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Multi-omics SMR and experimental supportive analyses decipher causal drivers hepatocellular carcinoma
Zhiya Yang1, Tingyang Li2, Jiayun Shen2
1Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, 100102, China.
BMC Cancer
|February 17, 2026
Summary
This study integrates multi-omics data to uncover causal genes linked to hepatocellular carcinoma (HCC) risk. Findings reveal novel molecular targets for improved HCC diagnosis and therapy.
Area of Science:
- Genomics
- Oncology
- Molecular Biology
Background:
- Hepatocellular carcinoma (HCC) is a deadly cancer with limited treatment options.
- Somatic mutations and inherited genetic variants contribute to HCC development.
- Current genomic studies identify variants but lack causal inference and functional insights.
Purpose of the Study:
- To integrate multi-omics data for identifying causal molecular drivers of HCC.
- To explore the role of germline and somatic variations in hepatocarcinogenesis.
- To discover novel molecular targets for HCC diagnosis and therapy.
Main Methods:
- Integrated multi-omics analysis combining GWAS, eQTL, mQTL, and pQTL data.
- Summary-data-based Mendelian Randomization (SMR) to infer causal associations.
- Bulk transcriptome, ELISA, spatial transcriptomics, and scRNA-seq for validation and tumor microenvironment analysis.
Main Results:
- Identified numerous loci causally associated with HCC risk, enriched in cancer pathways.
- Discovered a core set of 16 candidate genes with potential causal links to HCC.
- Revealed significant intra-tumoral heterogeneity, altered cell composition, and intercellular communication networks.
Conclusions:
- Integrated germline and somatic evidence provides a comprehensive view of HCC pathogenesis.
- Identified novel genes and proteins with potential causal roles in HCC.
- Findings offer candidate targets for precise diagnosis, prognosis, and targeted HCC therapy.

