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ORIGINAL RESEARCH article

Front. Cell Dev. Biol.

Sec. Molecular and Cellular Pathology

Volume 13 - 2025 | doi: 10.3389/fcell.2025.1693739

This article is part of the Research TopicArtificial Intelligence Applications in Chronic Ocular Diseases, Volume IIView all 55 articles

Quantitative Evaluation of Retinal Vascular Parameters among Highland and Lowland Native Children Using Artificial Intelligence

Provisionally accepted
  • 1Beijing Children’s Hospital, Capital Medical University, Beijing, China
  • 2Children's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, China
  • 3Beijing Children's Hospital Capital Medical University, Beijing, China
  • 4Evision Technology Beijing Co Ltd, Beijing, China
  • 5Qinghai Provincial Women and Children's Hospital, Xining, China
  • 6Imperial College London, London, United Kingdom

The final, formatted version of the article will be published soon.

Introduction: To investigate retinal vascular and optic nerve head (ONH) characteristics in highland-and lowland-dwelling native children using artificial intelligence-based automated quantification of retinal vascular morphology. Methods: This cross-sectional study analyzed 834 fundus images from 417 children (age 8-9 years), including 123 highland children (HLC) and 294 lowland chlidren (LLC). Fundus photography was performed using a non-mydriatic 45° fundus camera. Automated image analysis quantified: (1) retinal vascular parameters (fractal dimension [VDf], caliber [VC], tortuosity [VT], density [VD], branching angle [VBA], and arteriole-to-venule ratio [AVR]); and (2) optic nerve head morphology (disc area, cup area, and cup-to-disc ratio [C/D]). Group comparisons of all parameters were conducted using AI-based analytical methods.. Results: After adjusting for age, sex, and axial length (AXL), covariance analysis demonstrated that the HLC group showed significantly smaller VC (p = 0.005) and VBA (p=0.003), along with larger optic cup and disc areas (p < 0.001) compared to the LLC group. Both peripapillary VD and VC exhibited a progressive decrease with increasing distance from the optic disc border. Moreover, the HLC group demonstrated a significantly lower VC compared to the LLC group (p = 0.005). Furthermore, the HLC group displayed: (1) significantly higher VD in the inferior quadrant (p < 0.001), (2) increased VT in both nasal and temporal quadrants (p < 0.001 for both), (3) decreased VC in superior (p < 0.001), inferior (p = 0.005), and nasal (p = 0.001) quadrants, and (4) reduced VDf in the nasal quadrant (p = 0.001) of peripapillary regions compared to the LLC group. Conclusion: Our findings demenstrate statistically significant differences in retinal vascular and optic nerve head morphology between HLC and LLC. Specifically, the HLC group exhibited significantly reduced VC but larger optic cup and disc areas compared to the LLC group.

Keywords: Retinal vasculature, Optic nerve head, highland, Children, AI

Received: 27 Aug 2025; Accepted: 29 Sep 2025.

Copyright: © 2025 Bai, Zhang, Wang, Tan, Wang, Abula, Lan, Liao, Ju, Quan, Han, Zhang and Li. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Li Li, liliyk1@163.com

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