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Disruption of cancer cell functions by task-specific drug perturbations
Cancer expands clonally, capitalizing on the variations between growing cells. Cancer cells specialize in one or more functions to gain an advantage. This study examined the prediction that cells would be vulnerable to drugs that perturb their specific tasks. We analyzed the correlation between gene...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9386472/ https://www.ncbi.nlm.nih.gov/pubmed/35991905 http://dx.doi.org/10.3389/fphar.2022.934843 |
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author | Ahmed, Mahmoud Kim, Deok Ryong |
author_facet | Ahmed, Mahmoud Kim, Deok Ryong |
author_sort | Ahmed, Mahmoud |
collection | PubMed |
description | Cancer expands clonally, capitalizing on the variations between growing cells. Cancer cells specialize in one or more functions to gain an advantage. This study examined the prediction that cells would be vulnerable to drugs that perturb their specific tasks. We analyzed the correlation between gene expression and the response to drug perturbations in different cancer cells. Next, we assigned every cancer cell to an archetype based on gene expression. Finally, we calculated the enrichment of the cancer hallmark gene sets in each cell, archetypes, and response to drug treatment. We found that the extremes of gene expression were susceptible to change in response to perturbations. This correlation predicted the growth rate inhibition of breast cancer cells. Cancer hallmarks were enriched differently in the archetypes, and this enrichment predicted the cell’s response to perturbations. We present evidence that specialized cancer cells are sensitive to compounds that perturb their tasks. |
format | Online Article Text |
id | pubmed-9386472 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93864722022-08-19 Disruption of cancer cell functions by task-specific drug perturbations Ahmed, Mahmoud Kim, Deok Ryong Front Pharmacol Pharmacology Cancer expands clonally, capitalizing on the variations between growing cells. Cancer cells specialize in one or more functions to gain an advantage. This study examined the prediction that cells would be vulnerable to drugs that perturb their specific tasks. We analyzed the correlation between gene expression and the response to drug perturbations in different cancer cells. Next, we assigned every cancer cell to an archetype based on gene expression. Finally, we calculated the enrichment of the cancer hallmark gene sets in each cell, archetypes, and response to drug treatment. We found that the extremes of gene expression were susceptible to change in response to perturbations. This correlation predicted the growth rate inhibition of breast cancer cells. Cancer hallmarks were enriched differently in the archetypes, and this enrichment predicted the cell’s response to perturbations. We present evidence that specialized cancer cells are sensitive to compounds that perturb their tasks. Frontiers Media S.A. 2022-08-04 /pmc/articles/PMC9386472/ /pubmed/35991905 http://dx.doi.org/10.3389/fphar.2022.934843 Text en Copyright © 2022 Ahmed and Kim. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Pharmacology Ahmed, Mahmoud Kim, Deok Ryong Disruption of cancer cell functions by task-specific drug perturbations |
title | Disruption of cancer cell functions by task-specific drug perturbations |
title_full | Disruption of cancer cell functions by task-specific drug perturbations |
title_fullStr | Disruption of cancer cell functions by task-specific drug perturbations |
title_full_unstemmed | Disruption of cancer cell functions by task-specific drug perturbations |
title_short | Disruption of cancer cell functions by task-specific drug perturbations |
title_sort | disruption of cancer cell functions by task-specific drug perturbations |
topic | Pharmacology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9386472/ https://www.ncbi.nlm.nih.gov/pubmed/35991905 http://dx.doi.org/10.3389/fphar.2022.934843 |
work_keys_str_mv | AT ahmedmahmoud disruptionofcancercellfunctionsbytaskspecificdrugperturbations AT kimdeokryong disruptionofcancercellfunctionsbytaskspecificdrugperturbations |