Evidence map›Paper›PMID 40642536›Full record

ArticleFrontiers in bioengineering and biotechnology2025

Mediating roles of corneal biomechanical and topographic parameters in eye rubbing and keratoconus based on the Chinese keratoconus cohort study.

Kaili Yang, Runqi Tu, Liyan Xu, Yuwei Gu, Qi Fan, Shanshan Yin, Yi Yuan, Anqi Chang, Yifan Wang, Chenchen Yin and 5 more

Abstract read
In one paragraph

Article in Frontiers in bioengineering and biotechnology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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  4. PeerJ · 2026
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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

15 authors.

Kaili Yang *Henan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.
Runqi Tu *Henan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.
Liyan XuHenan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.
Yuwei GuHenan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.
Qi FanHenan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.
Shanshan YinHenan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.
Yi YuanZhengzhou University People's Hospital, Henan Provincial People's Hospital, Henan Eye Hospital, Zhengzhou, China.
Anqi ChangHenan University People's Hospital, Henan Provincial People's Hospital, Henan Eye Hospital, Zhengzhou, China.
Yifan WangZhengzhou University People's Hospital, Henan Provincial People's Hospital, Henan Eye Hospital, Zhengzhou, China.
Chenchen YinZhengzhou University People's Hospital, Henan Provincial People's Hospital, Henan Eye Hospital, Zhengzhou, China.
Yonghao ZangXinxiang Medical University, Henan Provincial People's Hospital, Henan Eye Hospital, Zhengzhou, China.
Chenjiu PangHenan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.
Daniela OehringSchool of Health and Human Sciences, University of Plymouth, Plymouth, United Kingdom.
Yibin HaoHenan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.
Shengwei RenHenan Provincial People's Hospital, Henan Eye Hospital, People's Hospital of Zhengzhou University, Henan University People's Hospital, Zhengzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: Studies have shown that eye rubbing is associated with increased risk of keratoconus (KC). However, the potential mediating roles between eye rubbing and KC remain largely unknown. Hence, this study aims to explore the mediating roles of two specific factors, namely, the inverse of the stiffness parameter at the first applanation (-SPA1) and maximal corneal keratometry (Kmax) values, in the relationship between eye rubbing and KC. Methods: A total of 395 patients with KC and 396 controls from the Chinese keratoconus (CKC) cohort study were included in this case-control analysis. The Spearman correlation and generalized linear regression models were used to analyze the associations between the time of eye rubbing, -SPA1, Kmax, and KC. Furthermore, three mediation models (individual, parallel multiple, and serial multiple) were utilized to investigate the mediating roles of -SPA1 and Kmax in the relationship between eye rubbing and KC. Results: After adjusting for confounding factors, the odds ratio and 95% confidence interval (CI) for the time of eye rubbing, -SPA1, and Kmax in relation to KC were 1.02 (1.01, 1.04), 1.16 (1.12, 1.19), and 3.86 (2.52, 5.92), respectively. The individual mediation model indicated that the indirect effects of -SPA1 and Kmax were 0.084 and 0.056, respectively. The parallel multiple mediation model showed a total indirect effect of 0.081 for -SPA1 and Kmax. Additionally, the serial multiple mediation model (time of eye rubbing → -SPA1 → Kmax → KC) indicated that following -SPA1, Kmax partially mediated the relationship between the time of eye rubbing and KC with a total indirect effect of 0.024 (95% CI: 0.016-0.042), accounting for 14.5% of the total effect (time of eye rubbing on KC), while no significant indirect effect was found for Kmax alone. Conclusions: The individual, parallel multiple, and serial multiple mediation analyses consistently demonstrated the mediating roles of -SPA1 and Kmax in linking the duration of eye rubbing to KC. Notably, the serial mediation pathway (time of eye rubbing → -SPA1 → Kmax → KC) exhibited a significant indirect effect. These findings confirm and complement the theoretical framework linking eye rubbing to KC, providing a reference for further exploration of the pathogenesis of KC.

Indexed as

eye rubbingkeratoconusmaximal corneal keratometrymediationstiffness parameter at the first applanation

Identifiers

PMID40642536
PMCPMC12241165

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