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一个用于将CRISPR-Cas疗法从临床前研究转化到临床应用的定量系统药理学(QSP)平台。

A quantitative systems pharmacology (QSP) platform for preclinical to clinical translation of CRISPR-Cas therapy.

作者信息

Desai Devam A, Schmidt Stephan, Cristofoletti Rodrigo

机构信息

Center of Pharmacometrics and Systems Pharmacology, University of Florida, Orlando, FL, United States.

出版信息

Front Pharmacol. 2024 Sep 20;15:1454785. doi: 10.3389/fphar.2024.1454785. eCollection 2024.

Abstract

In-vivo CRISPR Cas genome editing is a complex therapy involving lipid nanoparticle (LNP), messenger RNA (mRNA), and single guide RNA (sgRNA). This novel modality requires prior modeling to predict dose-exposure-response relationships due to limited information on sgRNA and mRNA biodistribution. This work presents a QSP model to characterize, predict, and translate the Pharmacokinetics/Pharmacodynamics (PK/PD) of CRISPR therapies from preclinical species (mouse, non-human primate (NHP)) to humans using two case studies: transthyretin amyloidosis and LDL-cholesterol reduction. PK/PD data were sourced from literature. The QSP model incorporates mechanisms post-IV injection: 1) LNP binding to opsonins in liver vasculature; 2) Phagocytosis into the Mononuclear Phagocytotic System (MPS); 3) LNP internalization via endocytosis and LDL receptor-mediated endocytosis in the liver; 4) Cellular internalization and transgene product release; 5) mRNA and sgRNA disposition via exocytosis and clathrin-mediated endocytosis; 6) Renal elimination of LNP and sgRNA; 7) Exonuclease degradation of sgRNA and mRNA; 8) mRNA translation into Cas9 and RNP complex formation for gene editing. Monte-Carlo simulations were performed for 1000 subjects and showed a reduction in serum TTR. The rate of internalization in interstitial layer was 0.039 1/h in NHP and 0.007 1/h in humans. The rate of exocytosis was 6.84 1/h in mouse, 2690 1/h in NHP, and 775 1/h in humans. Pharmacodynamics were modeled using an indirect response model, estimating first-order degradation rate (0.493 1/d) and TTR reduction parameters in NHP. The QSP model effectively characterized biodistribution and dose-exposure relationships, aiding the development of these novel therapies. The utility of platform QSP model can be paramount in facilitating the discovery and development of these novel agents.

摘要

体内CRISPR Cas基因组编辑是一种复杂的治疗方法,涉及脂质纳米颗粒(LNP)、信使核糖核酸(mRNA)和单向导RNA(sgRNA)。由于关于sgRNA和mRNA生物分布的信息有限,这种新方法需要事先建模以预测剂量-暴露-反应关系。这项工作提出了一个定量系统药理学(QSP)模型,通过两个案例研究(转甲状腺素蛋白淀粉样变性和低密度脂蛋白胆固醇降低),来表征、预测和转化从临床前物种(小鼠、非人类灵长类动物(NHP))到人类的CRISPR治疗的药代动力学/药效学(PK/PD)。PK/PD数据来自文献。该QSP模型纳入了静脉注射后的机制:1)LNP与肝血管中的调理素结合;2)被单核吞噬细胞系统(MPS)吞噬;3)LNP通过内吞作用和肝脏中低密度脂蛋白受体介导的内吞作用内化;4)细胞内化和转基因产物释放;5)mRNA和sgRNA通过胞吐作用和网格蛋白介导的内吞作用处置;6)LNP和sgRNA经肾脏清除;7)sgRNA和mRNA被核酸外切酶降解;8)mRNA翻译成Cas9并形成用于基因编辑的核糖核蛋白复合物。对1000名受试者进行了蒙特卡洛模拟,结果显示血清转甲状腺素蛋白有所降低。在NHP中,间质层的内化速率为0.039 1/h,在人类中为0.007 1/h。胞吐速率在小鼠中为6.84 1/h,在NHP中为2690 1/h,在人类中为775 1/h。药效学使用间接反应模型进行建模,估计NHP中的一级降解速率(0.493 1/d)和转甲状腺素蛋白降低参数。该QSP模型有效地表征了生物分布和剂量-暴露关系,有助于这些新疗法的开发。平台QSP模型的效用对于促进这些新型药物的发现和开发可能至关重要。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/757e/11449743/5edebee64e52/fphar-15-1454785-g001.jpg

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