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  3. UFMTrack, an Under-Flow Migration Tracker enabling analysis of the entire multi-step immune cell extravasation cascade across the blood-brain barrier in microfluidic devices.
 

UFMTrack, an Under-Flow Migration Tracker enabling analysis of the entire multi-step immune cell extravasation cascade across the blood-brain barrier in microfluidic devices.

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BORIS DOI
10.48620/87881
Date of Publication
April 15, 2025
Publication Type
Article
Division/Institute

Theodor Kocher Instit...

Physics Institute, La...

Data Science Lab (DSL...

Contributor
Vladymyrov, Mykhailo
Data Science Lab (DSL) Universität Bern
Theodor Kocher Institute (TKI)
Marchetti, Luca
Aydin, Sidar
Theodor Kocher Institute (TKI)
Soldati, Sasha G. N.
Theodor Kocher Institute (TKI)
Mossu, Adrien
Pal, Arindam
Gueissaz, Laurent
Ariga, Akitakaorcid-logo
Physics Institute, Laboratory for High Energy Physics (LHEP)
Engelhardt, Brittaorcid-logo
Theodor Kocher Institute (TKI)
Subject(s)

600 - Technology::610...

Series
eLife
ISSN or ISBN (if monograph)
2050-084X
Publisher
eLife Sciences Publications
Language
English
Publisher DOI
10.7554/eLife.91150
PubMed ID
40230092
Uncontrolled Keywords

automated analysis

blood-brain barrier

cell biology

cell tracking under f...

human

immunology

inflammation

leukocyte trafficking...

machine learning

microfluidics

mouse

Description
The endothelial blood-brain barrier (BBB) strictly controls immune cell trafficking into the central nervous system (CNS). In neuroinflammatory diseases such as multiple sclerosis, this tight control is, however, disturbed, leading to immune cell infiltration into the CNS. The development of in vitro models of the BBB combined with microfluidic devices has advanced our understanding of the cellular and molecular mechanisms mediating the multistep T-cell extravasation across the BBB. A major bottleneck of these in vitro studies is the absence of a robust and automated pipeline suitable for analyzing and quantifying the sequential interaction steps of different immune cell subsets with the BBB under physiological flow in vitro. Here, we present the under-flow migration tracker (UFMTrack) framework for studying immune cell interactions with endothelial monolayers under physiological flow. We then showcase a pipeline built based on it to study the entire multistep extravasation cascade of immune cells across brain microvascular endothelial cells under physiological flow in vitro. UFMTrack achieves 90% track reconstruction efficiency and allows for scaling due to the reduction of the analysis cost and by eliminating experimenter bias. This allowed for an in-depth analysis of all behavioral regimes involved in the multistep immune cell extravasation cascade. The study summarizes how UFMTrack can be employed to delineate the interactions of CD4+ and CD8+ T cells with the BBB under physiological flow. We also demonstrate its applicability to the other BBB models, showcasing broader applicability of the developed framework to a range of immune cell-endothelial monolayer interaction studies. The UFMTrack framework along with the generated datasets is publicly available in the corresponding repositories.
Handle
https://boris-portal.unibe.ch/handle/20.500.12422/210184
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FileFile TypeFormatSizeLicensePublisher/Copright statementContent
elife-91150-v1.pdftextAdobe PDF7.59 MBAttribution (CC BY 4.0)publishedOpen
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