Linking Vascular Structure and Function: Image-Based Virtual Populations of the Retina

被引:1
作者
Hernandez, Remi J. [1 ,2 ]
Madhusudhan, Savita [3 ,4 ]
Zheng, Yalin [3 ,4 ]
El-Bouri, Wahbi K. [1 ,2 ]
机构
[1] Univ Liverpool, Liverpool Ctr Cardiovasc Sci, Liverpool, England
[2] Univ Liverpool, Inst Life Course & Med Sci, Dept Cardiovasc & Metab Med, William Henry Duncan Bldg,6 West Derby St, Liverpool L6 8TX, England
[3] Liverpool Univ Hosp NHS Fdn Trust, St Pauls Eye Unit, Liverpool, England
[4] Univ Liverpool, Inst Life Course & Med Sci, Dept Eye & Vis Sci, Liverpool, England
基金
英国科研创新办公室;
关键词
macula; computational model; sensitivity analysis; hemodynamics; digital twins; in silico model; BLOOD-FLOW; VESSEL SEGMENTATION; MODEL; VISCOSITY; PRESSURE;
D O I
10.1167/iovs.65.4.40
中图分类号
R77 [眼科学];
学科分类号
100212 ;
摘要
P URPOSE . This study explored the relationship among microvascular parameters as delineated by optical coherence tomography angiography (OCTA) and retinal perfusion. Here, we introduce a versatile framework to examine the interplay between the retinal vascular structure and function by generating virtual vasculatures from central retinal vessels to macular capillaries. Also, we have developed a hemodynamics model that evaluates the associations between vascular morphology and retinal perfusion. M ETHODS . The generation of the vasculature is based on the distribution of four clinical parameters pertaining to the dimension and blood pressure of the central retinal vessels, constructive constrained optimization, and Voronoi diagrams. Arterial and venous trees are generated in the temporal retina and connected through three layers of capillaries at different depths in the macula. The correlations between total retinal blood flow and macular flow fraction and vascular morphology are derived as Spearman rank coefficients, and uncertainty from input parameters is quantified. R ESULTS . A virtual cohort of 200 healthy vasculatures was generated. Means and standard deviations for retinal blood flow and macular flow fraction were 20 . 80 +/- 7 . 86 mu L / min and 15 . 04% +/- 5 . 42%, respectively. Retinal blood flow was correlated with vessel area density, vessel diameter index, fractal dimension, and vessel caliber index. The macular flow fraction was not correlated with any morphological metrics. C ONCLUSIONS . The proposed framework is able to reproduce vascular networks in the macula that are morphologically and functionally similar to real vasculature. The framework provides quantitative insights into how macular perfusion can be affected by changes in vascular morphology delineated on OCTA.
引用
收藏
页数:13
相关论文
共 71 条
  • [1] FRACTAL DIMENSION AND OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY FEATURES OF THE CENTRAL MACULA AFTER REPAIR OF RHEGMATOGENOUS RETINAL DETACHMENTS
    Agarwal, Aniruddha
    Aggarwal, Kanika
    Akella, Madhuri
    Agrawal, Rupesh
    Khandelwal, Neha
    Bansal, Reema
    Singh, Ramandeep
    Gupta, Vishali
    [J]. RETINA-THE JOURNAL OF RETINAL AND VITREOUS DISEASES, 2019, 39 (11): : 2167 - 2177
  • [2] Efficient Generation and Selection of Virtual Populations in Quantitative Systems Pharmacology Models
    Allen, R. J.
    Rieger, T. R.
    Musante, C. J.
    [J]. CPT-PHARMACOMETRICS & SYSTEMS PHARMACOLOGY, 2016, 5 (03): : 140 - 146
  • [3] Associations Between Capillary Diameter, Capillary Density, and Microaneurysms in Diabetic Retinopathy: A High-Resolution Confocal Microscopy Study
    An, Dong
    Pulford, Riley
    Morgan, William H.
    Yu, Dao-Yi
    Balaratnasingam, Chandrakumar
    [J]. TRANSLATIONAL VISION SCIENCE & TECHNOLOGY, 2021, 10 (02): : 1 - 16
  • [4] Three-Dimensional Characterization of the Normal Human Parafoveal Microvasculature Using Structural Criteria and High-Resolution Confocal Microscopy
    An, Dong
    Yu, Paula
    Freund, K. Bailey
    Yu, Dao-Yi
    Balaratnasingam, Chandrakumar
    [J]. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2020, 61 (10)
  • [5] [Anonymous], 2008, Statistical Models of Shape: Optimisation and Evaluation
  • [6] [Anonymous], 2018, ASSESSING CREDIBILIT
  • [7] Theoretical Analysis of Vascular Regulatory Mechanisms Contributing to Retinal Blood Flow Autoregulation
    Arciero, Julia
    Harris, Alon
    Siesky, Brent
    Amireskandari, Annahita
    Gershuny, Victoria
    Pickrell, Aaron
    Guidoboni, Giovanna
    [J]. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2013, 54 (08) : 5584 - 5593
  • [8] Theoretical model of metabolic blood flow regulation: roles of ATP release by red blood cells and conducted responses
    Arciero, Julia C.
    Carlson, Brian E.
    Secomb, Timothy W.
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY-HEART AND CIRCULATORY PHYSIOLOGY, 2008, 295 (04): : H1562 - H1571
  • [9] Correlation of retinal arterial wall thickness with atherosclerosis predictors in type 2 diabetes without clinical retinopathy
    Arichika, Shigeta
    Uji, Akihito
    Murakami, Tomoaki
    Suzuma, Kiyoshi
    Gotoh, Norimoto
    Yoshimura, Nagahisa
    [J]. BRITISH JOURNAL OF OPHTHALMOLOGY, 2017, 101 (01) : 69 - 74
  • [10] Microvascular and functional changes according to the fundus location of the affected arteriovenous crossing in patients with branch retinal vein occlusion
    Arslan, Gurcan Dogukan
    Guven, Dilek
    Demir, Mehmet
    Alkan, Abdurrahman Alpaslan
    Ozcan, Delil
    [J]. INDIAN JOURNAL OF OPHTHALMOLOGY, 2021, 69 (05) : 1189 - 1196