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AIM This study aimed to investigate the biological functions of miRNAs in hepatobiliary tumors as the focus of targeted therapy research. BACKGROUND Hepatobiliary tumors are among the leading causes of cancer-related deaths worldwide. Many microRNAs (miRNAs) play an important regulatory role in tumor progression. Our study aims to explore some biologically functional miRNAs from different datasets of hepatobiliary tumors for disease diagnosis or treatment. OBJECTIVE In this study, we tried to filter out differentially expressed miRNAs in different tumor datasets from the GEO database. METHODS In this study, we first perform analyses in different GEO data sets. After taking the intersection, the initial scope is limited to several differential RNAs. Then, combined with the existing research results from Kaplan-Meier survival analysis and literature, the candidate molecule was finally identified to be studied. Furthermore, the biological characteristics analysis of the candidate molecule was performed on the basis of Cancermirnome online tool, including expression levels in tumors, KEGG and GO analysis, ROC analysis, and target gene prediction. Furthermore, the effect of the candidate molecule on the biological functions of liver cancer was verified by in vitro assay. RESULTS The preliminary analysis of bioinformatics shows that 16 differentially expressed miRNAs may play an important role in HCC or ICC. Ultimately, we identified miRNA-99a-5p as the only molecule to study. The results showed that miRNA-99a-5p is abnormally expressed in many tumors, and in liver cancer, its level of expression in tumor tissue is significantly lower than that in normal tissue. Then, the KEGG and GO analysis found that it functions in multiple pathways. At the same time, the ROC analysis found that it showed great potential for prognostic prediction in HCC and we also predicted that RUNDC3B is the most likely target to which it binds. Finally, the experimental results of overexpression and knockdown confirmed that miRNA-99a-5p could inhibit cell proliferation in HCC, which also suggested that it may be an important tumor suppressor in HCC. CONCLUSION MiRNA-99a-5p was negatively correlated with HCC progression and could act as a novel therapeutic target for HCC.