Evidence map›Paper›PMID 38490482›Full record

ArticleActa biomaterialia2024

Matrix confinement modulates 3D spheroid sorting and burst-like collective migration.

Grace Cai, Xinzhi Li, Shan-Shan Lin, Samuel J Chen, Nicole C Rodgers, Katherine M Koning, Dapeng Bi, Allen P Liu

Open access · greenAbstract read
In one paragraph

Article in Acta biomaterialia, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed
7.2field-weighted citation impact, top 2% of its field
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

21 citing papers in PubMed, 23 citations in OpenAlex.

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  4. bioRxiv : the preprint server for biology · 2026
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  19. Mechanotransduction Circuits in Human Pathobiology.International journal of molecular sciences · 2024
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors at 4 institutions in 2 countries.

Grace CaiApplied Physics Program, University of Michigan, Ann Arbor, MI, USA.
Xinzhi LiDepartment of Physics, Carnegie Mellon University, Pittsburgh, PA, USA.
Shan-Shan LinInstitute of Molecular Medicine, College of Medicine, National Taiwan University, Taipei, Taiwan.
Samuel J ChenDepartment of Mechanical Engineering, University of Michigan, Ann Arbor, MI, USA.
Nicole C RodgersDepartment of Mechanical Engineering, University of Michigan, Ann Arbor, MI, USA.
Katherine M KoningCellular and Molecular Biology Program, University of Michigan, Ann Arbor, MI, USA.
Dapeng BiDepartment of Physics, Northeastern University, Boston, MA, USA. Electronic address: d.bi@northeastern.edu.
Allen P LiuApplied Physics Program, University of Michigan, Ann Arbor, MI, USA; Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI, USA; Cellular and Molecular Biology Program, University of Michigan, Ann Arbor, MI, USA; Department of Biomedical Engineering, University of Michigan, Ann Arbor, MI, USA; Department of Biophysics, University of Michigan, Ann Arbor, MI, USA. Electronic address: allenliu@umich.edu.
University of Michigan · USCarnegie Mellon University · USNational Taiwan University · TWNortheastern University · US

Funding

Michigan IRACDA: Training Future Professors of Engineering and PhysiologyK12GM111725 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI BROOKS, SUSAN V, SEPT, DAVID · 2016 to 2025
$7.9M
Cellular and Molecular Biology at MichiganT32GM145470 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI John Chadwick Brenner · 2022 to 2026
$4.1M
Integrative biophysical modeling for collective tissue mechanicsR35GM150494 · NIGMS · NORTHEASTERN UNIVERSITY · PI DAPENG BI · 2023 to 2026
$1.6M
Repurposing Bacterial Mechanosensitive Channel as a Membrane Tension Biosensor - Diversity SupplementR21GM134157 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI LIU, ALLEN PO-CHIH · 2019 to 2020
$521k
NIGMS NIH HHS K12 GM111725NIGMS NIH HHS R21 GM134157NIGMS NIH HHS R35 GM150494NIGMS NIH HHS T32 GM145470
6 · The paper itself

Abstract

While it is known that cells with differential adhesion tend to segregate and preferentially sort, the physical forces governing sorting and invasion in heterogeneous tumors remain poorly understood. To investigate this, we tune matrix confinement, mimicking changes in the stiffness and confinement of the tumor microenvironment, to explore how physical confinement influences individual and collective cell migration in 3D spheroids. High levels of confinement lead to cell sorting while reducing matrix confinement triggers the collective fluidization of cell motion. Cell sorting, which depends on cell-cell adhesion, is crucial to this phenomenon. Burst-like migration does not occur for spheroids that have not undergone sorting, regardless of the degree of matrix confinement. Using computational Self-Propelled Voronoi modeling, we show that spheroid sorting and invasion into the matrix depend on the balance between cell-generated forces and matrix resistance. The findings support a model where matrix confinement modulates 3D spheroid sorting and unjamming in an adhesion-dependent manner, providing insights into the mechanisms of cell sorting and migration in the primary tumor and toward distant metastatic sites. STATEMENT OF SIGNIFICANCE: The mechanical properties of the tumor microenvironment significantly influence cancer cell migration within the primary tumor, yet how these properties affect intercellular interactions in heterogeneous tumors is not well understood. By utilizing calcium and calcium chelators, we dynamically alter collagen-alginate hydrogel stiffness and investigate tumor cell behavior within co-culture spheroids in response to varying degrees of matrix confinement. High confinement is found to trigger cell sorting while reducing confinement for sorted spheroids facilitates collective cell invasion. Notably, without prior sorting, spheroids do not exhibit burst-like migration, regardless of confinement levels. This work establishes that matrix confinement and intercellular adhesion regulate 3D spheroid dynamics, offering insights into cellular organization and migration within the primary tumor.

Indexed as

Cell MovementSpheroids, CellularCell AdhesionCell Line, TumorExtracellular MatrixHumansModels, BiologicalTumor Microenvironment3D cell cultureCancer invasionCell–cell adhesionHydrogels

Identifiers

PMID38490482
PMCPMC11263001
OpenAlexW4392815526

What OpenQuestion holds

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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.