Abstract
Background: Portal vein tumor thrombus (PVTT) is a critical prognostic factor in hepatocellular carcinoma (HCC), associated with aggressive tumor behavior and poor survival. However, the molecular and clinical mechanisms underlying PVTT formation remain unclear. This study aimed to identify genes and hematological markers potentially involved in PVTT development using Mendelian randomization (MR), transcriptomic, and clinical analyses.
Methods: GWAS summary statistics for HCC and PVTT were obtained from the FinnGen database (https://r9.risteys.finngen.fi/). MR analysis was conducted using independent instrumental variables (IVs) after linkage disequilibrium filtering. Differentially expressed genes (DEGs) were identified from two GEO datasets (GSE77509 and GSE136247) using the limma package. Intersection analysis of MR-causal genes and DEGs identified hub genes potentially mediating the HCC–PVTT transition. Immune microenvironment and functional pathways of these genes were explored using immune infiltration and enrichment analyses. In parallel, clinical hematological parameters from 94 patients were analyzed to assess their association with PVTT.
Results: MR analysis identified 22 SNPs with causal effects of HCC on PVTT, corresponding to 21 candidate genes based on SNP annotation. Integration with transcriptomic datasets revealed three hub genes—PNPLA3, LRRK2, and SLC25A42—that overlapped with DEGs and were strongly associated with immune infiltration and metabolic pathways. Functional enrichment analysis highlighted processes such as extracellular matrix organization, inflammatory response, coagulation, and tumor progression. Clinically, patients with PVTT exhibited reduced hemoglobin and lymphocyte counts, suggesting anemia and systemic immunosuppression, while neutrophil counts showed a borderline increase, indicating an inflammatory microenvironment conducive to vascular invasion.
Conclusion: This integrative study identifies novel genetic, transcriptomic, and hematological determinants of PVTT in HCC. By combining Mendelian randomization, gene expression, and clinical data, we provide a multidimensional framework for understanding PVTT pathogenesis, emphasizing the interplay between metabolic, immune, and hematological alterations. These findings may inform risk stratification and targeted interventions for patients with advanced liver cancer.