Semi-mechanistic population PK/PD model to aid clinical understanding of myelodysplastic syndromes following treatment with Venetoclax and Azacitidine.

IF 3.1 3区 医学 Q2 PHARMACOLOGY & PHARMACY
Neha Thakre, Corinna Maier, Jiuhong Zha, Benjamin Engelhardt, Johannes E Wolff, Sven Mensing
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引用次数: 0

Abstract

Myelodysplastic syndromes (MDS) represent a group of bone marrow disorders involving cytopenias, hypercellular bone marrow, and dysplastic hematopoietic progenitors. MDS remains a challenge to treat due to the complex interplay between disease-induced and treatment-related cytopenias. Venetoclax, a selective BCL-2 inhibitor, in combination with azacitidine, a hypomethylating agent, is currently being investigated in patients with previously untreated higher-risk MDS. We present an integrated semi-mechanistic pharmacokinetic/pharmacodynamic (PK/PD) model developed using preliminary clinical data from an ongoing Phase 1b study evaluating the safety and efficacy of venetoclax in combination with azacitidine in treatment-naïve patients with higher-risk MDS. Longitudinal data from 57 patients were used to develop the model, which accounted for venetoclax PK and azacitidine treatment to describe time dynamics of bone marrow blasts, neutrophils, red blood cells, and platelets. The proliferation and maturation of progenitor cells in the bone marrow to peripheral cells is described via three parallel connected transit models including feedback terms. The model also accounted for bone marrow crowding and its impact on hematopoiesis. Model validation demonstrated adequate goodness-of-fit, visual and numerical predictive checks. Model predicted complete remission (CR) rates and marrow complete remission (mCR) rates closely matched observed rates in the clinical study, and simulated efficacy (recovery of blast count, CR, and mCR rates) and safety (neutropenia and thrombocytopenia) endpoints aligned with expected outcomes from various dosing regimens. Importantly, the semi-mechanistic model may aid understanding and discriminating between disease-driven and drug-induced cytopenias.

半机械性人群PK/PD模型,以帮助临床理解在Venetoclax和阿扎胞苷治疗后的骨髓增生异常综合征。
骨髓增生异常综合征(MDS)是一组涉及细胞减少、骨髓细胞增多和造血祖细胞增生异常的骨髓疾病。由于疾病引起的和治疗相关的细胞减少症之间复杂的相互作用,MDS仍然是一个治疗挑战。Venetoclax是一种选择性BCL-2抑制剂,目前正在研究与阿扎胞苷(一种低甲基化药物)联合应用于先前未经治疗的高风险MDS患者。我们提出了一个综合的半机械药代动力学/药效学(PK/PD)模型,该模型基于一项正在进行的1b期研究的初步临床数据,该研究评估了venetoclax联合阿扎胞苷治疗treatment-naïve高危MDS患者的安全性和有效性。来自57名患者的纵向数据用于开发模型,该模型考虑了venetoclax PK和阿扎胞苷治疗来描述骨髓母细胞、中性粒细胞、红细胞和血小板的时间动态。骨髓祖细胞向外周细胞的增殖和成熟是通过包括反馈项在内的三个平行连接的传递模型来描述的。该模型还考虑了骨髓拥挤及其对造血的影响。模型验证显示了足够的拟合优度,视觉和数值预测检查。模型预测的完全缓解(CR)率和骨髓完全缓解(mCR)率与临床研究中观察到的完全缓解率密切匹配,模拟的疗效(细胞计数恢复、CR和mCR率)和安全性(中性粒细胞减少症和血小板减少症)终点与各种给药方案的预期结果一致。重要的是,半机制模型可能有助于理解和区分疾病驱动和药物诱导的细胞减少。
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
5.00
自引率
11.40%
发文量
146
审稿时长
8 weeks
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