Evidence map›Paper›PMID 40408117›Full record

ArticleTranslational vision science & technology2025

Unraveling the Link Between Obesity and Keratoconus Risk Based on Genetic Evidence.

Yuke Huang, Jiejie Zhuang, Chang Liu, Shiji Liu, Huanhuan Ren, Qitong Zhang, Yan Li, Jin Qiu, Na Yu, Keming Yu and 2 more

Abstract read
In one paragraph

Article in Translational vision science & technology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Obesity and Eye Diseases.Nutrients · 2026
    Review
  2. Article
  3. 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

12 authors.

Yuke HuangState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Jiejie ZhuangState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Chang LiuState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Shiji LiuState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Huanhuan RenState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Qitong ZhangZhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China.
Yan LiState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Jin QiuState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Na YuState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Keming YuState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Xi ChenState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.
Jing ZhuangState Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: Keratoconus (KCN) is a progressive corneal disorder leading to vision impairment. While genetic and environmental factors contribute to its development, the role of obesity in KCN risk remains unclear. This study aimed to estimate the causal effect between obesity, measured by body mass index (BMI) and waist-to-hip ratio (WHR), and the risk of KCN. Methods: This two-sample Mendelian randomization (MR) case-control study used genome-wide association study data from GIANT, MRC-IEU UK Biobank, and FinnGen. BMI and WHR were used to estimate general and central obesity, respectively. Data from 311 KCN cases and 209,287 controls were analyzed. Causal effect estimates of BMI, WHR, and obesity-related chronic diseases on KCN risk were calculated. Results: Genetically predicted higher BMI was significantly associated with increased KCN risk (odds ratio [OR] = 2.003; 95% confidence interval [CI], 1.203-3.335; P = 0.008), as determined using European genetic databases. Consistent results were observed with the weighted median, MR-Egger, and MR-pleiotropy residual sum and outlier methods. No significant causal effect was found between WHR and KCN risk (OR = 0.578; 95% CI, 0.196-1.705; P = 0.321). Sensitivity analyses showed no evidence of pleiotropy, and no significant causal effect was observed between obesity-related chronic diseases and KCN risk. Conclusions: Using European genetic databases, general obesity was identified as a strong, independent causal effect contributor to KCN, while central obesity showed no association. These findings provide new insights into obesity's role in KCN development and may inform future preventive strategies. Translational Relevance: This study suggests that general obesity is a causal risk factor for keratoconus, suggesting that obesity management could help prevent or mitigate KCN progression.

Indexed as

KeratoconusObesityBody Mass IndexCase-Control StudiesFemaleGenetic Predisposition to DiseaseGenome-Wide Association StudyHumansMaleMendelian Randomization AnalysisPolymorphism, Single NucleotideRisk FactorsWaist-Hip Ratio

Identifiers

PMID40408117
PMCPMC12118506

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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.