# A Comprehensive Study Employing Computational Analysis and Mendelian Randomization Has Revealed the Impact of Key Genes on Liver Cancer

**Authors:** Size Li, Wenying Qi, Junzheng Wu, Chunhua Luo, Shihao Zheng, Xu Cao, Wei Wang, Qiyao Liu, Hongbo Du, Xiaoke Li, Xiaobin Zao, Yongan Ye

PMC · DOI: 10.3390/biomedicines13061313 · 2025-05-27

## TL;DR

This study identifies two key genes, EHD4 and PPARGC1A, that influence liver cancer progression and immune cell activity, offering potential new treatment targets.

## Contribution

The study introduces EHD4 and PPARGC1A as novel genes linked to macrophage polarization and tumor microenvironment regulation in liver cancer.

## Key findings

- EHD4 and PPARGC1A co-regulate M0 macrophages, indicating roles in macrophage polarization and tumor progression.
- PPARGC1A is associated with resting and activated mast cells, suggesting a role in tumor microenvironment regulation.
- Rat and clinical samples confirmed upregulation of EHD4 and PPARGC1A in HCC, supporting their potential as therapeutic targets.

## Abstract

Background and Aims: In this research, we sought to enhance our comprehension of liver cancer’s genetic architecture by employing Mendelian randomization (MR) techniques to establish causative relationships between particular genetic variations and liver cancer susceptibility. Methods: We integrated data from the public databases with MR analysis to identify differentially expressed genes (DEGs) associated with Hepatocellular Carcinoma (HCC). We conducted functional enrichment analyses to determine the biological processes and signaling cascades associated with the identified DEGs. We also used the CIBERSORT deconvolution method to evaluate immune cell composition in HCC tissues, followed by correlation studies examining relationships between our key genes of interest and various immune cell populations. Additionally, we validated our findings using a rat model of HCC and clinical HCC samples. Results: We obtained two key genes, EHD4 and PPARGC1A, which co-regulated M0 macrophages, suggesting their role in macrophage polarization and tumor progression. In addition, PPARGC1A is associated with resting and activated mast cells, suggesting its involvement in regulating the tumor microenvironment. Detection of rat and clinical samples further confirmed the upregulation of these genes in HCC, supporting their potential as therapeutic targets. Conclusions: Our findings emphasize the significant involvement of EHD4 and PPARGC1A in HCC, specifically regarding their influence on tumor-associated macrophage polarization and broader immune microenvironment modulation. These findings offer new insights into the molecular mechanisms driving HCC and suggest that targeting these genes may provide novel strategies for personalized treatment.

## Linked entities

- **Genes:** EHD4 (EH domain containing 4) [NCBI Gene 30844], PPARGC1A (PPARG coactivator 1 alpha) [NCBI Gene 10891]
- **Diseases:** Hepatocellular Carcinoma (MONDO:0007256), liver cancer (MONDO:0002691)
- **Species:** Homo sapiens (taxon 9606), Rattus norvegicus (taxon 10116)

## Full-text entities

- **Genes:** Ppargc1a (PPARG coactivator 1 alpha) [NCBI Gene 83516] {aka LRPGC1, PGC-1v, PGCvf, PGCvf-1, PGCvf1, Ppargc1}, Ehd4 (EH-domain containing 4) [NCBI Gene 192204] {aka Past2}
- **Diseases:** HCC (MESH:D006528), tumor (MESH:D009369)
- **Species:** Rattus norvegicus (brown rat, species) [taxon 10116]

## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12190003/full.md

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Source: https://tomesphere.com/paper/PMC12190003