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Opposing end-node and junction-node remodeling patterns in diabetic patients on optical coherence tomography angiography
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  • Published: 25 April 2026

Opposing end-node and junction-node remodeling patterns in diabetic patients on optical coherence tomography angiography

  • Mohsen Zare1,
  • Saeed Karimi1,
  • Mohammad Shojaeinia2,
  • Hamid Safi3,
  • Homayoun Nikkhah1,3 &
  • …
  • Seyyed Morteza Hosseini Imeni4 

Scientific Reports , Article number:  (2026) Cite this article

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We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Biomarkers
  • Diseases
  • Endocrinology
  • Medical research

Abstract

This cross-sectional study aimed to investigate macular vascular network topology in diabetic patients. We analyzed 3 × 3 mm OCTA images from 235 eyes of 146 participants, divided into controls, diabetic patients without diabetic retinopathy (NoDR), and patients with nonproliferative diabetic retinopathy (NPDR). Skeletonized vascular maps were generated for the superficial (SCP) and deep capillary plexus (DCP). Vessel skeleton density (VSD), End Node (EN) density, Junction Node (JN) density, and Fractal Dimension (FD) were calculated in foveal, parafoveal, and total regions. Statistical comparisons were performed using linear mixed-effects models. EN density exhibited an inverted-U-shaped pattern across groups in both plexuses. VSD, JN density, and FD differed between groups, with lower values in NoDR and NPDR compared to controls. Discrimination analyses indicated that VSD performed better in differentiating NPDR from controls and NoDR, whereas JN density and FD were comparable for differentiating NoDR from controls. After adjusting for VSD across study groups, EN density in both layers and JN density in the SCP remained significant. Vascular metrics correlated with diabetes duration and glycemic level. EN and JN density emerge as promising biomarkers alongside VSD and FD for characterizing microvascular alterations in diabetic eyes, as topology-based parameters may provide information independent of vessel density.

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Abbreviations

AUC:

Area Under the Curve

BMI:

Body Mass Index

DCP:

Deep Capillary Plexus

DR:

Diabetic Retinopathy

EN:

End Node

ERM:

Epiretinal Membrane

FAZ:

Foveal Avascular Zone

FD:

Fractal Dimension

GPD:

Geometric Perfusion Deficit

HbA1c:

Glycated Hemoglobin

IOP:

Intraocular Pressure

JN:

Junction Node

NoDR:

Diabetes without Diabetic Retinopathy

NPDR:

Nonproliferative Diabetic Retinopathy

OCTA:

Optical Coherence Tomography Angiography

SCP:

Superficial Capillary Plexus

VSD:

Vessel Skeleton Density

VMT:

Vitreomacular Traction

Funding

None.

Author information

Authors and Affiliations

  1. Department of Ophthalmology, Torfeh Medical Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran

    Mohsen Zare, Saeed Karimi & Homayoun Nikkhah

  2. Department of Health Information Technology and Management, School of Allied Medical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran

    Mohammad Shojaeinia

  3. Ophthalmic Research Center, Research Institute for Ophthalmology and Vision Science, Shahid Beheshti University of Medical Sciences, Tehran, Iran

    Hamid Safi & Homayoun Nikkhah

  4. Department of Ophthalmology, Babol University of Medical Sciences, Babol, Iran

    Seyyed Morteza Hosseini Imeni

Authors
  1. Mohsen Zare
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  2. Saeed Karimi
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  3. Mohammad Shojaeinia
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  4. Hamid Safi
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  5. Homayoun Nikkhah
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  6. Seyyed Morteza Hosseini Imeni
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Corresponding author

Correspondence to Mohsen Zare.

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The authors declare no competing interests.

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Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Cite this article

Zare, M., Karimi, S., Shojaeinia, M. et al. Opposing end-node and junction-node remodeling patterns in diabetic patients on optical coherence tomography angiography. Sci Rep (2026). https://doi.org/10.1038/s41598-026-50339-y

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  • Received: 29 December 2025

  • Accepted: 21 April 2026

  • Published: 25 April 2026

  • DOI: https://doi.org/10.1038/s41598-026-50339-y

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Keywords

  • Diabetic retinopathy
  • Optical coherence tomography angiography
  • Vascular network remodeling
  • Vascular network topology
  • Vessel skeleton density
  • Fractal dimension
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