In vitro and in silico modeling of cellular and matrix-related changes during the early phase of osteoarthritis
M.-C. Weber, L. Fischer, A. Damerau, I. Ponomarev, M. Pfeiffenberger, T. Gaber, S. Goetschel, J. Lang, S. Roeblitz, F. Buttgereit, R. Ehrig, A. Lang
Abstract
ObjectiveUnderstanding the pathophysiological processes of osteoarthritis (OA) require adequate model systems. Although different in vitro or in vivo models have been described, further comprehensive approaches are needed to study specific parts of the disease. This study aimed to combine in vitro and in silico modeling to describe cellular and matrix-related changes during the early phase of OA. We developed an in vitro OA model based on scaffold-free cartilage-like constructs (SFCCs), which was mathematically modeled using a partial differential equation (PDE) system to resemble the processes during the onset of OA.\n\nDesignSFCCs were produced from mesenchymal stromal cells and analyzed weekly by histology and qPCR to characterize the cellular and matrix-related composition. To simulate the early phase of OA, SFCCs were treated with interleukin-1{beta} (IL-1{beta}), tumor necrosis factor (TNF) and examined after 3 weeks or cultivated another 3 weeks without inflammatory cytokines to validate the regeneration potential. Mathematical modeling was performed in parallel to the in vitro experiments.\n\nResultsSFCCs expressed cartilage-specific markers, and after stimulation an increased expression of inflammatory markers, matrix degrading enzymes, a loss of collagen II (Col-2) and a reduced cell density was observed which could be partially reversed by retraction of stimulation. Based on the PDEs, the distribution processes within the SFCCs, including those of IL-1{beta}, Col-2 degradation and cell number reduction was simulated.\n\nConclusionsBy combining in vitro and in silico methods, we aimed to develop a valid, efficient alternative approach to examine and predict disease progression and new therapeutic strategies.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A multiscale modeling approach to study the role of mechanics and inflammation in pathophysiology of articular cartilage
Satanik Mukherjee, R Lesage, Liesbet Geris·Computers in Biology and MedicinePeer-reviewed·May 12, 2026
- Injury-related cell death and proteoglycan loss in articular cartilage: Numerical model combining necrosis, reactive oxygen species, and inflammatory cytokines
J. Kosonen, A. Eskelinen, … P. Tanska·bioRxiv·Jun 29, 2022
- A computational framework to model cartilage degeneration induced by mechanoinflammation and cytokine-driven inflammation in post-traumatic osteoarthritis
Moustafa Hamada, Atte S. A. Eskelinen, … Petri Tanska·bioRxiv·Jun 2, 2026
- Microfluidic Osteoarthritis-on-a-Chip: Modeling Human Joint Inflammation
Hosein Mirazi, Scott T. Wood·bioRxiv·Feb 9, 2026
- Time-dependent computational model of post-traumatic osteoarthritis to estimate how mechanoinflammatory mechanisms impact cartilage aggrecan content
Atte S. A. Eskelinen, Joonas P. Kosonen, … Rami Kristian Korhonen·PLoS Computational BiologyPeer-reviewed·Oct 31, 2025
- Modelling Osteoarthritis pathogenesis through Mechanical Loading in an Osteochondral Unit-on-Chip
A. Mainardi, A. Boersch, … A. Barbero·bioRxiv·Aug 29, 2023