Bayesian sparse regression for exposure–response analyses of efficacy and safety endpoints to justify the clinical dose of valemetostat for adult T-cell leukemia/lymphoma

IF 3.1 3区 医学 Q2 PHARMACOLOGY & PHARMACY
Masato Fukae, James Rogers, Ramon Garcia, Masaya Tachibana, Takako Shimizu
{"title":"Bayesian sparse regression for exposure–response analyses of efficacy and safety endpoints to justify the clinical dose of valemetostat for adult T-cell leukemia/lymphoma","authors":"Masato Fukae,&nbsp;James Rogers,&nbsp;Ramon Garcia,&nbsp;Masaya Tachibana,&nbsp;Takako Shimizu","doi":"10.1002/psp4.13203","DOIUrl":null,"url":null,"abstract":"<p>Valemetostat is an oral inhibitor of enhancer of zeste homolog (EZH) 2 and EZH1 approved in Japan for the treatment of adult T-cell leukemia/lymphoma (ATLL). To support the approved daily dose of 200 mg and inform dose adjustments in patients with ATLL, Bayesian exposure–response analyses were conducted using data from two clinical trials. The analyses included two efficacy endpoints, overall response by central and investigator assessments in patients with ATLL (<i>n</i> = 38, 150–200 mg), and six safety endpoints in patients with non-Hodgkin lymphoma (<i>n</i> = 102, 150–300 mg), which included grade ≥3 laboratory values for anemia, absolute neutrophil count decreased, and platelet count decreased; any grade ≥3 treatment-emergent adverse event (TEAE); and dose reductions and dose interruptions due to TEAEs. A slightly positive relationship was observed between unbound exposure and efficacy endpoints. A steeper relationship was observed in safety endpoints, compared with efficacy. Candidate covariate effects, except intercepts of the baseline laboratory values, were regularized via spike and slab priors in a Bayesian framework; only the laboratory values for corresponding hematologic TEAEs were shown to be of substantial impact. The target exposure range was established by defining a modified region of practical equivalence (184–887 ng·h/mL), which was expected to provide satisfactory efficacy and acceptable safety within the range of available exposure data. The simulated exposure range considering inter-individual variability showed that 200 mg could reach target exposure in the overall population and across subpopulations of interest, supporting the use of valemetostat 200 mg in patients with ATLL.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"13 10","pages":"1655-1669"},"PeriodicalIF":3.1000,"publicationDate":"2024-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11494914/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"CPT: Pharmacometrics & Systems Pharmacology","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/psp4.13203","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

Abstract

Valemetostat is an oral inhibitor of enhancer of zeste homolog (EZH) 2 and EZH1 approved in Japan for the treatment of adult T-cell leukemia/lymphoma (ATLL). To support the approved daily dose of 200 mg and inform dose adjustments in patients with ATLL, Bayesian exposure–response analyses were conducted using data from two clinical trials. The analyses included two efficacy endpoints, overall response by central and investigator assessments in patients with ATLL (n = 38, 150–200 mg), and six safety endpoints in patients with non-Hodgkin lymphoma (n = 102, 150–300 mg), which included grade ≥3 laboratory values for anemia, absolute neutrophil count decreased, and platelet count decreased; any grade ≥3 treatment-emergent adverse event (TEAE); and dose reductions and dose interruptions due to TEAEs. A slightly positive relationship was observed between unbound exposure and efficacy endpoints. A steeper relationship was observed in safety endpoints, compared with efficacy. Candidate covariate effects, except intercepts of the baseline laboratory values, were regularized via spike and slab priors in a Bayesian framework; only the laboratory values for corresponding hematologic TEAEs were shown to be of substantial impact. The target exposure range was established by defining a modified region of practical equivalence (184–887 ng·h/mL), which was expected to provide satisfactory efficacy and acceptable safety within the range of available exposure data. The simulated exposure range considering inter-individual variability showed that 200 mg could reach target exposure in the overall population and across subpopulations of interest, supporting the use of valemetostat 200 mg in patients with ATLL.

Abstract Image

贝叶斯稀疏回归用于疗效和安全性终点的暴露-反应分析,以证明伐麦司他治疗成人T细胞白血病/淋巴瘤的临床剂量是合理的。
Valemetostat 是一种口服的泽斯特同源增强子 (EZH) 2 和 EZH1 抑制剂,已在日本获批用于治疗成人 T 细胞白血病/淋巴瘤 (ATLL)。为了支持获批的每日 200 毫克剂量并为 ATLL 患者的剂量调整提供信息,我们利用两项临床试验的数据进行了贝叶斯暴露-反应分析。分析包括两个疗效终点,即根据中央评估和研究者评估得出的ATLL患者的总体反应(n = 38,150-200 mg),以及非霍奇金淋巴瘤患者的六个安全性终点(n = 102,150-300 mg),其中包括≥3级的贫血、绝对中性粒细胞计数减少和血小板计数减少等实验室值;任何≥3级的治疗突发不良事件(TEAE);以及因TEAE导致的剂量减少和剂量中断。在非结合暴露和疗效终点之间观察到轻微的正相关关系。与疗效终点相比,安全性终点的关系更为陡峭。除了基线实验室值的截距外,在贝叶斯框架中通过尖峰先验和板块先验对候选协变量效应进行了正则化处理;结果表明,只有相应血液学 TEAEs 的实验室值具有重大影响。目标暴露范围是通过定义修改后的实际等效区域(184-887 ng-h/mL)确定的,该区域有望在现有暴露数据范围内提供令人满意的疗效和可接受的安全性。考虑到个体间变异性的模拟暴露范围显示,200 毫克可在总体人群和相关亚人群中达到目标暴露量,支持在 ATLL 患者中使用伐麦司他 200 毫克。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
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:481959085
Book学术官方微信