ArticlePloS one2015
Automatic Counting of Microglial Cells in Healthy and Glaucomatous Mouse Retinas.
Article in PloS one, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 30 citations in OpenAlex.
- Physiological Postnatal Neurogenesis, Development, and Maturation in the Regenerable Retina.The Journal of comparative neurology · 2026Article
- Comparison of automated and manual approaches for microglial quantification and classification: A focus on the HALO digital pathology platform.Brain pathology (Zurich, Switzerland) · 2026Article
- Tumor Necrosis Factor Alpha-Mediated Interaction Between Microglia and Müller Cells Exacerbates Retinal Ganglion Cell Damage in Experimental Glaucoma.Neuroscience bulletin · 2026Article
- Citicoline and Coenzyme Q10: Therapeutic Agents for Glial Activation Reduction in Ocular Hypertension.Pharmaceuticals (Basel, Switzerland) · 2025Article
- Kidins220-deficient hydrocephalus mice exhibit altered glial phenotypes and AQP4 differential regulation in the retina and optic nerve, with preserved retinal ganglion cell survival.Fluids and barriers of the CNS · 2025Article
- Establishment of an AI-supported scoring system for neuroglial cells.Frontiers in cellular neuroscience · 2025Article
- Neuroprotective Effect of the Combination of Citicoline and CoQ10 in a Mouse Model of Ocular Hypertension.Antioxidants (Basel, Switzerland) · 2024Article
- A deep convolutional neural network for efficient microglia detection.Scientific reports · 2023Article
- Retinal Tissue Shows Glial Changes in a Dravet Syndrome Knock-in Mouse Model.International journal of molecular sciences · 2023Article
- B cell targeted therapies in inflammatory autoimmune disease of the central nervous system.Frontiers in immunology · 2023Review
- Retinal Changes in Astrocytes and Müller Glia in a Mouse Model of Laser-Induced Glaucoma: A Time-Course Study.Biomedicines · 2022Article
- Semi-automated quantification of hair cells in the mature mouse utricle.Hearing research · 2022Article
- Automated characterisation of microglia in ageing mice using image processing and supervised machine learning algorithms.Scientific reports · 2022Article
- Retinal Ganglion Cell Loss and Microglial Activation in a SOD1G93A Mouse Model of Amyotrophic Lateral Sclerosis.International journal of molecular sciences · 2021Article
- Phenotypic Differences in Primary Murine Microglia Treated with NOD1, NOD2, and NOD1/2 Agonists.Journal of molecular neuroscience : MN · 2020Article
- Time course of bilateral microglial activation in a mouse model of laser-induced glaucoma.Scientific reports · 2020Article
- Neuroprotective and Anti-Inflammatory Effects of a Hydrophilic Saffron Extract in a Model of Glaucoma.International journal of molecular sciences · 2019Article
- Blockade of microglial adenosine AGlia · 2019Article
- Inhibition of monocyte-like cell extravasation protects from neurodegeneration in DBA/2J glaucoma.Molecular neurodegeneration · 2019Article
- Characterizing microglia activation: a spatial statistics approach to maximize information extraction.Scientific reports · 2017Article
Corrections and comments
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Authors and funding
8 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Proliferation of microglial cells has been considered a sign of glial activation and a hallmark of ongoing neurodegenerative diseases. Microglia activation is analyzed in animal models of different eye diseases. Numerous retinal samples are required for each of these studies to obtain relevant data of statistical significance. Because manual quantification of microglial cells is time consuming, the aim of this study was develop an algorithm for automatic identification of retinal microglia. Two groups of adult male Swiss mice were used: age-matched controls (naïve, n = 6) and mice subjected to unilateral laser-induced ocular hypertension (lasered; n = 9). In the latter group, both hypertensive eyes and contralateral untreated retinas were analyzed. Retinal whole mounts were immunostained with anti Iba-1 for detecting microglial cell populations. A new algorithm was developed in MATLAB for microglial quantification; it enabled the quantification of microglial cells in the inner and outer plexiform layers and evaluates the area of the retina occupied by Iba-1+ microglia in the nerve fiber-ganglion cell layer. The automatic method was applied to a set of 6,000 images. To validate the algorithm, mouse retinas were evaluated both manually and computationally; the program correctly assessed the number of cells (Pearson correlation R = 0.94 and R = 0.98 for the inner and outer plexiform layers respectively). Statistically significant differences in glial cell number were found between naïve, lasered eyes and contralateral eyes (P<0.05, naïve versus contralateral eyes; P<0.001, naïve versus lasered eyes and contralateral versus lasered eyes). The algorithm developed is a reliable and fast tool that can evaluate the number of microglial cells in naïve mouse retinas and in retinas exhibiting proliferation. The implementation of this new automatic method can enable faster quantification of microglial cells in retinal pathologies.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.