Uncovering the Interleukin-12 Pharmacokinetic Desensitization Mechanism and Its Consequences with Mathematical Modeling
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.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 5
- FWCI
- 0.75
- Field percentile
- top 36%
- Organism
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Mechanistic pathway modeling reveals how IL-10 generates pleiotropic immune responses
Quim Martí-Baena, Carolina Segura-Morales, … Luis Serrano·bioRxiv·Jun 7, 2026
- An adaptive control scheme for Interleukin-2 therapy
S. Khailaie, G. Montaseri, M. Meyer-Hermann·bioRxiv·Feb 21, 2020
- Interleukin-12 elicits a non-canonical response in B16 melanoma cells to enhance survival
C. Byrne-Hoffman, W. Deng, … D. J. Klinke·bioRxiv·Dec 17, 2019
- Mechanisms of a sustained anti-inflammatory drug response in alveolar macrophages unraveled with mathematical modeling
Elin Nyman, Maria Lindh, … Gunnar Cedersund·CPT Pharmacometrics & Systems PharmacologyPeer-reviewed·Nov 20, 2020
- Modeling the IL-2-Teff-Treg system in Systemic Lupus Erythematosus patients: possible mechanism and treatment strategies
Xin Gao, Xiaolin Sun, … Fangting Li·bioRxiv·May 14, 2020
- Post-transcriptional regulatory feedback encodes JAK-STAT signal memory of interferon stimulation
E. Kalliara, M. Kardynska, … P. Paszek·bioRxiv·May 13, 2022