Evidence map›Paper›PMID 40379964›Full record

ArticleMammalian genome : official journal of the International Mammalian Genome Society2025

Genetic and immune landscape of keratoconus: insights from Mendelian randomization analysis.

Yuhui Yu, Qiang Liu, Chen Zhou, Juan Jiang, Yanchun Li

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In one paragraph

Article in Mammalian genome : official journal of the International Mammalian Genome Society, 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

5 authors.

Yuhui YuDepartment of Ophthalmology, Second Affiliated Hospital, Shandong First Medical University, Shandong Academy of Medical Sciences, Taian, 271000, China.
Qiang LiuSchool of International Education, Shandong First Medical University, Shandong Academy of Medical Sciences, Taian, 271000, China.
Chen ZhouDepartment of Ophthalmology, Second Affiliated Hospital, Shandong First Medical University, Shandong Academy of Medical Sciences, Taian, 271000, China.
Juan JiangDepartment of Stomatology, Second Affiliated Hospital, Shandong First Medical University, Shandong Academy of Medical Sciences, Taian, 271000, China.
Yanchun LiDepartment of Ophthalmology, Second Affiliated Hospital, Shandong First Medical University, Shandong Academy of Medical Sciences, Taian, 271000, China. sydefyykyyh@163.com.ORCID 0009-0000-4294-3136

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aimed to identify key genes and immune features associated with keratoconus (KC), a progressive eye disorder, by integrating genomic and transcriptomic data using Mendelian randomization (MR) methods. We employed summary data-based Mendelian randomization (SMR) and inverse-variance weighted Mendelian randomization (IVW-MR) to analyze genetic variations from public databases. The study included expression quantitative trait loci (eQTL) data for 16,987 genes and GWAS summary statistics for 19,942 gene traits and 731 immune traits. We also utilized gene expression data from keratoconus patients and controls to validate findings and explore causal relationships. We identified 715 genes associated with KC, including 371 risk genes and 344 protective genes. Pathway over-representation analyses indicated that risk genes are involved in the regulation of the cytoskeleton, while protective genes are related to metabolic processes. Differential expression analysis showed significant overexpression of risk genes in KC samples. Additionally, we found 21 immune phenotypes with causal effects on KC, highlighting the role of immune cells in the disease's pathogenesis. The study revealed multiple risk and protective genes linked to KC, providing new insights into its pathophysiological mechanisms. The findings underscore the importance of cytoskeletal remodeling and immune regulation in KC and suggest potential targets for future diagnostic and therapeutic strategies. Further research is needed to validate these genes and immune traits' functions and their clinical application potential.

Indexed as

Genetic Predisposition to DiseaseKeratoconusMendelian Randomization AnalysisGenome-Wide Association StudyHumansPolymorphism, Single NucleotideQuantitative Trait LociTranscriptomeGeneticGWASImmune landscapeKeratoconusMendelian randomization

Identifiers

PMID40379964

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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.