Sarah Kim, Gezim Lahu, Majid Vakilynejad, Theodoros G Soldatos, David B Jackson, Lawrence J Lesko, Mirjam N Trame
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引用次数: 2
Abstract
Adverse drug reactions (ADRs) of targeted therapy drugs (TTDs) are frequently unexpected and long-term toxicities detract from exceptional efficacy of new TTDs. In this proof-of-concept study, we explored how molecular causation involved in trastuzumab-induced cardiotoxicity changes when trastuzumab was given in combination with doxorubicin, tamoxifen, paroxetine, or lapatinib. The data analytical platform Molecular Health Effect was utilized to map population ADR data from the US Food and Drug Administration (FDA) Adverse Event Reporting System to chemical and biological databases (such as UniProt and Reactome), for hypothesis generation regarding the underlying molecular mechanisms causing cardiotoxicity. Disproportionality analysis was used to assess the statistical relevance between adverse events of interest and molecular causation. Literature search was performed to compare the established hypotheses to published experimental findings. We found that the combination therapy of trastuzumab and doxorubicin may affect mitochondrial dysfunction in cardiomyocytes through different molecular pathways such as BCL-X and PGC-1α proteins, leading to a synergistic effect of cardiotoxicity. We found, on the other hand, that trastuzumab-induced cardiotoxicity would be diminished by concomitant use of tamoxifen, paroxetine, and/or lapatinib. Tamoxifen and paroxetine may cause less cardiotoxicity through an increase in antioxidant activities, such as glutathione conjugation. Lapatinib may decrease the apoptotic effects in cardiomyocytes by altering the effects of trastuzumab on BCL-X proteins. This patient-centered systems-based approach provides, based on the trastuzumab-induced ADR cardiotoxicity, an example of how to apply reverse translation to investigate ADRs at the molecular pathway and target level to understand the causality and prevalence during drug development of novel therapeutics.
靶向治疗药物(TTDs)的药物不良反应(adr)往往是意想不到的,长期毒性削弱了新TTDs的卓越疗效。在这项概念验证研究中,我们探讨了曲妥珠单抗与阿霉素、他莫昔芬、帕罗西汀或拉帕替尼联合使用时,曲妥珠单抗诱导的心脏毒性变化的分子因果关系。利用数据分析平台Molecular Health Effect将美国食品和药物管理局(FDA)不良事件报告系统中的人群ADR数据映射到化学和生物数据库(如UniProt和Reactome),以生成关于导致心脏毒性的潜在分子机制的假设。歧化分析用于评估感兴趣的不良事件与分子原因之间的统计相关性。进行文献检索,将已建立的假设与已发表的实验结果进行比较。我们发现曲妥珠单抗和阿霉素联合治疗可能通过BCL-X和PGC-1α蛋白等不同的分子途径影响心肌细胞线粒体功能障碍,从而导致心脏毒性的协同作用。另一方面,我们发现曲妥珠单抗引起的心脏毒性可以通过同时使用他莫昔芬、帕罗西汀和/或拉帕替尼来减轻。他莫昔芬和帕罗西汀可能通过增加抗氧化活性(如谷胱甘肽偶联)而减少心脏毒性。拉帕替尼可能通过改变曲妥珠单抗对BCL-X蛋白的作用来降低心肌细胞的凋亡效应。这种以患者为中心的基于系统的方法,基于曲妥珠单抗诱导的ADR心脏毒性,提供了一个如何应用反向翻译在分子途径和靶标水平上研究ADR的例子,以了解新疗法药物开发过程中的因果关系和患病率。