Evidence map›Paper›PMID 41557741›Full record

ArticlePLoS computational biology2026

MMP release following cartilage injury leads to collagen loss in intact tissue: A computational study.

Moustafa Hamada, Atte S A Eskelinen, Joonas P Kosonen, Cristina Florea, Alan J Grodzinsky, Petri Tanska, Rami K Korhonen

Abstract read
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Article in PLoS computational biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

7 authors.

Moustafa HamadaDepartment of Technical Physics, University of Eastern Finland, Kuopio, Finland.ORCID 0009-0006-4465-8631
Atte S A EskelinenDepartment of Technical Physics, University of Eastern Finland, Kuopio, Finland.ORCID 0000-0003-1516-3083
Joonas P KosonenDepartment of Technical Physics, University of Eastern Finland, Kuopio, Finland.
Cristina FloreaDepartment of Technical Physics, University of Eastern Finland, Kuopio, Finland.
Alan J GrodzinskyDepartments of Biological Engineering, Electrical Engineering and Computer Science, and Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts, United Stated of America.
Petri TanskaDepartment of Technical Physics, University of Eastern Finland, Kuopio, Finland.
Rami K KorhonenDepartment of Technical Physics, University of Eastern Finland, Kuopio, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Collagen damage in articular cartilage plays a key role in post-traumatic osteoarthritis, but the underlying mechanobiological pathways leading to collagen fibril degeneration after injury remain incompletely understood. We hypothesized that mechanical injurious loading induces localized cellular damage in cartilage, which in turn triggers the release of collagen-degrading matrix metalloproteinases (MMPs) and depth-wise collagen loss. To investigate this, we developed a computational mechano-signaling model for injured bovine cartilage, in which injury-induced cell damage is caused by excessive localized shear strains, leading to downstream MMP release, and spatially heterogeneous collagen degradation. The model predictions were compared to ex vivo cartilage explant experiments over 12 days post-injury. By day 12, the simulated bulk and depth-wise collagen loss aligned with our experimental findings quantified via Fourier-transform infrared microspectroscopy imaging (~30% average loss in the model vs. ~ 35% in the experiment). The results suggest that injury-induced cell damage and the downstream MMP activity can partly explain the depth-wise collagen content loss observed in the early days after cartilage injury. Ultimately, combining the current mechanistic approach with joint-level computational models could enhance the prediction of the onset and progression of cartilage degeneration following joint trauma.

Indexed as

Cartilage, ArticularCollagenMatrix MetalloproteinasesModels, BiologicalAnimalsCattleComputational BiologyComputer SimulationOsteoarthritisCollagenMatrix Metalloproteinases

Identifiers

PMID41557741
PMCPMC12851498

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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.