Uncovering the interleukin-12 pharmacokinetic desensitization mechanism and its consequences with mathematical modeling

IF 3.1 3区 医学 Q2 PHARMACOLOGY & PHARMACY CPT: Pharmacometrics & Systems Pharmacology Pub Date : 2024-10-16 DOI:10.1002/psp4.13258
Jonathon DeBonis, Omid Veiseh, Oleg A. Igoshin
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Abstract

The cytokine interleukin-12 (IL-12) is a potential immunotherapy because of its ability to induce a Th1 immune response. However, success in the clinic has been limited due to a phenomenon called IL-12 desensitization – the trend where repeated exposure to IL-12 leads to reduced IL-12 concentrations (pharmacokinetics) and biological effects (pharmacodynamics). Here, we investigated IL-12 pharmacokinetic desensitization via a modeling approach to (i) validate proposed mechanisms in literature and (ii) develop a mathematical model capable of predicting IL-12 pharmacokinetic desensitization. Two potential causes of IL-12 pharmacokinetic desensitization were identified: increased clearance or reduced bioavailability of IL-12 following repeated doses. Increased IL-12 clearance was previously proposed to occur due to the upregulation of IL-12 receptor on T cells that causes increased receptor-mediated clearance in the serum. However, our model with this mechanism, the accelerated-clearance model, failed to capture trends in clinical trial data. Alternatively, our novel reduced-bioavailability model assumed that upregulation of IL-12 receptor on T cells in the lymphatic system leads to IL-12 sequestration, inhibiting the transport to the blood. This model accurately fits IL-12 pharmacokinetic data from three clinical trials, supporting its biological relevance. Using this model, we analyzed the model parameter space to illustrate that IL-12 desensitization occurs over a robust range of parameter values and to identify the conditions required for desensitization. We next simulated local, continuous IL-12 delivery and identified several methods to mitigate systemic IL-12 exposure. Ultimately, our results provide quantitative validation of our proposed mechanism and allow for accurate prediction of IL-12 pharmacokinetics over repeated doses.

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用数学建模揭示白细胞介素-12 药代动力学脱敏机制及其后果。
细胞因子白细胞介素-12(IL-12)具有诱导 Th1 免疫反应的能力,因此是一种潜在的免疫疗法。然而,由于IL-12脱敏现象--即反复暴露于IL-12导致IL-12浓度(药代动力学)和生物效应(药效学)降低的趋势--的存在,该疗法在临床上的成功率受到了限制。在此,我们通过建模方法研究了 IL-12 药代动力学脱敏现象,以(i)验证文献中提出的机制,(ii)建立一个能够预测 IL-12 药代动力学脱敏现象的数学模型。IL-12药动学脱敏有两个潜在原因:重复剂量后IL-12的清除率增加或生物利用度降低。以前曾有人提出,IL-12清除率增加是由于T细胞上IL-12受体上调导致血清中受体介导的清除率增加。然而,我们的加速清除模型未能捕捉到临床试验数据的趋势。另外,我们的新型生物利用度降低模型假定淋巴系统中 T 细胞上 IL-12 受体的上调会导致 IL-12 封存,从而抑制向血液的转运。该模型准确地拟合了三项临床试验的 IL-12 药代动力学数据,证明了其生物学相关性。利用该模型,我们分析了模型参数空间,以说明 IL-12 脱敏发生在参数值的稳健范围内,并确定了脱敏所需的条件。接下来,我们模拟了局部、持续的 IL-12 递送,并确定了几种减轻全身 IL-12 暴露的方法。最终,我们的结果为我们提出的机制提供了定量验证,并能准确预测重复剂量下的 IL-12 药代动力学。
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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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