Evidence map›Paper›PMID 41495248›Full record

ArticleThe EMBO journal2026

Fast label-free live imaging with FlowVision reveals key principles of cancer cell arrest on endothelial monolayers.

Gautier Follain, Sujan Ghimire, Joanna W Pylvänäinen, Monika Vaitkevičiūtė, Iván Hidalgo-Cenalmor, Diana Wurzinger, Camilo Guzmán, James R W Conway, Michal Dibus, Jouni Härkönen and 5 more

Abstract read
In one paragraph

Article in The EMBO journal, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

15 authors.

Gautier FollainTurku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland.ORCID http://orcid.org/0000-0003-0495-9529
Sujan Ghimire *Faculty of Science and Engineering, Cell Biology, Åbo Akademi University, Turku, 20520, Finland.ORCID http://orcid.org/0000-0003-3660-4300
Joanna W Pylvänäinen *Faculty of Science and Engineering, Cell Biology, Åbo Akademi University, Turku, 20520, Finland.ORCID http://orcid.org/0000-0002-3540-5150
Monika VaitkevičiūtėTurku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland.ORCID http://orcid.org/0000-0003-1803-9571
Iván Hidalgo-CenalmorFaculty of Science and Engineering, Cell Biology, Åbo Akademi University, Turku, 20520, Finland.
Diana WurzingerFaculty of Science and Engineering, Cell Biology, Åbo Akademi University, Turku, 20520, Finland.ORCID http://orcid.org/0009-0004-9363-3604
Camilo GuzmánEuro-BioImaging ERIC, Turku, 20520, Finland.ORCID http://orcid.org/0000-0002-1903-6308
James R W ConwayDepartment of Biochemistry and Developmental Biology, Faculty of Medicine, University of Helsinki, Helsinki, 00014, Finland.ORCID http://orcid.org/0000-0003-3787-277X
Michal DibusTurku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland.
Jouni HärkönenTurku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland.ORCID http://orcid.org/0000-0002-1201-4288
Sanna OikariInstitute of Biomedicine, University of Eastern Finland, Kuopio, 70211, Finland.
Kirsi RillaInstitute of Biomedicine, University of Eastern Finland, Kuopio, 70211, Finland.
Marko SalmiInFLAMES Research Flagship Center, University of Turku and Åbo Akademi University, Turku, 20520, Finland.
Johanna IvaskaTurku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland. johanna.ivaska@utu.fi.ORCID http://orcid.org/0000-0002-6295-6556
Guillaume JacquemetTurku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, 20520, Finland. guillaume.jacquemet@abo.fi.ORCID http://orcid.org/0000-0002-9286-920X

Funding

EC | Horizon 2020 Framework Programme (H2020) 101108089EC | Horizon 2020 Framework Programme (H2020) 841973Research Council of Finland (AKA) 325464Research Council of Finland (AKA) 332402Research Council of Finland (AKA) 337120Research Council of Finland (AKA) 337530Research Council of Finland (AKA) 337531Research Council of Finland (AKA) 338537Research Council of Finland (AKA) 338585Research Council of Finland (AKA) 346131Research Council of Finland (AKA) 357910Research Council of Finland (AKA) 360775Research Council of Finland (AKA) 364182Research Council of Finland (AKA) 371287
6 · The paper itself

Abstract

The rapid, transient, and unpredictable nature of interactions between circulating cells and the endothelium challenges the investigation of these events under flow conditions. Here, we developed an imaging and image-analysis framework called FlowVision, which integrates fast, bright-field live-cell imaging with deep-learning-based image analysis to quantitatively track cell landing and arrest on an endothelial monolayer under physiological flow conditions. Using FlowVision, we find that pancreatic ductal adenocarcinoma (PDAC) cells exhibit variable adhesion strength and flow sensitivity. Remarkably, some PDAC cells demonstrate comparable endothelial engagement to leukocytes, preferentially arresting at endothelial junctions, providing them access to the underlying basal extracellular matrix. PDAC cells attach and form clusters in areas with high expression of the endothelial CD44 receptor. Targeting CD44 using siRNA, function-blocking antibodies, or degrading its ligand, hyaluronic acid (HA), strongly reduces PDAC cell attachment. Overall, our label-free live-imaging approach demonstrates that cancer and immune cells share both common and unique features in endothelial adhesion under flow, and allows identification of CD44 and HA as key mediators of PDAC cell arrest.

Indexed as

Carcinoma, Pancreatic DuctalEndothelial CellsPancreatic NeoplasmsCell AdhesionCell Line, TumorHumansHyaluronan ReceptorsHyaluronic AcidImage Processing, Computer-AssistedCD44 protein, humanHyaluronan ReceptorsHyaluronic AcidAdhesionCirculating Immune CellsCirculating Tumor CellsDeep LearningImage Analysis

Identifiers

PMID41495248
PMCPMC12909858

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.