Background: The oxygen induced retinopathy rodent model is widely used, notably for the assessment of developmental dystrophies in preclinical studies of vascular retinal diseases. Typically, the quantification of vessel tufts and avascular regions is computed manually from flat mounted retinas imaged using fluorescent probes that highlight the vascular network. However, such manual measurements are time-consuming and hampered by user variability and bias, thus a rapid and objective alternative is required.
Methods: We employ a machine learning approach to segment and characterize vascular tufts. The proposed quantitative retinal vascular assessment (QuRVA) technique uses quadratic discrimination analysis and morphological techniques to provide reliable measurements of vascular density and pathological vascular tuft regions, devoid of user intervention within seconds. Our algorithms allow also delineating the whole vasculature network, and identifying and analyzing avascular regions.
Results: Our first experiment shows the high degree of error and variability of manual segmentations. In consequence, we developed a set of algorithms to perform this task automatically. We benchmark and validate the results of our analysis pipeline using the consensus of several manually curated segmentations using commonly used computer tools. We describe the method, provide details for reproducing the algorithm, and validate all aspects of the analysis.
Conclusions: Manual and semi-automated procedures for tuft detection present strong fluctuations among users, demonstrating the need for fast and unbiased tools in this highly active research field with tremendous implications for basic research and industry.
Background: Retinal endothelial cells are very active and contribute to the integrity of the neurovascular unit. Vascular dysfunction has been proposed to contribute to the pathogenesis of glaucoma. Here, we evaluated the hypothesis that ocular hypertension triggers mitochondrial alterations in endothelial cells impairing the integrity of the blood retinal barrier (BRB).
Methods: Ocular hypertension was induced by injection of magnetic microbeads into the anterior chamber of EndoMito-EGFP mice, a strain expressing green fluorescent protein selectively in the mitochondria of endothelial cells. Capillary density, mitochondrial volume, and the number of mitochondrial components were quantified in 3D-reconstructed images from whole-mounted retinas using Imaris software. Dynamin-related protein (DRP-1), mitofusin-2 (MFN-2) and optic atrophy-1 (OPA-1) expression were assessed by western blot analysis of enriched endothelial cells. Mitochondrial structure was evaluated by transmission electron microscopy (TEM) and oxygen consumption rate was monitored by Seahorse analysis. The integrity of the BRB was evaluated by quantifying Evans blue leakage.
Results: Our data demonstrate that two and three weeks after ocular hypertension induction, the total mitochondria volume in endothelial cells decreased from 0.140±0.002 μm3 from non-injured retinas to 0.108±0.005 and 0.093±0.007 μm3, respectively in glaucomatous eyes (mean ± S.E.M, ANOVA, P<0.001; N=6/group). Frequency distribution showed a substantial increase of smaller mitochondria complexes (<0.5 μm3) in endothelial cells from glaucomatous retinas. Significant upregulation of DRP-1 was found in vessels isolated from glaucomatous retinas compared to the intact retinas, while MFN-2 and OPA-1 expression was not affected. Structural alteration in endothelial cell mitochondria was confirmed by TEM, which were accompanied by a 1.93-fold reduction in the oxygen consumption rate as well as 2.6-fold increase in vasculature leakage in glaucomatous retinas (n=3–6/group). In addition, this model did not trigger changes in the density of the vascular network, suggesting that mitochondrial fragmentation was not due to endothelial cell loss.
Conclusions: This study shows that ocular hypertension leads to early alterations in the dynamic of endothelial cell mitochondria, contributing to vascular dysfunction in glaucoma.
Abstract: Pathological retinal neovascularization is the hallmark of primary blinding diseases across all age groups, yet surprisingly little is known about the causative factors. These diseases include diabetic retinopathy and retinopathy of prematurity where progressive decay of retinal vasculature yields zones of neural ischemia. These avascular zones and the hypoxic neurons and glia that reside in them are the source of pro-angiogenic factors that mediate destructive pre-retinal angiogenesis. Central neurons such as retinal ganglion cells (RGCs), which are directly apposed to degenerating vasculature in ischemic retinopathies, require stable metabolic supply for proper function. However, we unexpectedly found that RGCs are resilient to hypoxia/ischemia and a generally compromised metabolic supply and instead of degenerating, trigger protective mechanisms of cellular senescence. Paradoxically, while potentially favoring neuronal survival, the senescent state of RGCs is incompatible with vascular repair as they adopt a senescence-associated secretory phenotype (SASP) that provokes release of a secretome of inflammatory cytokines that drives paracrine senescence and further exacerbates pathological angiogenesis. The mechanisms that lead to retinal cellular senescence and dormancy as well as the therapeutic potential of targeting these pathways will be discussed.
