# Identification of key genes and signaling pathways of liver cancer and model construction for prognosis and diagnosis based on bioinformatics analysis

**Authors:** Benzun Wei, Yao Zheng, Shuaijun Yu, Aiyun Wang, Xiao Lyu

PMC · DOI: 10.1371/journal.pone.0325610 · PLOS One · 2025-06-04

## TL;DR

This study identifies key genes and pathways in liver cancer and builds models for diagnosis and prognosis using bioinformatics and experimental validation.

## Contribution

The study introduces novel diagnostic and prognostic models for liver cancer based on key genes and validates the role of SNAPC2 in cancer progression.

## Key findings

- 10 key genes were identified for liver cancer prognosis and diagnosis.
- SNAPC2 promotes liver cancer cell proliferation and migration.
- Reducing SNAPC2 expression increases cancer cell apoptosis.

## Abstract

This study aims to identify key genes, biomarkers, and associated signaling pathways involved in liver cancer progression by analyzing differentially expressed genes (DEGs) between normal and cancerous liver tissues, with the goal of establishing diagnostic and prognostic models for liver cancer.

Two datasets, GSE39791 and GSE84402 from GEO, and clinical data from TCGA were selected. Differentially expressed genes (DEGs) were identified using the “limma” package in R, and volcano plots were generated. Functional enrichment of DEGs was performed with Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis. Logistic regression and multivariate Cox regression models were established for diagnostic and prognostic prediction. The immortalized liver cell line THLE-3 and HepG2 cells were used to verify key gene expression via RT-qPCR and Western blot. HepG2 cells were transfected to up- and down-regulate SNAPC2 expression, and cell proliferation, migration, and apoptosis were assessed using CCK-8, colony formation, scratch, transwell migration assays, and flow cytometry with Annexin V-PE/7-AAD staining. Additionally, Gene Set Enrichment Analysis (GSEA) of SNAPC2 revealed its involvement in cancer-related pathways.

Bioinformatics analysis identified 10,961 down-regulated and 3,321 up-regulated genes in the GSE39791 and GSE84402 datasets, and 272 down-regulated and 4,855 up-regulated genes in TCGA data. GO and KEGG analysis revealed 3,820 co-DEGs associated with processes like cell differentiation and morphogenesis. CDCA8, GRPEL2, HAVCR1, MT3, MYCN, NDRG1, PHOSPHO2, SNAPC2, SOCS2, and TXNRD1 were selected to construct prognostic models, and MYCN, NDRG1, TXNRD1, SNAPC2, PHOSPHO2, and CDCA8 for diagnostic models. Western blot validation showed upregulation of CDCA8, GRPEL2, HAVCR1, MYCN, NDRG1, PHOSPHO2, SNAPC2, and TXNRD1 in liver cancer tissues, correlating with poor prognosis. Moreover, reduced SNAPC2 expression in HepG2 cells led to decreased proliferation and migration, and increased apoptosis, suggesting SNAPC2 plays a role in liver cancer progression by promoting cell proliferation and migration.

CDCA8, GRPEL2, HAVCR1, MT3, MYCN, NDRG1, PHOSPHO2, SNAPC2, SOCS2, TXNRD1 were key genes for liver cancer prognosis and diagnosis. Moreover, lowering SNAPC2 expression could improve the prognosis of liver cancer through decreasing proliferation and migration s and increasing apoptosis of cancer cell.

## Linked entities

- **Genes:** CDCA8 (cell division cycle associated 8) [NCBI Gene 55143], GRPEL2 (GrpE like 2, mitochondrial) [NCBI Gene 134266], HAVCR1 (hepatitis A virus cellular receptor 1) [NCBI Gene 26762], MT3 (metallothionein 3) [NCBI Gene 4504], MYCN (MYCN proto-oncogene, bHLH transcription factor) [NCBI Gene 4613], NDRG1 (N-myc downstream regulated 1) [NCBI Gene 10397], PHOSPHO2 (phosphatase, orphan 2) [NCBI Gene 493911], SNAPC2 (small nuclear RNA activating complex polypeptide 2) [NCBI Gene 6618], SOCS2 (suppressor of cytokine signaling 2) [NCBI Gene 8835], TXNRD1 (thioredoxin reductase 1) [NCBI Gene 7296]
- **Diseases:** liver cancer (MONDO:0002691)

## Full-text entities

- **Genes:** SOCS2 (suppressor of cytokine signaling 2) [NCBI Gene 8835] {aka CIS2, Cish2, SOCS-2, SSI-2, SSI2, STATI2}, SNAPC2 (small nuclear RNA activating complex polypeptide 2) [NCBI Gene 6618] {aka PTFDELTA, SNAP45}, CDCA8 (cell division cycle associated 8) [NCBI Gene 55143] {aka BOR, BOREALIN, DasraB, MESRGP}, MT3 (metallothionein 3) [NCBI Gene 4504] {aka GIF, GIFB, GRIF, ZnMT3}, TXNRD1 (thioredoxin reductase 1) [NCBI Gene 7296] {aka GRIM-12, TR, TR1, TRXR1, TXNR, TXNR1}, HAVCR1 (hepatitis A virus cellular receptor 1) [NCBI Gene 26762] {aka CD365, HAVCR, HAVCR-1, KIM-1, KIM1, TIM}, GRPEL2 (GrpE like 2, mitochondrial) [NCBI Gene 134266] {aka Mt-GrpE#2}, NDRG1 (N-myc downstream regulated 1) [NCBI Gene 10397] {aka CAP43, CMT4D, DRG-1, DRG1, GC4, HMSNL}, PHOSPHO2 (phosphatase, orphan 2) [NCBI Gene 493911], ANXA5 (annexin A5) [NCBI Gene 308] {aka ANX5, CPB-I, ENX2, HEL-S-7, PP4, RPRGL3}, MYCN (MYCN proto-oncogene, bHLH transcription factor) [NCBI Gene 4613] {aka FGLDS1, MODED, MPAPA, MYCNsORF, MYCNsPEP, N-myc}
- **Diseases:** cancer (MESH:D009369), liver cancer (MESH:D006528)
- **Chemicals:** 7-AAD (MESH:C025942)
- **Cell lines:** HepG2 — Homo sapiens (Human), Hepatoblastoma, Cancer cell line (CVCL_0027), THLE-3 — Homo sapiens (Human), Transformed cell line (CVCL_3804)

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12136465/full.md

## References

28 references — full list in the complete paper: https://tomesphere.com/paper/PMC12136465/full.md

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Source: https://tomesphere.com/paper/PMC12136465