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Background <p>Hepatocellular carcinoma (HCC) features a complex tumor immune microenvironment (TIME) where natural killer cell exhaustion (NKEX) facilitates immune evasion. Its regulatory networks and prognostic value remain insufficiently understood.</p> Methods <p>We integrated single-cell (GSE149614) and bulk RNA-seq (TCGA-LIHC) data. Following Seurat-based clustering, we utilized CellChat and pySCENIC for communication and transcription factor analysis. NKEX-associated modules were identified via gene set variation analysis and weighted gene co-expression network analysis. A prognostic signature was developed using LASSO-Cox regression and validated in an external cohort (ICGC). CSF1 was prioritized for validation through clinical immunohistochemistry, siRNA knockdown, and Western Blotting. Candidate compounds identified via reverse network pharmacology were validated through CCK-8 assays, docking, western blotting and quantitative PCR.</p> Results <p>Single-cell analysis revealed pronounced NKEX and disrupted communication in HCC. A four-gene prognostic signature (AKR1B1, SMS, CSF1, CFL1) demonstrated robust predictive performance in both TCGA (1-year AUC: 0.759) and external validation cohorts. High-risk patients showed significantly poorer survival. CSF1 was markedly upregulated in HCC tissues; its silencing inhibited Huh7 cell migration and invasion while upregulating CXCL10 in Huh7 cells and CXCR3 in NK92 cells. Molecular docking and CCK-8 assays justified the dosage and identified punicalagin and evoden as potent inhibitors that significantly suppressed CSF1 expression at both mRNA and protein levels.</p> Conclusion <p>Through integrated multi-omics and experimental validation, we characterized NKEX in HCC and established a robust prognostic signature. CSF1 emerged as a key immunomodulatory target. Punicalagin and evoden were identified as potential lead compounds to modulate the CSF1, offering a promising strategy to restore antitumor immunity in HCC.</p>

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Integrative transcriptomic profiling reveals NK cell exhaustion–associated prognostic genes and identifies CSF1 as a key immunoregulatory target in hepatocellular carcinoma

  • 期刊论文

  • 出版模式：

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  • 发表日期：

    2026年4月28日

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  • Yu Wang,
  • Xiaoyan Xu,
  • Yu Qi,
  • Yiling Zhang,
  • Long Ding,
  • Zhuang Li,
  • Shuqin Long,
  • Guohua Yang,
  • Rui Sun,
  • Xiaohong Guo

摘要

Background

Hepatocellular carcinoma (HCC) features a complex tumor immune microenvironment (TIME) where natural killer cell exhaustion (NKEX) facilitates immune evasion. Its regulatory networks and prognostic value remain insufficiently understood.

Methods

We integrated single-cell (GSE149614) and bulk RNA-seq (TCGA-LIHC) data. Following Seurat-based clustering, we utilized CellChat and pySCENIC for communication and transcription factor analysis. NKEX-associated modules were identified via gene set variation analysis and weighted gene co-expression network analysis. A prognostic signature was developed using LASSO-Cox regression and validated in an external cohort (ICGC). CSF1 was prioritized for validation through clinical immunohistochemistry, siRNA knockdown, and Western Blotting. Candidate compounds identified via reverse network pharmacology were validated through CCK-8 assays, docking, western blotting and quantitative PCR.

Results

Single-cell analysis revealed pronounced NKEX and disrupted communication in HCC. A four-gene prognostic signature (AKR1B1, SMS, CSF1, CFL1) demonstrated robust predictive performance in both TCGA (1-year AUC: 0.759) and external validation cohorts. High-risk patients showed significantly poorer survival. CSF1 was markedly upregulated in HCC tissues; its silencing inhibited Huh7 cell migration and invasion while upregulating CXCL10 in Huh7 cells and CXCR3 in NK92 cells. Molecular docking and CCK-8 assays justified the dosage and identified punicalagin and evoden as potent inhibitors that significantly suppressed CSF1 expression at both mRNA and protein levels.

Conclusion

Through integrated multi-omics and experimental validation, we characterized NKEX in HCC and established a robust prognostic signature. CSF1 emerged as a key immunomodulatory target. Punicalagin and evoden were identified as potential lead compounds to modulate the CSF1, offering a promising strategy to restore antitumor immunity in HCC.