Evidence map›Paper›PMID 42203192›Full record

ArticleACS applied materials & interfaces2026

Matrix Mechanics Governs Mechano-Metabolic Adaptation across Cancer Grades in Bladder Spheroids.

Sara Metwally, Dorota Gil, Justyna Śmiałek-Bartyzel, Joanna Pabijan, Gracjan Wątor, Kajangi Gnanachandran, Massimiliano Berardi, Łukasz Kozłowski, Navdeep, Małgorzata Lekka

Abstract read
In one paragraph

Article in ACS applied materials & interfaces, 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

10 authors.

Sara MetwallyDepartment of Biophysical Microstructures, Institute of Nuclear Physics, Polish Academy of Sciences, Radzikowskiego 152, PL-31342Krakow, Poland.ORCID 0000-0003-0639-1754
Dorota GilChair of Medical Biochemistry, Jagiellonian University Medical College , Kopernika 7, 31-034Kraków, Poland.
Justyna Śmiałek-BartyzelDepartment of Biophysical Microstructures, Institute of Nuclear Physics, Polish Academy of Sciences, Radzikowskiego 152, PL-31342Krakow, Poland.ORCID 0000-0003-2795-7331
Joanna PabijanDepartment of Biophysical Microstructures, Institute of Nuclear Physics, Polish Academy of Sciences, Radzikowskiego 152, PL-31342Krakow, Poland.ORCID 0000-0003-4518-1389
Gracjan WątorCenter for Medical Genomics OMICRON, Jagiellonian University Medical College, Medyczna 7A, 30-688Krakow, Poland.
Kajangi GnanachandranDepartment of Medical Biology, UiT - The Arctic University of Norway, Hansine Hansens veg 18, 9019Tromsø, Norway.
Massimiliano BerardiLaserLab, Department of Physics and Astronomy, Vrije Universiteit Amsterdam, De Boelelaan 10811081HV, Amsterdam, Netherlands.ORCID 0000-0003-4941-3079
Łukasz KozłowskiDepartment of Biophysical Microstructures, Institute of Nuclear Physics, Polish Academy of Sciences, Radzikowskiego 152, PL-31342Krakow, Poland.
NavdeepDepartment of Biophysical Microstructures, Institute of Nuclear Physics, Polish Academy of Sciences, Radzikowskiego 152, PL-31342Krakow, Poland.
Małgorzata LekkaDepartment of Biophysical Microstructures, Institute of Nuclear Physics, Polish Academy of Sciences, Radzikowskiego 152, PL-31342Krakow, Poland.ORCID 0000-0003-0844-8662

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Extracellular matrix (ECM) mechanics is pivotal regulators of tumor progression, yet how viscoelasticity and matrix architecture converge to shape metabolic and invasive adaptation remains insufficiently defined. We postulate that mechanical stimuli from the ECM induce coordinated changes in adhesive and metabolic pathways, and that the nature of this independent mechano-metabolic pathway is conserved across benign, low-invasive, and high-invasive bladder cancer phenotypes. Therefore, we engineered collagen-hyaluronan hydrogels with tunable stiffness to recapitulate soft and rigid tumor microenvironments and profiled bladder cancer spheroids representing benign, low-invasive, and highly invasive states. Integrating hydraulic force spectroscopy, rheology, and molecular phenotyping, we show that matrix stiffening differentially reprograms spheroid architecture, motility, and adhesion- and metabolism-related gene expression. Spheroid behavior emerged from the interplay between intrinsic mechanical properties, matrix rheology, and molecular adaptation. HCV29 spheroids formed rigid, compact structures, relying on cell-matrix adhesion rather than metabolic or proteolytic remodeling. HT1376 spheroids activated glycolysis (HK2) and MMP-2-dependent ECM remodeling in soft matrices, but remained largely nonmigratory, indicating decoupling of invasive priming from motility. T24 spheroids were soft, deformable, and highly migratory in compliant matrices, integrating metabolic reprogramming, adhesion remodeling (E-/N-cadherin, SDC4), and radial collagen fiber alignment to drive invasion. Notably, canonical FAK/AKT/mTOR signaling was absent across all spheroids, while pS6 ribosomal protein and ILK indicated noncanonical, SDC4/integrin-ILK-dependent mechanotransduction supporting cytoskeletal dynamics, metabolism, and ECM remodeling. Collagen organization further differed across spheroid types, with dense, radially aligned fibers in HT1376, intermediate architecture in HCV29, and loose, disorganized networks in T24, closely matching their distinct migratory behaviors and cell-ECM interactions. These findings reveal stage-specific mechanometabolic strategies in bladder cancer, demonstrating how ECM mechanics and architecture jointly guide invasion, metabolic adaptation, and local immune modulation, including the regulation of immune cell infiltration and tumor immune evasion.

Indexed as

Extracellular MatrixMechanotransduction, CellularSpheroids, CellularUrinary Bladder NeoplasmsCell AdhesionCell Line, TumorCell MovementCollagenHumansHyaluronic AcidHydrogelsMetabolic ReprogrammingNeoplasm GradingTumor MicroenvironmentUrinary BladderCollagenHyaluronic AcidHydrogelsbladder cancerextracellular matrix mechanicshydrogel modelmechanotransductiontumor microenvironment

Identifiers

PMID42203192
PMCPMC13266700

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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.