Evidence map›Paper›PMID 40684069›Full record

ArticleBulletin of mathematical biology2025

Understanding Immune Dynamics in Liver Transplant Through Mathematical Modeling.

Julia Bruner, Kyle Adams, Skylar Grey, Mahya Aghaee, Sergio Duarte, Ali Zarrinpar, Helen Moore

Abstract read
In one paragraph

Article in Bulletin of mathematical biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

7 authors.

Julia BrunerDepartment of Surgery, College of Medicine, University of Florida, Gainesville, FL, USA. juliabruner@ufl.edu.ORCID http://orcid.org/0000-0002-6790-5096
Kyle AdamsDepartment of Mathematics, College of Liberal Arts and Sciences, University of Florida, Gainesville, FL, USA.ORCID http://orcid.org/0009-0006-2846-1564
Skylar GreyDepartment of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA.ORCID http://orcid.org/0000-0003-0852-0070
Mahya AghaeeDepartment of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA.ORCID http://orcid.org/0000-0001-9635-7298
Sergio DuarteDepartment of Surgery, College of Medicine, University of Florida, Gainesville, FL, USA.ORCID http://orcid.org/0000-0003-1036-6850
Ali ZarrinparDepartment of Surgery, College of Medicine, University of Florida, Gainesville, FL, USA.ORCID http://orcid.org/0000-0002-6812-1816
Helen MooreDepartment of Medicine, College of Medicine, University of Florida, Gainesville, FL, USA. helen.moore@medicine.ufl.edu.ORCID http://orcid.org/0000-0002-2185-2785

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Liver transplant can be a life-saving procedure for patients with end-stage liver disease. With the introduction of modern immunosuppressive therapies, short-term survival has significantly improved. However, long-term survival has not substantially improved in decades. Consequently, causes of death are now more likely to be due to the toxicities and side-effects of long-term immunosuppression rather than rejection. In order to study the balance of immunosuppression and rejection, we developed the first mechanistic mathematical model of liver transplant and immune system dynamics. We determined key cells and interactions in the model using literature information; we then used sensitivity analysis to determine key pathways driving the health status of the transplanted liver. We found that dynamics related to cytotoxic T cells and IL-2, in addition to the liver itself, are key determinants of liver graft injury. This has significant implications for the use of tests to monitor patients, and therapeutic strategies to prevent or treat liver transplantation rejection. Future work to collect appropriate data and parametrize the model would be valuable in improving our understanding of the dynamics of this system. We also note that our model could be tailored to model transplant of other organs.

Indexed as

Liver TransplantationModels, ImmunologicalComputer SimulationGraft RejectionHumansImmunosuppression TherapyImmunosuppressive AgentsInterleukin-2LiverMathematical ConceptsT-Lymphocytes, CytotoxicImmunosuppressive AgentsInterleukin-2Global sensitivity analysisImmunosuppression therapy optimizationLiver transplantationMechanistic mathematical modelOrdinary differential equations (ODEs)Transplant rejection

Identifiers

PMID40684069
PMCPMC12276165

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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.