# Single-cell transcriptomics reveals a novel mechanism of RDH16 regulating immune infiltration in hepatocellular carcinoma

**Authors:** Zhenzhen Zhang, Rui Fan, Jing Ma, Dehui Li, Yan Jiang, Fahui Liu, Qiming Gong

PMC · DOI: 10.3389/fimmu.2025.1689987 · Frontiers in Immunology · 2026-01-12

## TL;DR

This study shows that RDH16, a gene with lower expression in liver cancer, helps improve patient outcomes by reducing harmful immune cell infiltration.

## Contribution

RDH16 is identified as a novel immune-modulating biomarker in hepatocellular carcinoma.

## Key findings

- RDH16 expression is reduced in HCC and linked to poor tumor features and prognosis.
- Higher RDH16 levels correlate with fewer M2 macrophages and better patient outcomes.
- Mendelian randomization supports a protective role of RDH16 against HCC risk.

## Abstract

Hepatocellular carcinoma (HCC) exhibits pronounced intratumoral heterogeneity and a complex immune microenvironment, which together limit therapeutic efficacy. Identifying actionable biomarkers and mechanisms of immune modulation remains critical for improving patient outcomes.

We integrated single-cell RNA sequencing data with bulk transcriptomic datasets to comprehensively characterize tumor cell heterogeneity and immune landscape features in HCC. Associations between RDH16 expression and clinicopathological characteristics were evaluated, and in vitro functional assays were conducted. Mendelian randomization analyses were performed to assess causal relationships.

RDH16 expression was significantly reduced in HCC tissues compared with non-tumor liver tissues and was associated with vascular invasion, elevated alpha-fetoprotein levels, poor tumor differentiation, and advanced T stage. Higher RDH16 expression was consistently associated with improved overall prognosis. Functional assays indicated that RDH16 did not directly affect tumor cell proliferation, migration, or invasion. Notably, RDH16 expression was inversely correlated with infiltration of CD163⁺ M2 macrophages, suggesting a potential immunomodulatory role in the tumor microenvironment. Mendelian randomization analyses further supported a protective effect of higher RDH16 expression against HCC risk.

These findings identify RDH16 as an immune-modulating biomarker in HCC, highlighting its potential role in shaping the tumor immune microenvironment and suggesting new avenues for personalized immunotherapeutic strategies.

## Linked entities

- **Genes:** RDH16 (retinol dehydrogenase 16) [NCBI Gene 8608]
- **Diseases:** hepatocellular carcinoma (MONDO:0007256), HCC (MONDO:0007256)

## Full-text entities

- **Genes:** AFP (alpha fetoprotein) [NCBI Gene 174] {aka AFPD, FETA, HPAFP}, CD163 (CD163 molecule) [NCBI Gene 9332] {aka M130, MM130, SCARI1}, RDH16 (retinol dehydrogenase 16) [NCBI Gene 8608] {aka RODH-4, RODH4, SDR9C8, hRDH-E}
- **Diseases:** HCC (MESH:D006528), tumor (MESH:D009369)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12832884/full.md

## References

35 references — full list in the complete paper: https://tomesphere.com/paper/PMC12832884/full.md

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Source: https://tomesphere.com/paper/PMC12832884