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利用建模和模拟优化表观遗传修饰药物的治疗窗口。

Leveraging modeling and simulation to optimize the therapeutic window for epigenetic modifier drugs.

机构信息

Roche Pharma Research & Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Grenzacherstrasse 124, CH-4070 Basel, Switzerland.

Roche Pharma Research & Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Grenzacherstrasse 124, CH-4070 Basel, Switzerland.

出版信息

Pharmacol Ther. 2022 Jul;235:108162. doi: 10.1016/j.pharmthera.2022.108162. Epub 2022 Feb 18.

Abstract

Dysregulated epigenetic processes can lead to altered gene expression and give rise to malignant transformation and tumorigenesis. Epigenetic drugs aim to revert the phenotype of cancer cells to normally functioning cells, and are developed and applied to treat both hematological and solid cancers. Despite this promising therapeutic avenue, the successful development of epigenetic modulators has been challenging. We argue that besides identifying the right responder patient population, the selection of an optimized dosing regimen is equally important. For the majority of epigenetic modulators, hematological adverse effects such as thrombocytopenia, anemia or neutropenia are frequently observed and may limit their therapeutic potential. Therefore, one of the key challenges is to identify a dosing regimen that maximizes drug efficacy and minimizes toxicity. This requires a good understanding of the quantitative relationship between the administered dose, the drug exposure and the magnitude and duration of drug response related to safety and efficacy. With case examples, we highlight how modeling and simulation has been successfully applied to address those questions. As an outlook, we suggest the combination of efficacy and safety prediction models that capture the quantitative, mechanistic relationships governing the balance between their safety and efficacy dynamics. A stepwise approach for its implementation is presented. Utilizing in silico explorations, the impact of dosing regimen on the therapeutic window can be explored. This will serve as a basis to select the most promising dosing regimen that maximizes efficacy while minimizing adverse effects and to increase the probability of success for the given epigenetic drug.

摘要

失调的表观遗传过程可导致基因表达改变,并引发恶性转化和肿瘤发生。表观遗传药物旨在使癌细胞的表型恢复为正常功能细胞,并被开发和应用于治疗血液系统和实体肿瘤。尽管这是一种很有前途的治疗途径,但开发表观遗传调节剂一直具有挑战性。我们认为,除了确定合适的应答患者人群外,选择优化的剂量方案同样重要。对于大多数表观遗传调节剂,血液学不良反应如血小板减少症、贫血或中性粒细胞减少症经常观察到,可能限制其治疗潜力。因此,关键挑战之一是确定能够最大化药物疗效并最小化毒性的剂量方案。这需要很好地理解给药剂量、药物暴露与与安全性和疗效相关的药物反应的幅度和持续时间之间的定量关系。通过案例示例,我们强调了建模和模拟如何成功应用于解决这些问题。作为展望,我们建议将疗效和安全性预测模型相结合,这些模型可以捕捉到安全性和疗效动态之间的定量、机制关系。提出了一种逐步实施的方法。利用计算机模拟探索,可以研究剂量方案对治疗窗口的影响。这将作为选择最有前途的剂量方案的基础,该方案可最大化疗效,同时最小化不良反应,并增加给定的表观遗传药物成功的可能性。

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