Evidence map›Paper›PMID 40775620›Full record

ArticleBMC cancer2025

Decoding the epigenetic-immune nexus in hepatocellular carcinoma: a Mendelian randomization study reveals BTN3A2, S100A12 and TRIM27 as white blood cell regulators.

Yang Qiu, Haiyan Zhang, Xiao Yu, Jielu Pan, Dinghong Xiao, Hongyu Miao, Ruiqing Wang, Nan Shen, Peimin Pu, Yinling Zhou and 3 more

Abstract read
In one paragraph

Article in BMC cancer, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Yang QiuLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Haiyan ZhangLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Xiao YuLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Jielu PanLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Dinghong XiaoLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Hongyu MiaoLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Ruiqing WangLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Nan ShenLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Peimin PuLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Yinling ZhouLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Zhidong LiuLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Lin HeLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.
Lianjun XingLonghua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China. lh2062@shutcm.edu.cn.

Funding

Shanghai 2020 "Science and Technology Innovation Action Plan" Medical Innovation Research Special Project 20Y21902400Shanghai 2024 "Science and Technology Innovation Action Plan" Medical Innovation Research Special Project 24Y12801100
6 · The paper itself

Abstract

backgroundHepatocellular carcinoma accounts for 90% of primary liver malignancies and ranks as the fourth leading cause of global cancer mortality. DNA methylation drives HCC pathogenesis by orchestrating tumor suppressor silencing and oncogenic pathway activation, fundamentally governing tumor heterogeneity and therapeutic resistance. While alterations in white blood cell counts have emerged as independent prognostic indicators in HCC progression, their causal relationship with tumor epigenetics remains unclear. Given that HCC tumors actively secrete cytokines and remodel systemic immunity through epigenetic mechanisms, peripheral white blood cell dynamics serve as a compelling surrogate for studying tumor-driven immune dysregulation and identifying methylation-based therapeutic targets.

methodsWe integrated DNA methylation profiles from The Cancer Genome Atlas-Liver Hepatocellular Carcinoma (TCGA-LIHC) with summary statistics from six genome-wide association studies of white blood cell counts. Using these data, we applied a two-sample Mendelian Randomization (MR) framework to systematically investigate the causal effects of HCC-related CpG sites on white blood cell counts. The robustness of our findings was established through stringent criteria, comprehensive sensitivity analyses, and Bayesian colocalization, followed by functional validation with TCGA data and a transcriptome-wide association study (TWAS).

resultsOur analysis identified 26 HCC-specific CpG sites with causal effects on white blood cell counts. A multi-step validation pipeline integrating Bayesian colocalization and tumor-specific expression analysis robustly confirmed three core mediator genes: BTN3A2, TRIM27, and S100A12. TWAS provided independent, gene-level validation, revealing BTN3A2 as a powerful regulator of lymphocyte and neutrophil counts, TRIM27 as a key immunometabolic checkpoint, and S100A12 as a modulator of innate immunity.

conclusionThis study establishes epigenome-immune crosstalk in HCC by identifying BTN3A2, S100A12 and TRIM27 as central methylation-immunoregulatory hubs. The discovered methylation-immune axes provide mechanistic insights for developing combination therapies targeting epigenetic checkpoints to reverse immunosuppressive microenvironments in advanced HCC.

Indexed as

Carcinoma, HepatocellularEpigenesis, GeneticLiver NeoplasmsTranscription FactorsTripartite Motif ProteinsCpG IslandsDNA MethylationGene Expression Regulation, NeoplasticGenome-Wide Association StudyHumansLeukocyte CountLeukocytesMendelian Randomization AnalysisTranscription FactorsTripartite Motif ProteinsDNA methylationHepatocellular carcinomaImmunotherapy targetsMendelian randomizationTumor microenvironmentWhite blood cell

Identifiers

PMID40775620
PMCPMC12333189

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.