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

IF 3 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
{"title":"Uncovering the interleukin-12 pharmacokinetic desensitization mechanism and its consequences with mathematical modeling","authors":"Jonathon DeBonis,&nbsp;Omid Veiseh,&nbsp;Oleg A. Igoshin","doi":"10.1002/psp4.13258","DOIUrl":null,"url":null,"abstract":"<p>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.</p>","PeriodicalId":10774,"journal":{"name":"CPT: Pharmacometrics & Systems Pharmacology","volume":"14 2","pages":"217-228"},"PeriodicalIF":3.0000,"publicationDate":"2024-10-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/psp4.13258","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"CPT: Pharmacometrics & Systems Pharmacology","FirstCategoryId":"3","ListUrlMain":"https://ascpt.onlinelibrary.wiley.com/doi/10.1002/psp4.13258","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

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.

Abstract Image

Abstract Image

Abstract Image

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
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。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
5.00
自引率
11.40%
发文量
146
审稿时长
8 weeks
期刊最新文献
Model-Informed Dosing Regimen of Sugemalimab for European Patients With Non-Small Cell Lung Cancer: Bridging From Asian Clinical Data. Population Pharmacokinetic-Pharmacodynamic Analysis of Zolpidem in Healthy Volunteers: Covariate Contributions to Variability in CNS Responses. Population Pharmacokinetics and Exposure-Response Analyses for Telisotuzumab Vedotin in Patients With c-Met Protein Overexpressing Tumors. Population PK-PD Modeling of Danicopan Add-On Therapy in Participants With Paroxysmal Nocturnal Hemoglobinuria Treated With Ravulizumab or Eculizumab. Population PK/PD Modeling for Evaluation of Intertwining Effects of Drug and Disease on Thrombocytopenia in Acute Leukemias.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1