Evidence map›Paper›PMID 42816457›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

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

Mohammad R Nikmaneshi, Timothy P Padera, Lance L Munn

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Mohammad R NikmaneshiDepartment of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.ORCID https://orcid.org/0009-0001-4648-7067
Timothy P PaderaDepartment of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0002-3453-9384
Lance L MunnDepartment of Radiation Oncology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA.ORCID https://orcid.org/0000-0003-0698-7232

Funding

Targeting physical stress-driven mechanisms to overcome glioblastoma treatment resistanceU01CA261842 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI JAIN, RAKESH K., MUNN, LANCE L. · 2021 to 2025
$3.1M
Systems biology of lymphatic transportR01HL128168 · NHLBI · MASSACHUSETTS GENERAL HOSPITAL · PI MUNN, LANCE L., PADERA, TIMOTHY P · 2015 to 2019
$2.9M
Targeting lymph node metastases to block cancer progressionR01CA284372 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI TIMOTHY P PADERA · 2023 to 2026
$2.0M
Systems Biology of Antigen and T-Cell Transport in Cancer ImmunotherapyR01CA284603 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI Lance L. Munn, TIMOTHY P PADERA · 2023 to 2026
$1.9M
Vascularized tumor explants for drug testingR01CA247441 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI MUNN, LANCE L. · 2021 to 2025
$1.9M
Multiplexed device for rapid coagulopathy testingR21EB031982 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI HARDIN, CHARLES COREY, MUNN, LANCE L. · 2021 to 2021
$462k
Reversing aging-induced lymphatic dysfunction to improve immune functionR21AG072205 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI PADERA, TIMOTHY P · 2022 to 2023
$458k
NCI NIH HHS R01 CA247441NCI NIH HHS R01CA247441NCI NIH HHS R01 CA284372NCI NIH HHS R01 CA284603NCI NIH HHS R01CA284603NCI NIH HHS U01 CA261842NCI NIH HHS U01CA261842NHLBI NIH HHS R01 HL128168NIA NIH HHS R21 AG072205NIBIB NIH HHS R21 EB031982
6 · The paper itself

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.

Indexed as

antigencancer vaccinationoverall immune hotnesssuppressive factorssystemic immunitytumor immune hotness

Identifiers

PMID42816457
PMCPMC13627076

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.