Optimizing Cancer Vaccinations Using a Physiologically‐Based Pharmacokinetic/Pharmacodynamic (PBPK/PD) Model

ABSTRACT Antigen‐based tumor vaccines rely on adjuvants to stimulate local inflammation, recruit antigen‐presenting cells (APCs), and enhance immune activation. However, the complex interplay between antigen transport, lymphatic drainage, and immune cell dynamics across organs remains poorly understood, limiting the rational design of vaccination strategies. Here, we present a multiscale compartmental Physiologically Based Pharmacokinetic/Pharmacodynamic (PBPK/PD) model of antigen vaccination that integrates systemic circulation, lymphatic connectivity, and immune cell activation at the whole‐body level. The model incorporates arterial, venous, and lymphatic flows, organ‐specific interstitium and lymph node (LN) networks, and a superficial skin network. The model reproduces spatiotemporal distributions of antigen and suppressive factors, APC activation, and nT priming across activation sites, including LNs and spleen. Our results show that the sensitivity of vaccination‐induced immunity is highly related to antigen and suppressive factor production by the tumor, and that early‐stage vaccination enhances immunity. Since the model is able to identify optimal vaccination administration over the course of tumor growth for each patient with certain levels of antigen and immunosuppressive factors, it can serve as the foundation for digital twins of patients to help inform anti‐cancer vaccination strategies.

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Publication Details

Journal
Advanced Science
Published
2026-09-30
DOI
https://doi.org/10.1002/advs.78044
Primary Topic
Immunotherapy and Immune Responses
Type
article
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article

Optimizing Cancer Vaccinations Using a Physiologically‐Based Pharmacokinetic/Pharmacodynamic (PBPK/PD) Model

Lance L. Munn, Mohammadreza Nikmaneshi, Timothy P. Padera
Advanced Science
Immunotherapy and Immune Responses
article

Optimizing Cancer Vaccinations Using a Physiologically‐Based Pharmacokinetic/Pharmacodynamic (PBPK/PD) Model

Lance L. Munn, Mohammadreza Nikmaneshi, Timothy P. Padera
article en

Abstract

ABSTRACT Antigen‐based tumor vaccines rely on adjuvants to stimulate local inflammation, recruit antigen‐presenting cells (APCs), and enhance immune activation. However, the complex interplay between antigen transport, lymphatic drainage, and immune cell dynamics across organs remains poorly understood, limiting the rational design of vaccination strategies. Here, we present a multiscale compartmental Physiologically Based Pharmacokinetic/Pharmacodynamic (PBPK/PD) model of antigen vaccination that integrates systemic circulation, lymphatic connectivity, and immune cell activation at the whole‐body level. The model incorporates arterial, venous, and lymphatic flows, organ‐specific interstitium and lymph node (LN) networks, and a superficial skin network. The model reproduces spatiotemporal distributions of antigen and suppressive factors, APC activation, and nT priming across activation sites, including LNs and spleen. Our results show that the sensitivity of vaccination‐induced immunity is highly related to antigen and suppressive factor production by the tumor, and that early‐stage vaccination enhances immunity. Since the model is able to identify optimal vaccination administration over the course of tumor growth for each patient with certain levels of antigen and immunosuppressive factors, it can serve as the foundation for digital twins of patients to help inform anti‐cancer vaccination strategies.

Advanced Science
Harvard University (US), Massachusetts General Hospital (US)
Good health and well-being
Openalex Percentile: Top 19%
Immunotherapy and Immune Responses
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Optimizing Cancer Vaccinations Using a Physiologically‐Based Pharmacokinetic/Pharmacodynamic (PBPK/PD) Model — Lance L. Munn, Mohammadreza Nikmaneshi, et al. · Advanced Science (2026) | TGRS Research Map | TGRS