Evidence map›Paper›PMID 42019808›Full record

ArticleJournal of lipid research2026

Causal statistical association between remnant cholesterol and coronary heart disease: genetic insights into the PSRC1-CELSR2-SORT1 gene cluster.

Guiyuan Han, Chon Lok Lei, Yu Shi, Jiajia Gao, Xiaoying Liu, Ke Peng, Yunpeng Cai, Pui Man Hoi, Yichong Li

Abstract read
In one paragraph

Article in Journal of lipid research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

9 authors.

Guiyuan HanState Key Laboratory of Mechanism and Quality of Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Taipa, Macau; Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China; Shenzhen Clinical Research Center for Cardiovascular Disease, Fuwai Shenzhen Hospital, Chinese Academy of Medical Sciences, Shenzhen, China.
Chon Lok LeiDepartment of Biomedical Sciences, Faculty of Health Sciences, University of Macau, Taipa, Macau.
Yu ShiShenzhen Clinical Research Center for Cardiovascular Disease, Fuwai Shenzhen Hospital, Chinese Academy of Medical Sciences, Shenzhen, China.
Jiajia GaoHeart Failure Ward, Fuwai Shenzhen Hospital, Chinese Academy of Medical Sciences, Shenzhen, China.
Xiaoying LiuShenzhen Clinical Research Center for Cardiovascular Disease, Fuwai Shenzhen Hospital, Chinese Academy of Medical Sciences, Shenzhen, China.
Ke PengShenzhen Clinical Research Center for Cardiovascular Disease, Fuwai Shenzhen Hospital, Chinese Academy of Medical Sciences, Shenzhen, China.
Yunpeng CaiShenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China. Electronic address: yp.cai@siat.ac.cn.
Pui Man HoiState Key Laboratory of Mechanism and Quality of Chinese Medicine, Institute of Chinese Medical Sciences, University of Macau, Taipa, Macau. Electronic address: maghoi@um.edu.mo.
Yichong LiShenzhen Clinical Research Center for Cardiovascular Disease, Fuwai Shenzhen Hospital, Chinese Academy of Medical Sciences, Shenzhen, China; Greater Bay Area International Clinical Trials Center, Shenzhen Medical Academy of Research and Translation, Shenzhen, China. Electronic address: yichongli.cvd@139.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Remnant cholesterol (RC) is increasingly recognized as an independent contributor to coronary heart disease (CHD) risk beyond LDL-C. However, its causal roles, genetic determinants, tissue-specific regulation, and relevance across ancestrally diverse populations remain incompletely characterized. Associations between RC and incident CHD were evaluated in the UK Biobank (UKB) employing Cox regression and restricted cubic splines models, including subgroup analyses by LDL-C levels. Causality was assessed using two-sample Mendelian randomization (MR) and colocalization using genome-wide summary statistics from UKB and FinnGen. Findings were validated in a multiancestry dataset. Genetic regulatory mechanisms were explored using tissue-specific MR integrating expression quantitative trait locus. Lipid-wide MR was used to evaluate gene effects across multiple lipid traits. Comparison between identified genes and established lipid-modifying target genes was conducted. RC showed a size-specific, LDL-C-independent association with CHD, which remained strong among individuals with normal LDL-C (<2.6 mmol/l). Multivariable MR confirmed a robust causal relationship. Colocalization identified shared signals at the PSRC1-CELSR2-SORT1 locus, with lead variants rs12740347 and rs646776. This cluster exhibited liver-specific inverse associations with CHD, pleiotropic effects on lipid traits, and stronger influence on RC than well-known targets such as HMGCR and PCSK9. RC represents a potentially modifiable marker of CHD risk, especially in individuals with normal LDL-C. Hepatic expression of PSRC1-CELSR2-SORT1 protects against CHD via RC reduction, independent of LDL-C, supporting RC as promising target for CHD prevention.

Indexed as

Adaptor Proteins, Vesicular TransportCholesterolCoronary DiseaseMultigene FamilyGenome-Wide Association StudyHumansMendelian Randomization AnalysisAdaptor Proteins, Vesicular TransportCholesterolcoronary heart diseasegenetic colocalizationMendelian randomizationmultiancestry analysisPSRC1–CELSR2–SORT1remnant cholesterol

Identifiers

PMID42019808
PMCPMC13213313

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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.