A quantitative systems pharmacology model to inform clinical translation of dynamic PKPD relationships of engineered IL-15.

IF 4.7 3区 医学 Q1 PHARMACOLOGY & PHARMACY
Louis R Joslyn, Mohammad Jafarnejad, Rajbharan Yadav, Patrick G Holder, Shomyseh Sanjabi, Vittal Shivva, Ke Liu, Irene Leung, Nargess Kiabi, Suzanne Schubbert, Matthew J Bernett, John R Desjarlais, Saroja Ramanujan, Iraj Hosseini
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引用次数: 0

Abstract

Interleukin-15 (IL-15) is a key pleiotropic cytokine involved in innate and adaptive immunity, promoting proliferation, differentiation, and effector function in lymphocytes. The biologic functions of IL-15 provide a rationale for developing IL-15 agonists as potential cancer treatment, however, IL-15 exhibits a short half-life thereby limiting its therapeutic potential. Recombinant human IL-15 therapies have faced challenges in pharmacokinetics (PK), pharmacodynamics (PD), and safety due to a lack of understanding of the mechanisms leading to expansion of specific immune cell subpopulations following IL-15 therapies. In this work, we develop a quantitative systems pharmacology (QSP) model to capture the dynamics of lymphocyte expansion in response to three engineered IL-15/IL-15Rα therapeutics: a potency engineered Fc-fusion referred to as Efbalropendekin alfa; a heterodimeric, PD-1 targeted cytokine assessed in non-clinical studies (PD1/IL15 TaCk); and an anti-respiratory syncytial virus targeted cytokine that serves as a non-binding isotype control (RSV/IL15 TaCk). The QSP model is able to capture systemic PK and lymphocyte expansion to each of the molecules across different dose levels, thereby offering insights into the complex relationship between PK and PD for these molecules. At molar matched doses, model simulations predict greater drug exposure in the terminal phase of the PK profile following treatment with Efbalropendekin alfa compared to PD1/IL15 TaCk due to the high levels of T cell expansion following administration of PD1/IL15 TaCk. Additionally, our results suggest that while the cell expansion levels in the blood are reflective of dynamics in the tissue, Efbalropendekin alfa and PD1/IL15 TaCk bind to different cell populations in the blood but similar cell populations in the tissue due to the relatively large number of PD1 expressing CD4+ and CD8+ T cells in tissue. Finally, we leverage our QSP modeling framework to generate virtual cohorts with various translational scenarios to make clinical PK/PD predictions in response to PD1/IL15 TaCk treatment. Overall, the systems modeling presented herein offers a novel approach to integrate non-clinical datasets, aid in translation, and support dosing decisions for cytokine-based therapies that activate the immune system and display a dynamic PK/PD relationship.

一个定量系统药理学模型,告知临床翻译的动态PKPD关系工程IL-15。
白细胞介素-15 (IL-15)是一种重要的多效细胞因子,参与先天免疫和适应性免疫,促进淋巴细胞的增殖、分化和效应功能。IL-15的生物学功能为开发IL-15激动剂作为潜在的癌症治疗提供了理论依据,然而,IL-15的半衰期较短,从而限制了其治疗潜力。由于缺乏对IL-15治疗后特异性免疫细胞亚群扩增机制的理解,重组人IL-15治疗在药代动力学(PK)、药效学(PD)和安全性方面面临挑战。在这项工作中,我们开发了一个定量系统药理学(QSP)模型来捕捉淋巴细胞对三种工程化IL-15/IL-15Rα治疗方法的反应动力学:一种效价工程化fc融合称为Efbalropendekin α;在非临床研究中评估的异二聚体PD-1靶向细胞因子(PD1/IL15 TaCk);以及一种抗呼吸道合胞病毒靶向细胞因子,作为非结合型对照(RSV/IL15 TaCk)。QSP模型能够在不同剂量水平下捕获系统PK和淋巴细胞对每种分子的扩张,从而深入了解这些分子的PK和PD之间的复杂关系。在摩尔匹配剂量下,模型模拟预测,与PD1/IL15 TaCk相比,Efbalropendekin α治疗后,由于PD1/IL15 TaCk治疗后T细胞扩增水平较高,因此在PK谱终末阶段的药物暴露程度更高。此外,我们的研究结果表明,虽然血液中的细胞扩增水平反映了组织中的动态,但由于组织中表达CD4+和CD8+ T细胞的PD1相对较多,Efbalropendekin α和PD1/IL15 TaCk与血液中不同的细胞群结合,但与组织中相似的细胞群结合。最后,我们利用我们的QSP建模框架来生成具有各种转化情景的虚拟队列,以对PD1/IL15 TaCk治疗的临床PK/PD进行预测。总的来说,本文提出的系统建模提供了一种新的方法来整合非临床数据集,帮助翻译,并支持基于细胞因子的疗法的剂量决定,这些疗法可以激活免疫系统并显示动态的PK/PD关系。
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
9.60
自引率
2.20%
发文量
248
审稿时长
50 days
期刊介绍: The journal publishes research articles, review articles and scientific commentaries on all aspects of the pharmaceutical sciences with emphasis on conceptual novelty and scientific quality. The Editors welcome articles in this multidisciplinary field, with a focus on topics relevant for drug discovery and development. More specifically, the Journal publishes reports on medicinal chemistry, pharmacology, drug absorption and metabolism, pharmacokinetics and pharmacodynamics, pharmaceutical and biomedical analysis, drug delivery (including gene delivery), drug targeting, pharmaceutical technology, pharmaceutical biotechnology and clinical drug evaluation. The journal will typically not give priority to manuscripts focusing primarily on organic synthesis, natural products, adaptation of analytical approaches, or discussions pertaining to drug policy making. Scientific commentaries and review articles are generally by invitation only or by consent of the Editors. Proceedings of scientific meetings may be published as special issues or supplements to the Journal.
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