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Systematic morphological profiling of human gene and allele function via Cell Painting

We hypothesized that human genes and disease-associated alleles might be systematically functionally annotated using morphological profiling of cDNA constructs, via a microscopy-based Cell Painting assay. Indeed, 50% of the 220 tested genes yielded detectable morphological profiles, which grouped in...

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Autores principales: Rohban, Mohammad Hossein, Singh, Shantanu, Wu, Xiaoyun, Berthet, Julia B, Bray, Mark-Anthony, Shrestha, Yashaswi, Varelas, Xaralabos, Boehm, Jesse S, Carpenter, Anne E
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5386591/
https://www.ncbi.nlm.nih.gov/pubmed/28315521
http://dx.doi.org/10.7554/eLife.24060
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author Rohban, Mohammad Hossein
Singh, Shantanu
Wu, Xiaoyun
Berthet, Julia B
Bray, Mark-Anthony
Shrestha, Yashaswi
Varelas, Xaralabos
Boehm, Jesse S
Carpenter, Anne E
author_facet Rohban, Mohammad Hossein
Singh, Shantanu
Wu, Xiaoyun
Berthet, Julia B
Bray, Mark-Anthony
Shrestha, Yashaswi
Varelas, Xaralabos
Boehm, Jesse S
Carpenter, Anne E
author_sort Rohban, Mohammad Hossein
collection PubMed
description We hypothesized that human genes and disease-associated alleles might be systematically functionally annotated using morphological profiling of cDNA constructs, via a microscopy-based Cell Painting assay. Indeed, 50% of the 220 tested genes yielded detectable morphological profiles, which grouped into biologically meaningful gene clusters consistent with known functional annotation (e.g., the RAS-RAF-MEK-ERK cascade). We used novel subpopulation-based visualization methods to interpret the morphological changes for specific clusters. This unbiased morphologic map of gene function revealed TRAF2/c-REL negative regulation of YAP1/WWTR1-responsive pathways. We confirmed this discovery of functional connectivity between the NF-κB pathway and Hippo pathway effectors at the transcriptional level, thereby expanding knowledge of these two signaling pathways that critically regulate tumor initiation and progression. We make the images and raw data publicly available, providing an initial morphological map of major biological pathways for future study. DOI: http://dx.doi.org/10.7554/eLife.24060.001
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spelling pubmed-53865912017-04-12 Systematic morphological profiling of human gene and allele function via Cell Painting Rohban, Mohammad Hossein Singh, Shantanu Wu, Xiaoyun Berthet, Julia B Bray, Mark-Anthony Shrestha, Yashaswi Varelas, Xaralabos Boehm, Jesse S Carpenter, Anne E eLife Computational and Systems Biology We hypothesized that human genes and disease-associated alleles might be systematically functionally annotated using morphological profiling of cDNA constructs, via a microscopy-based Cell Painting assay. Indeed, 50% of the 220 tested genes yielded detectable morphological profiles, which grouped into biologically meaningful gene clusters consistent with known functional annotation (e.g., the RAS-RAF-MEK-ERK cascade). We used novel subpopulation-based visualization methods to interpret the morphological changes for specific clusters. This unbiased morphologic map of gene function revealed TRAF2/c-REL negative regulation of YAP1/WWTR1-responsive pathways. We confirmed this discovery of functional connectivity between the NF-κB pathway and Hippo pathway effectors at the transcriptional level, thereby expanding knowledge of these two signaling pathways that critically regulate tumor initiation and progression. We make the images and raw data publicly available, providing an initial morphological map of major biological pathways for future study. DOI: http://dx.doi.org/10.7554/eLife.24060.001 eLife Sciences Publications, Ltd 2017-03-18 /pmc/articles/PMC5386591/ /pubmed/28315521 http://dx.doi.org/10.7554/eLife.24060 Text en © 2017, Rohban et al http://creativecommons.org/licenses/by/4.0/ This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Computational and Systems Biology
Rohban, Mohammad Hossein
Singh, Shantanu
Wu, Xiaoyun
Berthet, Julia B
Bray, Mark-Anthony
Shrestha, Yashaswi
Varelas, Xaralabos
Boehm, Jesse S
Carpenter, Anne E
Systematic morphological profiling of human gene and allele function via Cell Painting
title Systematic morphological profiling of human gene and allele function via Cell Painting
title_full Systematic morphological profiling of human gene and allele function via Cell Painting
title_fullStr Systematic morphological profiling of human gene and allele function via Cell Painting
title_full_unstemmed Systematic morphological profiling of human gene and allele function via Cell Painting
title_short Systematic morphological profiling of human gene and allele function via Cell Painting
title_sort systematic morphological profiling of human gene and allele function via cell painting
topic Computational and Systems Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5386591/
https://www.ncbi.nlm.nih.gov/pubmed/28315521
http://dx.doi.org/10.7554/eLife.24060
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