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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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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. |
format | Online Article Text |
id | pubmed-9633746 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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