GliaMorph: a modular image analysis toolkit to quantify Müller glial cell morphology

Author:

Kugler Elisabeth1ORCID,Bravo Isabel1,Durmishi Xhuljana1,Marcotti Stefania2ORCID,Beqiri Sara1,Carrington Alicia1,Stramer Brian2,Mattar Pierre34ORCID,MacDonald Ryan B.1ORCID

Affiliation:

1. Institute of Ophthalmology, University College London 1 , 11-43 Bath St, Greater London EC1V 9EL , UK

2. Randall Centre for Cell & Molecular Biophysics, King's College London 2 , New Hunt's House, London SE1 1UL , UK

3. University of Ottawa 3 Department of Cellular and Molecular Medicine , , Ottawa, ON, K1H 8M5 , Canada

4. Ottawa Hospital Research Institute (OHRI) 4 , Ottawa, ON, K1H 8L6 , Canada

Abstract

ABSTRACT Cell morphology is crucial for all cell functions. This is particularly true for glial cells as they rely on complex shape to contact and support neurons. However, methods to quantify complex glial cell shape accurately and reproducibly are lacking. To address this, we developed the image analysis pipeline ‘GliaMorph’. GliaMorph is a modular analysis toolkit developed to perform (1) image pre-processing, (2) semi-automatic region-of-interest selection, (3) apicobasal texture analysis, (4) glia segmentation, and (5) cell feature quantification. Müller glia (MG) have a stereotypic shape linked to their maturation and physiological status. Here, we characterized MG on three levels: (1) global image-level, (2) apicobasal texture, and (3) regional apicobasal vertical-to-horizontal alignment. Using GliaMorph, we quantified MG development on a global and single-cell level, showing increased feature elaboration and subcellular morphological rearrangement in the zebrafish retina. As proof of principle, we analysed expression changes in a mouse glaucoma model, identifying subcellular protein localization changes in MG. Together, these data demonstrate that GliaMorph enables an in-depth understanding of MG morphology in the developing and diseased retina.

Funder

Moorfields Eye Charity

Biotechnology and Biological Sciences Research Council

European Research Council

Canadian Institutes of Health Research

Canada Foundation for Innovation

University College London

Publisher

The Company of Biologists

Subject

Developmental Biology,Molecular Biology

Reference69 articles.

1. Zebrafish: housing and husbandry recommendations;Aleström;Lab. Anim.,2019

2. Image restoration using regularized inverse filtering and adaptive threshold wavelet denoising;Ali;Al-Khwarizmi Engineering Journal,2007

3. Leveraging zebrafish to study retinal degenerations;Angueyra;Front. Cell Dev. Biol.,2018

4. 3D reconstruction of histological sections: application to mammary gland tissue;Arganda-Carreras;Microsc. Res. Tech.,2010

5. A fast iterative shrinkage-thresholding algorithm for linear inverse problems;Beck;SIAM J. Imaging Sci.,2009

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3