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性别和病理生理学对高血压大鼠最佳药物选择的影响:精准医学的定量见解

Impact of sex and pathophysiology on optimal drug choice in hypertensive rats: quantitative insights for precision medicine.

作者信息

Ahmed Sameed, Sullivan Jennifer C, Layton Anita T

机构信息

Department of Applied Mathematics, University of Waterloo, Waterloo, ON, N2L 3G1, Canada.

Department of Physiology, Medical College of Georgia, Augusta University, Augusta, GA 30912, USA.

出版信息

iScience. 2021 Mar 20;24(4):102341. doi: 10.1016/j.isci.2021.102341. eCollection 2021 Apr 23.

Abstract

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.

摘要

接受治疗的高血压患者中,不到一半能成功使血压恢复正常。尽管高血压具有复杂性和异质性,但当前的降压指南并非针对个体患者制定。作为迈向个体化治疗的一步,我们构建了自发性高血压大鼠(SHR)血压调节的定量系统药理学模型,并生成了特定性别的SHR虚拟群体,以解释性别之间以及高血压病理生理学内部的异质性。然后,我们使用与机器学习工具相结合的机制模型,研究这些机制的变异性如何导致啮齿动物对四类主要降压药物产生不同反应。我们发现,性别和个体的病理生理特征在高血压治疗反应中都起着主要作用。这些结果为在人类原发性高血压中应用精准医学的潜在领域提供了见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b6fe/8047168/6def2b379a2c/fx1.jpg

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