用多尺度定量系统毒理学和pbpk -毒理学预测模型框架减轻曲妥珠单抗-阿霉素心脏毒性。

IF 3 3区 医学 Q2 PHARMACOLOGY & PHARMACY
Sijia Yu, Hardik Mody, Tanaya R Vaidya, Leonid Kagan, Sihem Ait-Oudhia
{"title":"用多尺度定量系统毒理学和pbpk -毒理学预测模型框架减轻曲妥珠单抗-阿霉素心脏毒性。","authors":"Sijia Yu, Hardik Mody, Tanaya R Vaidya, Leonid Kagan, Sihem Ait-Oudhia","doi":"10.1002/psp4.70087","DOIUrl":null,"url":null,"abstract":"<p><p>Doxorubicin (DOX) and trastuzumab (TmAb) are widely used to treat HER2-positive breast cancer (BC), as monotherapies and in combination (DOX + TmAb). While highly effective, their combined use significantly increases the risk of irreversible cardiotoxicity, posing a major clinical concern. B-type natriuretic peptide (BNP) and NT-proBNP are serum biomarkers of early cardiotoxicity. Understanding the dynamic relationship between these biomarkers and intracellular apoptosis pathways is key to predicting and mitigating treatment-induced cardiotoxicity. This study aims to extend a previously developed multiscale modeling framework of DOX-induced cardiotoxicity to include DOX + TmAb combinatorial effects and to predict clinical outcomes. Human cardiomyocytes were exposed to different concentrations of DOX, TmAb, DOX + TmAb, or control for 96 h. Time-course data for caspase-9 and -3 expression, cell viability, and BNP were collected and used to develop mathematical models for intracellular apoptosis-signaling protein dynamics, cardiomyocyte viability, and cardiomyocyte injury biomarkers. The cellular model was scaled up to humans with a previously published TmAb human PBPK model using NT-proBNP data and evaluated with left ventricular ejection fraction measurements. The quantitative systems toxicology (QST) model successfully captured in vitro dynamic data across treatment groups. Caspase-3 drove the cardiomyocyte-death model. Multiplicative and additive relationships characterized drug interactions to reflect the enhanced cardiotoxicity seen with DOX + TmAb. The predicted clinical BNP changes were consistent with LVEF dynamics from BC patients treated with TmAb. The QST-PBPK model bridges in vitro experimental findings with clinical cardiotoxicity outcomes. It provides a predictive tool for cardiotoxicity, aiding potentially in dose optimization and clinical monitoring for HER2-positive BC patients.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":" ","pages":""},"PeriodicalIF":3.0000,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Mitigating Trastuzumab-Doxorubicin Cardiotoxicity With Multiscale Quantitative Systems Toxicology and PBPK-Toxicodynamic Predictive Modeling Framework.\",\"authors\":\"Sijia Yu, Hardik Mody, Tanaya R Vaidya, Leonid Kagan, Sihem Ait-Oudhia\",\"doi\":\"10.1002/psp4.70087\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Doxorubicin (DOX) and trastuzumab (TmAb) are widely used to treat HER2-positive breast cancer (BC), as monotherapies and in combination (DOX + TmAb). While highly effective, their combined use significantly increases the risk of irreversible cardiotoxicity, posing a major clinical concern. B-type natriuretic peptide (BNP) and NT-proBNP are serum biomarkers of early cardiotoxicity. Understanding the dynamic relationship between these biomarkers and intracellular apoptosis pathways is key to predicting and mitigating treatment-induced cardiotoxicity. This study aims to extend a previously developed multiscale modeling framework of DOX-induced cardiotoxicity to include DOX + TmAb combinatorial effects and to predict clinical outcomes. Human cardiomyocytes were exposed to different concentrations of DOX, TmAb, DOX + TmAb, or control for 96 h. Time-course data for caspase-9 and -3 expression, cell viability, and BNP were collected and used to develop mathematical models for intracellular apoptosis-signaling protein dynamics, cardiomyocyte viability, and cardiomyocyte injury biomarkers. The cellular model was scaled up to humans with a previously published TmAb human PBPK model using NT-proBNP data and evaluated with left ventricular ejection fraction measurements. The quantitative systems toxicology (QST) model successfully captured in vitro dynamic data across treatment groups. Caspase-3 drove the cardiomyocyte-death model. Multiplicative and additive relationships characterized drug interactions to reflect the enhanced cardiotoxicity seen with DOX + TmAb. The predicted clinical BNP changes were consistent with LVEF dynamics from BC patients treated with TmAb. The QST-PBPK model bridges in vitro experimental findings with clinical cardiotoxicity outcomes. It provides a predictive tool for cardiotoxicity, aiding potentially in dose optimization and clinical monitoring for HER2-positive BC patients.</p>\",\"PeriodicalId\":10774,\"journal\":{\"name\":\"CPT: Pharmacometrics & Systems Pharmacology\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":3.0000,\"publicationDate\":\"2025-07-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"CPT: Pharmacometrics & Systems Pharmacology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1002/psp4.70087\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"PHARMACOLOGY & PHARMACY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"CPT: Pharmacometrics & Systems Pharmacology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1002/psp4.70087","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

摘要

多柔比星(DOX)和曲妥珠单抗(TmAb)广泛用于治疗her2阳性乳腺癌(BC),可作为单一疗法和联合疗法(DOX + TmAb)。虽然非常有效,但它们的联合使用显着增加了不可逆心脏毒性的风险,引起了主要的临床关注。b型利钠肽(BNP)和NT-proBNP是早期心脏毒性的血清生物标志物。了解这些生物标志物与细胞内凋亡途径之间的动态关系是预测和减轻治疗引起的心脏毒性的关键。本研究旨在扩展先前开发的DOX诱导心脏毒性的多尺度建模框架,以包括DOX + TmAb组合效应并预测临床结果。将人心肌细胞暴露于不同浓度的DOX、TmAb、DOX + TmAb或对照组中96小时。收集caspase-9和-3表达、细胞活力和BNP的时间过程数据,并用于建立细胞内凋亡信号蛋白动力学、心肌细胞活力和心肌细胞损伤生物标志物的数学模型。利用NT-proBNP数据,将细胞模型扩大到人类,使用先前发表的TmAb人类PBPK模型,并通过左心室射血分数测量进行评估。定量系统毒理学(QST)模型成功捕获了各治疗组的体外动态数据。Caspase-3驱动心肌细胞死亡模型。乘法和加性关系表征了药物相互作用,以反映DOX + TmAb所见的增强的心脏毒性。预测的临床BNP变化与接受TmAb治疗的BC患者LVEF动态一致。QST-PBPK模型将体外实验结果与临床心脏毒性结果联系起来。它提供了一种预测心脏毒性的工具,可能有助于her2阳性BC患者的剂量优化和临床监测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mitigating Trastuzumab-Doxorubicin Cardiotoxicity With Multiscale Quantitative Systems Toxicology and PBPK-Toxicodynamic Predictive Modeling Framework.

Doxorubicin (DOX) and trastuzumab (TmAb) are widely used to treat HER2-positive breast cancer (BC), as monotherapies and in combination (DOX + TmAb). While highly effective, their combined use significantly increases the risk of irreversible cardiotoxicity, posing a major clinical concern. B-type natriuretic peptide (BNP) and NT-proBNP are serum biomarkers of early cardiotoxicity. Understanding the dynamic relationship between these biomarkers and intracellular apoptosis pathways is key to predicting and mitigating treatment-induced cardiotoxicity. This study aims to extend a previously developed multiscale modeling framework of DOX-induced cardiotoxicity to include DOX + TmAb combinatorial effects and to predict clinical outcomes. Human cardiomyocytes were exposed to different concentrations of DOX, TmAb, DOX + TmAb, or control for 96 h. Time-course data for caspase-9 and -3 expression, cell viability, and BNP were collected and used to develop mathematical models for intracellular apoptosis-signaling protein dynamics, cardiomyocyte viability, and cardiomyocyte injury biomarkers. The cellular model was scaled up to humans with a previously published TmAb human PBPK model using NT-proBNP data and evaluated with left ventricular ejection fraction measurements. The quantitative systems toxicology (QST) model successfully captured in vitro dynamic data across treatment groups. Caspase-3 drove the cardiomyocyte-death model. Multiplicative and additive relationships characterized drug interactions to reflect the enhanced cardiotoxicity seen with DOX + TmAb. The predicted clinical BNP changes were consistent with LVEF dynamics from BC patients treated with TmAb. The QST-PBPK model bridges in vitro experimental findings with clinical cardiotoxicity outcomes. It provides a predictive tool for cardiotoxicity, aiding potentially in dose optimization and clinical monitoring for HER2-positive BC patients.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
5.00
自引率
11.40%
发文量
146
审稿时长
8 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信