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Processes in DNA damage response from a whole-cell multi-omics perspective

Technological advances have made it feasible to collect multi-condition multi-omic time courses of cellular response to perturbation, but the complexity of these datasets impedes discovery due to challenges in data management, analysis, visualization, and interpretation. Here, we report a whole-cell...

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Autores principales: Pino, James C., Lubbock, Alexander L.R., Harris, Leonard A., Gutierrez, Danielle B., Farrow, Melissa A., Muszynski, Nicole, Tsui, Tina, Sherrod, Stacy D., Norris, Jeremy L., McLean, John A., Caprioli, Richard M., Wikswo, John P., Lopez, Carlos F.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9633746/
https://www.ncbi.nlm.nih.gov/pubmed/36339253
http://dx.doi.org/10.1016/j.isci.2022.105341
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author Pino, James C.
Lubbock, Alexander L.R.
Harris, Leonard A.
Gutierrez, Danielle B.
Farrow, Melissa A.
Muszynski, Nicole
Tsui, Tina
Sherrod, Stacy D.
Norris, Jeremy L.
McLean, John A.
Caprioli, Richard M.
Wikswo, John P.
Lopez, Carlos F.
author_facet Pino, James C.
Lubbock, Alexander L.R.
Harris, Leonard A.
Gutierrez, Danielle B.
Farrow, Melissa A.
Muszynski, Nicole
Tsui, Tina
Sherrod, Stacy D.
Norris, Jeremy L.
McLean, John A.
Caprioli, Richard M.
Wikswo, John P.
Lopez, Carlos F.
author_sort Pino, James C.
collection PubMed
description Technological advances have made it feasible to collect multi-condition multi-omic time courses of cellular response to perturbation, but the complexity of these datasets impedes discovery due to challenges in data management, analysis, visualization, and interpretation. Here, we report a whole-cell mechanistic analysis of HL-60 cellular response to bendamustine. We integrate both enrichment and network analysis to show the progression of DNA damage and programmed cell death over time in molecular, pathway, and process-level detail using an interactive analysis framework for multi-omics data. Our framework, Mechanism of Action Generator Involving Network analysis (MAGINE), automates network construction and enrichment analysis across multiple samples and platforms, which can be integrated into our annotated gene-set network to combine the strengths of networks and ontology-driven analysis. Taken together, our work demonstrates how multi-omics integration can be used to explore signaling processes at various resolutions and demonstrates multi-pathway involvement beyond the canonical bendamustine mechanism.
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spelling pubmed-96337462022-11-05 Processes in DNA damage response from a whole-cell multi-omics perspective Pino, James C. Lubbock, Alexander L.R. Harris, Leonard A. Gutierrez, Danielle B. Farrow, Melissa A. Muszynski, Nicole Tsui, Tina Sherrod, Stacy D. Norris, Jeremy L. McLean, John A. Caprioli, Richard M. Wikswo, John P. Lopez, Carlos F. iScience Article Technological advances have made it feasible to collect multi-condition multi-omic time courses of cellular response to perturbation, but the complexity of these datasets impedes discovery due to challenges in data management, analysis, visualization, and interpretation. Here, we report a whole-cell mechanistic analysis of HL-60 cellular response to bendamustine. We integrate both enrichment and network analysis to show the progression of DNA damage and programmed cell death over time in molecular, pathway, and process-level detail using an interactive analysis framework for multi-omics data. Our framework, Mechanism of Action Generator Involving Network analysis (MAGINE), automates network construction and enrichment analysis across multiple samples and platforms, which can be integrated into our annotated gene-set network to combine the strengths of networks and ontology-driven analysis. Taken together, our work demonstrates how multi-omics integration can be used to explore signaling processes at various resolutions and demonstrates multi-pathway involvement beyond the canonical bendamustine mechanism. Elsevier 2022-10-19 /pmc/articles/PMC9633746/ /pubmed/36339253 http://dx.doi.org/10.1016/j.isci.2022.105341 Text en © 2022 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Pino, James C.
Lubbock, Alexander L.R.
Harris, Leonard A.
Gutierrez, Danielle B.
Farrow, Melissa A.
Muszynski, Nicole
Tsui, Tina
Sherrod, Stacy D.
Norris, Jeremy L.
McLean, John A.
Caprioli, Richard M.
Wikswo, John P.
Lopez, Carlos F.
Processes in DNA damage response from a whole-cell multi-omics perspective
title Processes in DNA damage response from a whole-cell multi-omics perspective
title_full Processes in DNA damage response from a whole-cell multi-omics perspective
title_fullStr Processes in DNA damage response from a whole-cell multi-omics perspective
title_full_unstemmed Processes in DNA damage response from a whole-cell multi-omics perspective
title_short Processes in DNA damage response from a whole-cell multi-omics perspective
title_sort processes in dna damage response from a whole-cell multi-omics perspective
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9633746/
https://www.ncbi.nlm.nih.gov/pubmed/36339253
http://dx.doi.org/10.1016/j.isci.2022.105341
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