A Smart Imaging Workflow for Organ-Specific Screening in a Cystic Kidney Zebrafish Disease Model

The zebrafish is being increasingly used in biomedical research and drug discovery to conduct large-scale compound screening. However, there is a lack of accessible methodologies to enable automated imaging and scoring of tissue-specific phenotypes at enhanced resolution. Here, we present the develo...

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Main Authors: Gunjan Pandey, Jens H. Westhoff, Franz Schaefer, Jochen Gehrig
Format: Article
Language:English
Published: MDPI AG 2019-03-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:http://www.mdpi.com/1422-0067/20/6/1290
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spelling doaj-29a0ddfdda7845a69b4c2ac53406e0ae2020-11-25T00:02:00ZengMDPI AGInternational Journal of Molecular Sciences1422-00672019-03-01206129010.3390/ijms20061290ijms20061290A Smart Imaging Workflow for Organ-Specific Screening in a Cystic Kidney Zebrafish Disease ModelGunjan Pandey0Jens H. Westhoff1Franz Schaefer2Jochen Gehrig3Acquifer is a division of Ditabis, Digital Biomedical Imaging Systems AG, 75179 Pforzheim, GermanyDepartment of Pediatrics I, University Children’s Hospital Heidelberg, 69120 Heidelberg, GermanyDepartment of Pediatrics I, University Children’s Hospital Heidelberg, 69120 Heidelberg, GermanyAcquifer is a division of Ditabis, Digital Biomedical Imaging Systems AG, 75179 Pforzheim, GermanyThe zebrafish is being increasingly used in biomedical research and drug discovery to conduct large-scale compound screening. However, there is a lack of accessible methodologies to enable automated imaging and scoring of tissue-specific phenotypes at enhanced resolution. Here, we present the development of an automated imaging pipeline to identify chemical modifiers of glomerular cyst formation in a zebrafish model for human cystic kidney disease. Morpholino-mediated knockdown of intraflagellar transport protein Ift172 in Tg(wt1b:EGFP) embryos was used to induce large glomerular cysts representing a robustly scorable phenotypic readout. Compound-treated embryos were consistently aligned within the cavities of agarose-filled microplates. By interfacing feature detection algorithms with automated microscopy, a smart imaging workflow for detection, centring and zooming in on regions of interests was established, which enabled the automated capturing of standardised higher resolution datasets of pronephric areas. High-content screening datasets were processed and analysed using custom-developed heuristic algorithms implemented in common open-source image analysis software. The workflow enables highly efficient profiling of entire compound libraries and scoring of kidney-specific morphological phenotypes in thousands of zebrafish embryos. The demonstrated toolset covers all the aspects of a complex whole organism screening assay and can be adapted to other organs, specimens or applications.http://www.mdpi.com/1422-0067/20/6/1290zebrafishhigh-content screeningautomated imagingimage analysis
collection DOAJ
language English
format Article
sources DOAJ
author Gunjan Pandey
Jens H. Westhoff
Franz Schaefer
Jochen Gehrig
spellingShingle Gunjan Pandey
Jens H. Westhoff
Franz Schaefer
Jochen Gehrig
A Smart Imaging Workflow for Organ-Specific Screening in a Cystic Kidney Zebrafish Disease Model
International Journal of Molecular Sciences
zebrafish
high-content screening
automated imaging
image analysis
author_facet Gunjan Pandey
Jens H. Westhoff
Franz Schaefer
Jochen Gehrig
author_sort Gunjan Pandey
title A Smart Imaging Workflow for Organ-Specific Screening in a Cystic Kidney Zebrafish Disease Model
title_short A Smart Imaging Workflow for Organ-Specific Screening in a Cystic Kidney Zebrafish Disease Model
title_full A Smart Imaging Workflow for Organ-Specific Screening in a Cystic Kidney Zebrafish Disease Model
title_fullStr A Smart Imaging Workflow for Organ-Specific Screening in a Cystic Kidney Zebrafish Disease Model
title_full_unstemmed A Smart Imaging Workflow for Organ-Specific Screening in a Cystic Kidney Zebrafish Disease Model
title_sort smart imaging workflow for organ-specific screening in a cystic kidney zebrafish disease model
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1422-0067
publishDate 2019-03-01
description The zebrafish is being increasingly used in biomedical research and drug discovery to conduct large-scale compound screening. However, there is a lack of accessible methodologies to enable automated imaging and scoring of tissue-specific phenotypes at enhanced resolution. Here, we present the development of an automated imaging pipeline to identify chemical modifiers of glomerular cyst formation in a zebrafish model for human cystic kidney disease. Morpholino-mediated knockdown of intraflagellar transport protein Ift172 in Tg(wt1b:EGFP) embryos was used to induce large glomerular cysts representing a robustly scorable phenotypic readout. Compound-treated embryos were consistently aligned within the cavities of agarose-filled microplates. By interfacing feature detection algorithms with automated microscopy, a smart imaging workflow for detection, centring and zooming in on regions of interests was established, which enabled the automated capturing of standardised higher resolution datasets of pronephric areas. High-content screening datasets were processed and analysed using custom-developed heuristic algorithms implemented in common open-source image analysis software. The workflow enables highly efficient profiling of entire compound libraries and scoring of kidney-specific morphological phenotypes in thousands of zebrafish embryos. The demonstrated toolset covers all the aspects of a complex whole organism screening assay and can be adapted to other organs, specimens or applications.
topic zebrafish
high-content screening
automated imaging
image analysis
url http://www.mdpi.com/1422-0067/20/6/1290
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