Evidence map›Paper›PMID 40455174›Full record

ArticleDiscover oncology2025

Causal association of cholesterol metabolism-related proteins with hepatocellular carcinoma and dysfunction-associated steatotic liver disease: a mendelian randomization study.

Dianzhe Tian, Shitao Jiang, Yaoge Liu, Han Zheng, Lei Zhang, Yiyao Xu, Xin Lu

Abstract read
In one paragraph

Article in Discover oncology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
  2. Cholesterol as a metabolic integrator of oncogenic signaling, immune evasion, and therapy resistance.Apoptosis : an international journal on programmed cell death · 2026
    Review
  3. Article
  4. Review
  5. 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

7 authors.

Dianzhe Tian *Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No.1 Shuaifuyuan, Wangfujing, Dongcheng District, Beijing, 100730, China.ORCID http://orcid.org/0009-0006-3618-9054
Shitao Jiang *Department of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No.1 Shuaifuyuan, Wangfujing, Dongcheng District, Beijing, 100730, China.
Yaoge LiuDepartment of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No.1 Shuaifuyuan, Wangfujing, Dongcheng District, Beijing, 100730, China.
Han ZhengDepartment of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No.1 Shuaifuyuan, Wangfujing, Dongcheng District, Beijing, 100730, China.
Lei ZhangDepartment of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No.1 Shuaifuyuan, Wangfujing, Dongcheng District, Beijing, 100730, China.
Yiyao XuDepartment of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No.1 Shuaifuyuan, Wangfujing, Dongcheng District, Beijing, 100730, China. xuyiyao@pumch.cn.
Xin LuDepartment of Liver Surgery, State Key Laboratory of Complex Severe and Rare Diseases, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No.1 Shuaifuyuan, Wangfujing, Dongcheng District, Beijing, 100730, China. luxin@pumch.cn.

Funding

Beijing Students' Funding for Innovation and Entrepreneurship Training Program 2024dcxm034National High-Level Hospital Clinical Research Funding 2022-PUMCH-A-237National High-Level Hospital Clinical Research Funding 2022-PUMCH-C-049
6 · The paper itself

Abstract

backgroundDysregulation of cholesterol metabolism has been recognized as a critical driver in the pathogenesis of hepatic disorders, particularly hepatocellular carcinoma (HCC) and metabolic dysfunction-associated steatotic liver disease (MASLD). However, the causal relationships between circulating proteins involved in cholesterol homeostasis and the progression of these hepatopathologies remain insufficiently explored, warranting further mechanistic investigation.

methodsThis study utilized Mendelian randomization (MR) to identify the role of cholesterol metabolism-related proteins in HCC and MASLD. We systematically investigated the causal associations of these proteins with HCC and MASLD and their roles in disease progression using circulating proteomic databases and bioinformatics tools. In addition, network-based drug repositioning techniques and molecular docking experiments were utilized to assess the interactions of the above biomarkers with known drugs to discover drugs with potential therapeutic effects.

resultsMR analysis identified several proteins linked with significant risk for HCC and MASLD. Notably, apolipoprotein E (APOE) expression was significantly increased in tissues from HCC and MASLD patients, closely correlating with elevated disease risk. Meta-analysis demonstrated a significant causal relationship between APOE and increased risk of HCC (OR: 1.710, 95% CI 1.220-2.400; P < 0.01) and MASLD (OR: 1.490, 95% CI 1.280-1.740; P < 0.01). Additionally, network analysis revealed extensive interactions between APOE and other disease-related proteins, suggesting that APOE may contribute to liver disease progression through its influence on complex protein networks.

conclusionOur findings delineate a novel mechanistic involvement of cholesterol regulatory proteins, with APOE demonstrating pathogenic significance in both HCC and MASLD. This investigation substantially provides new insights into the molecular mechanisms of these liver diseases and highlights potential therapeutic targets.

Indexed as

Apolipoprotein E (APOE)Cholesterol metabolismHepatocellular carcinoma (HCC)Mendelian randomization (MR)Metabolic dysfunction-associated steatotic liver disease (MASLD)

Identifiers

PMID40455174
PMCPMC12130389

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Registered trials

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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 OpenQuestion graph.