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Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine
Less than half of all hypertensive patients receiving treatment are successful in normalizing their blood pressure. Despite the complexity and heterogeneity of hypertension, the current antihypertensive guidelines are not tailored to the individual patient. As a step toward individualized treatment,...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8047168/ https://www.ncbi.nlm.nih.gov/pubmed/33870137 http://dx.doi.org/10.1016/j.isci.2021.102341 |
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author | Ahmed, Sameed Sullivan, Jennifer C. Layton, Anita T. |
author_facet | Ahmed, Sameed Sullivan, Jennifer C. Layton, Anita T. |
author_sort | Ahmed, Sameed |
collection | PubMed |
description | Less than half of all hypertensive patients receiving treatment are successful in normalizing their blood pressure. Despite the complexity and heterogeneity of hypertension, the current antihypertensive guidelines are not tailored to the individual patient. As a step toward individualized treatment, we develop a quantitative systems pharmacology model of blood pressure regulation in the spontaneously hypertensive rat (SHR) and generate sex-specific virtual populations of SHRs to account for the heterogeneity between the sexes and within the pathophysiology of hypertension. We then used the mechanistic model integrated with machine learning tools to study how variability in these mechanisms leads to differential responses in rodents to the four primary classes of antihypertensive drugs. We found that both the sex and the pathophysiological profile of the individual play a major role in the response to hypertensive treatments. These results provide insight into potential areas to apply precision medicine in human primary hypertension. |
format | Online Article Text |
id | pubmed-8047168 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-80471682021-04-16 Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine Ahmed, Sameed Sullivan, Jennifer C. Layton, Anita T. iScience Article Less than half of all hypertensive patients receiving treatment are successful in normalizing their blood pressure. Despite the complexity and heterogeneity of hypertension, the current antihypertensive guidelines are not tailored to the individual patient. As a step toward individualized treatment, we develop a quantitative systems pharmacology model of blood pressure regulation in the spontaneously hypertensive rat (SHR) and generate sex-specific virtual populations of SHRs to account for the heterogeneity between the sexes and within the pathophysiology of hypertension. We then used the mechanistic model integrated with machine learning tools to study how variability in these mechanisms leads to differential responses in rodents to the four primary classes of antihypertensive drugs. We found that both the sex and the pathophysiological profile of the individual play a major role in the response to hypertensive treatments. These results provide insight into potential areas to apply precision medicine in human primary hypertension. Elsevier 2021-03-20 /pmc/articles/PMC8047168/ /pubmed/33870137 http://dx.doi.org/10.1016/j.isci.2021.102341 Text en © 2021 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 Ahmed, Sameed Sullivan, Jennifer C. Layton, Anita T. Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine |
title | Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine |
title_full | Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine |
title_fullStr | Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine |
title_full_unstemmed | Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine |
title_short | Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine |
title_sort | impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8047168/ https://www.ncbi.nlm.nih.gov/pubmed/33870137 http://dx.doi.org/10.1016/j.isci.2021.102341 |
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