%), Other (3.1%), Native American/American Indian/Alaska Native (0.4%), Pacific Islander/Native Hawaiian (0.2%) and not reported (7.9%). These findings collectively underscore significant disparities in the representation of ethnic and racial groups, particularly Hispanics. Given the present racial and ethnic demographics of the US population and the projected surge in the Hispanic population in forthcoming years, it becomes imperative to address health disparities that may worsen without efforts to enhance proper inclusion in cancer research.