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Pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations

Most human genetic variation is classified as variants of uncertain significance. While advances in genome editing have allowed innovation in pooled screening platforms, many screens deal with relatively simple readouts (viability, fluorescence) and cannot identify the complex cellular phenotypes th...

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Autores principales: Yenkin, Alex L., Bramley, John C., Kremitzki, Colin L., Waligorski, Jason E., Liebeskind, Mariel J., Xu, Xinyuan E., Chandrasekaran, Vinay D., Vakaki, Maria A., Bachman, Graham W., Mitra, Robi D., Milbrandt, Jeffrey D., Buchser, William J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9596453/
https://www.ncbi.nlm.nih.gov/pubmed/36284160
http://dx.doi.org/10.1038/s42003-022-04089-y
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author Yenkin, Alex L.
Bramley, John C.
Kremitzki, Colin L.
Waligorski, Jason E.
Liebeskind, Mariel J.
Xu, Xinyuan E.
Chandrasekaran, Vinay D.
Vakaki, Maria A.
Bachman, Graham W.
Mitra, Robi D.
Milbrandt, Jeffrey D.
Buchser, William J.
author_facet Yenkin, Alex L.
Bramley, John C.
Kremitzki, Colin L.
Waligorski, Jason E.
Liebeskind, Mariel J.
Xu, Xinyuan E.
Chandrasekaran, Vinay D.
Vakaki, Maria A.
Bachman, Graham W.
Mitra, Robi D.
Milbrandt, Jeffrey D.
Buchser, William J.
author_sort Yenkin, Alex L.
collection PubMed
description Most human genetic variation is classified as variants of uncertain significance. While advances in genome editing have allowed innovation in pooled screening platforms, many screens deal with relatively simple readouts (viability, fluorescence) and cannot identify the complex cellular phenotypes that underlie most human diseases. In this paper, we present a generalizable functional genomics platform that combines high-content imaging, machine learning, and microraft isolation in a method termed “Raft-Seq”. We highlight the efficacy of our platform by showing its ability to distinguish pathogenic point mutations of the mitochondrial regulator Mitofusin 2, even when the cellular phenotype is subtle. We also show that our platform achieves its efficacy using multiple cellular features, which can be configured on-the-fly. Raft-Seq enables a way to perform pooled screening on sets of mutations in biologically relevant cells, with the ability to physically capture any cell with a perturbed phenotype and expand it clonally, directly from the primary screen.
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spelling pubmed-95964532022-10-27 Pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations Yenkin, Alex L. Bramley, John C. Kremitzki, Colin L. Waligorski, Jason E. Liebeskind, Mariel J. Xu, Xinyuan E. Chandrasekaran, Vinay D. Vakaki, Maria A. Bachman, Graham W. Mitra, Robi D. Milbrandt, Jeffrey D. Buchser, William J. Commun Biol Article Most human genetic variation is classified as variants of uncertain significance. While advances in genome editing have allowed innovation in pooled screening platforms, many screens deal with relatively simple readouts (viability, fluorescence) and cannot identify the complex cellular phenotypes that underlie most human diseases. In this paper, we present a generalizable functional genomics platform that combines high-content imaging, machine learning, and microraft isolation in a method termed “Raft-Seq”. We highlight the efficacy of our platform by showing its ability to distinguish pathogenic point mutations of the mitochondrial regulator Mitofusin 2, even when the cellular phenotype is subtle. We also show that our platform achieves its efficacy using multiple cellular features, which can be configured on-the-fly. Raft-Seq enables a way to perform pooled screening on sets of mutations in biologically relevant cells, with the ability to physically capture any cell with a perturbed phenotype and expand it clonally, directly from the primary screen. Nature Publishing Group UK 2022-10-25 /pmc/articles/PMC9596453/ /pubmed/36284160 http://dx.doi.org/10.1038/s42003-022-04089-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Yenkin, Alex L.
Bramley, John C.
Kremitzki, Colin L.
Waligorski, Jason E.
Liebeskind, Mariel J.
Xu, Xinyuan E.
Chandrasekaran, Vinay D.
Vakaki, Maria A.
Bachman, Graham W.
Mitra, Robi D.
Milbrandt, Jeffrey D.
Buchser, William J.
Pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations
title Pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations
title_full Pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations
title_fullStr Pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations
title_full_unstemmed Pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations
title_short Pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations
title_sort pooled image-base screening of mitochondria with microraft isolation distinguishes pathogenic mitofusin 2 mutations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9596453/
https://www.ncbi.nlm.nih.gov/pubmed/36284160
http://dx.doi.org/10.1038/s42003-022-04089-y
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