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半机制性群体药代动力学/药效学模型,以辅助临床理解维奈克拉和阿扎胞苷治疗后的骨髓增生异常综合征。

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

作者信息

Thakre Neha, Maier Corinna, Zha Jiuhong, Engelhardt Benjamin, Wolff Johannes E, Mensing Sven

机构信息

Clinical Pharmacology, AbbVie Inc., Ludwigshafen am Rhein, Germany.

Clinical Pharmacology, AbbVie Inc., North Chicago, Illinois, USA.

出版信息

CPT Pharmacometrics Syst Pharmacol. 2025 Mar;14(3):448-459. doi: 10.1002/psp4.13284. Epub 2024 Dec 9.

DOI:10.1002/psp4.13284
PMID:39654391
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11919261/
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.

摘要

骨髓增生异常综合征(MDS)是一组涉及血细胞减少、骨髓细胞增多以及造血祖细胞发育异常的骨髓疾病。由于疾病诱导的血细胞减少和治疗相关的血细胞减少之间存在复杂的相互作用,MDS的治疗仍然是一项挑战。维奈克拉是一种选择性BCL-2抑制剂,与一种去甲基化药物阿扎胞苷联合使用,目前正在先前未接受治疗的高危MDS患者中进行研究。我们展示了一个综合的半机制药代动力学/药效学(PK/PD)模型,该模型是利用一项正在进行的1b期研究的初步临床数据开发的,该研究评估了维奈克拉与阿扎胞苷联合使用对初治高危MDS患者的安全性和疗效。来自57名患者的纵向数据被用于开发该模型,该模型考虑了维奈克拉的药代动力学和阿扎胞苷治疗,以描述骨髓原始细胞、中性粒细胞、红细胞和血小板的时间动态。骨髓中祖细胞向外周细胞的增殖和成熟通过三个包括反馈项的平行连接转运模型来描述。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、视觉和数值预测检验。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率密切匹配,并且模拟的疗效(原始细胞计数恢复、CR和mCR率)和安全性(中性粒细胞减少和血小板减少)终点与各种给药方案的预期结果一致。重要的是,这个半机制模型可能有助于理解和区分疾病驱动的血细胞减少和药物诱导的血细胞减少。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa0/11919261/a28707dc5e96/PSP4-14-448-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa0/11919261/680dbcf38a31/PSP4-14-448-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa0/11919261/3b5ddd27ae93/PSP4-14-448-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa0/11919261/a2a670001bb0/PSP4-14-448-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa0/11919261/a28707dc5e96/PSP4-14-448-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa0/11919261/680dbcf38a31/PSP4-14-448-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa0/11919261/3b5ddd27ae93/PSP4-14-448-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/faa0/11919261/a2a670001bb0/PSP4-14-448-g003.jpg
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本文引用的文献

1
A phase 1b study of venetoclax and azacitidine combination in patients with relapsed or refractory myelodysplastic syndromes. Venetoclax 与阿扎胞苷联合治疗复发或难治性骨髓增生异常综合征患者的 1b 期研究。
Am J Hematol. 2023 Feb;98(2):272-281. doi: 10.1002/ajh.26771. Epub 2022 Nov 10.
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Venetoclax exposure-efficacy and exposure-safety relationships in patients with treatment-naïve acute myeloid leukemia who are ineligible for intensive chemotherapy.初治且不适合强化化疗的急性髓系白血病患者中,venetoclax 的暴露-疗效和暴露-安全性关系。
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Nature or Nurture? Role of the Bone Marrow Microenvironment in the Genesis and Maintenance of Myelodysplastic Syndromes.
先天还是后天?骨髓微环境在骨髓增生异常综合征发生及维持中的作用
Cancers (Basel). 2021 Aug 16;13(16):4116. doi: 10.3390/cancers13164116.
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Kinetic-Pharmacodynamic Model of Platelet Time Course in Patients With Moderate-to-Severe Atopic Dermatitis Treated With Oral Janus Kinase 1 Inhibitor Abrocitinib.Janus 激酶 1 口服抑制剂阿布昔替尼治疗中重度特应性皮炎患者血小板时间过程的药代动力学-药效学模型。
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Integrated Mechanistic Model of Minimal Residual Disease Kinetics With Venetoclax Therapy in Chronic Lymphocytic Leukemia.慢性淋巴细胞白血病中 Venetoclax 治疗与微小残留病动力学的综合机制模型。
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