Evidence map›Paper›PMID 42890972›Full record

ArticleFrontiers in immunology2026

An exploratory simulation of the optimization of leukocyte transmigration, indicating that barrier routing is governed by context-dependent biochemical cues rather than hardwired programs.

Piotr Religa, Michel-Edwar Mickael, Norwin Kubick, Jarosław Olav Horbańczuk, Mariusz Sacharczuk

Abstract read
In one paragraph

Article in Frontiers in immunology, 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

5 authors.

Piotr Religa *Department of Medicine, Karolinska Institute, Solna, Sweden.
Michel-Edwar Mickael *Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Jastrzebiec, Poland.
Norwin KubickDepartment of Biology, Institute of Plant Science and Microbiology, University of Hamburg, Hamburg, Germany.
Jarosław Olav Horbańczuk *Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Jastrzebiec, Poland.
Mariusz Sacharczuk *Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences, Jastrzebiec, Poland.

Funding

Institute of Genetics and Animal Biotechnology, Polish Academy of Sciences (IGBZ PAN) (2026)IUIS Rising Stars award (2024–2025)
6 · The paper itself

Abstract

Introduction: Leukocyte infiltration across the blood-brain barrier contributes to many neuroinflammatory disorders, yet the physical mechanisms that determine how immune cells cross the barrier remain incompletely understood. In particular, it is unclear how leukocytes choose between paracellular migration through endothelial junctions and transcellular migration through the endothelial cell body. This question is especially relevant during central nervous system inflammation, where different T-lymphocyte subsets, including Th1 and Th17 cells, appear to preferentially use distinct migration routes. Previous studies have examined individual mechanical forces or upstream biochemical signaling pathways, but these approaches have not provided a unified framework that considers the energetic contributions of both the leukocyte and the deforming endothelium. Methods: To address this, we developed a two-route energy minimization model that incorporates an anisotropic, fiber-reinforced hyperelastic model, junctional unzipping, Helfrich membrane bending, caveolar vesicle fusion, and cytokine-dependent signaling. Model parameters were optimized, and route switching was evaluated using Sobol global sensitivity analysis to determine which specific mechanical and signaling parameters independently drive route switching rather than merely scaling overall energy magnitude. Results: The model reproduced the experimental validation conditions used in this study and identified distinct regimes of mechanical control. Under IFN-γ-dominant conditions, route selection was influenced primarily by ICAM-1 adhesion kinetics. Under IL-17-dominant conditions, control shifted toward PECAM-1-related physical properties and their nonlinear interactions, which accounted for 76% of the variance in route switching. Discussion: These exploratory findings suggest that leukocyte transmigration is shaped by local biochemical conditions together with the mechanical properties of the endothelial barrier, rather than by a single fixed migration program. Mapping the associated energetic landscape may help clarify the physical factors governing immune-cell entry into the central nervous system and provide a framework for studying mechanisms that regulate leukocyte trafficking during neuroinflammation.

Indexed as

Blood-Brain BarrierLeukocytesTransendothelial and Transepithelial MigrationAnimalsCell MovementComputer SimulationEndothelial CellsHumansIntercellular Adhesion Molecule-1Models, BiologicalSignal TransductionIntercellular Adhesion Molecule-1mathematical modelingparacellular and transcellular transportT cellTh1Th17

Identifiers

PMID42890972
PMCPMC13672675

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.