Evidence map›Paper›PMID 41170417›Full record

ArticleHealth science reports2025

Causal Associations Between 4907 Circulating Proteins and Hyperlipidemia: A Two-Sample Mendelian Randomization Study Based on European Ancestry.

Hui Cheng, Dayuan Zhong

Abstract read
In one paragraph

Article in Health science reports, 2025. 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

2 authors.

Hui ChengNanhai Hospital of Traditional Chinese Medicine Jinan University Foshan China.ORCID https://orcid.org/0000-0003-4775-3774
Dayuan ZhongNanhai Hospital of Traditional Chinese Medicine Jinan University Foshan China.ORCID https://orcid.org/0000-0002-8548-132X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and Objective: This study employed Mendelian randomization (MR) to investigate the causal relationships between 4907 circulating proteins and hyperlipidemia, with the aim of identifying potential drug targets. Methods: Instrumental variables were derived from genome-wide association study (GWAS) data on 4907 circulating proteins. Causal associations between exposures and outcome were assessed using MR analysis. Sensitivity analyses were conducted to identify circulating proteins most strongly associated with hyperlipidemia. Finally, enrichment analysis was performed on positively associated proteins to identify disease-related pathways. Results: MR analysis identified 70 disease-associated proteins, including 47 positively correlated and 23 negatively correlated with hyperlipidemia. Enrichment analysis revealed significant pathways related to hyperlipidemia, such as the adipocytokine signaling pathway and axon guidance. Conclusion: This study identified several circulating proteins significantly associated with hyperlipidemia. The large sample size minimized confounding factors, providing valuable insights for clinical treatment strategies.

Indexed as

circulating plasma proteinenrichment analysishyperlipidemiaMendelian randomizationtherapeutic target

Identifiers

PMID41170417
PMCPMC12568525

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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.