[Development of Preventive Methods for Drug-induced Cardiotoxicity Using a Large-scale Medical Information Database].

IF 0.3 4区 医学 Q4 PHARMACOLOGY & PHARMACY Yakugaku zasshi : Journal of the Pharmaceutical Society of Japan Pub Date : 2024-01-01 DOI:10.1248/yakushi.23-00164-2
Hirofumi Hamano, Yoshito Zamami, Soichiro Ushio, Takahiro Niimura, Mitsuhiro Goda, Yuki Izawa-Ishizawa, Keisuke Ishizawa
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Abstract

Cancer therapies have evolved considerably thereby substantially improving the survival of patients with cancer. However, cardiotoxicity, such as myocarditis and heart failure, induced by anticancer drugs, including immune checkpoint inhibitor(ICI)s and doxorubicin, present serious challenges. Numerous observations have indicated increased risks of cardiotoxicity- and cancer-related mortality in patients with drug-induced cardiotoxicity. Therefore, the prevention and management of drug-induced cardiotoxicity should be prioritized to enable sustainable long-term treatment while preserving patients' quality of life. Recently, medical research has been primarily focused on elucidation of therapeutic benefits and adverse events using medical big data, including worldwide databases of adverse events. The aim of the present study was to establish prevention strategies for drug-induced cardiotoxicity and advance data analytics. A data-driven approach was adopted to comprehensively analyze patient data and drug-induced cardiotoxicity. These data analytics revealed numerous risk factors, leading to the development of drugs that mitigate these factors. Furthermore, many unknown adverse events with molecularly targeted drugs were brought to light. Consequently, the importance of managing adverse events, guided by insights from data science, is predicted to increase. In this symposium review, we introduce our research exemplifying pharmaceutical studies utilizing medical big data. In particular, we discuss in detail the risk factors associated with myocarditis induced by immune checkpoint inhibitors along with prophylactic agents to mitigate doxorubicin-induced cardiotoxicity.

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[利用大型医疗信息数据库开发药物诱发心脏毒性的预防方法]。
癌症疗法有了长足的发展,从而大大提高了癌症患者的生存率。然而,包括免疫检查点抑制剂(ICI)和多柔比星在内的抗癌药物诱发的心肌炎和心力衰竭等心脏毒性带来了严峻的挑战。大量观察结果表明,药物引起的心脏毒性会增加患者心脏毒性和癌症相关死亡率的风险。因此,预防和管理药物诱发的心脏毒性应放在首位,以便在保持患者生活质量的同时,实现可持续的长期治疗。最近,医学研究主要集中在利用医疗大数据(包括全球不良事件数据库)阐明治疗效果和不良事件。本研究旨在建立药物诱发心脏毒性的预防策略,并推进数据分析。研究采用数据驱动方法,全面分析患者数据和药物诱发的心脏毒性。这些数据分析揭示了许多风险因素,从而开发出可减轻这些因素的药物。此外,还揭示了分子靶向药物的许多未知不良事件。因此,在数据科学洞察力的指导下管理不良事件的重要性预计将会增加。在本次专题讨论会的综述中,我们将介绍利用医疗大数据进行制药研究的实例研究。特别是,我们将详细讨论与免疫检查点抑制剂诱发的心肌炎相关的风险因素,以及减轻多柔比星诱发的心脏毒性的预防药物。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
0.60
自引率
0.00%
发文量
169
审稿时长
1 months
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