Evidence mapPaperPMID 42545534Full record

ReviewMolecular biology reports2026

A kinetic-based framework for the selection of in vitro osteoarthritis models: integrating temporal dynamics of inflammatory inducers.

Guoyun Cheng, Nur Atheeqah-Hamzah, Xiaoqian Liu, Fengyang Lv, Kwong Weng Loh, Atiqah Aziz, Han Ling Tan, Kamarul Tunku

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In one paragraph

Review in Molecular biology reports, 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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0cells of the map it votes in
0citing 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

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

8 authors.

Guoyun ChengTissue Engineering Group (TEG), Department of Orthopaedic Surgery, Faculty of Medicine, National Orthopaedic Centre of Excellence for Research and Learning (NOCERAL), Universiti Malaya, Kuala Lumpur, 50603, Malaysia.ORCID http://orcid.org/0009-0001-3082-0347
Nur Atheeqah-HamzahTissue Engineering Group (TEG), Department of Orthopaedic Surgery, Faculty of Medicine, National Orthopaedic Centre of Excellence for Research and Learning (NOCERAL), Universiti Malaya, Kuala Lumpur, 50603, Malaysia.
Xiaoqian LiuTissue Engineering Group (TEG), Department of Orthopaedic Surgery, Faculty of Medicine, National Orthopaedic Centre of Excellence for Research and Learning (NOCERAL), Universiti Malaya, Kuala Lumpur, 50603, Malaysia.
Fengyang LvLijiahu Town Health Center, Wucheng County, Dezhou City, Shandong Province, China.ORCID http://orcid.org/0009-0005-0488-3175
Kwong Weng LohJoint Reconstruction Unit (JRU), Department of Orthopaedic Surgery, Faculty of Medicine, Universiti Malaya, Kuala Lumpur, 50603, Malaysia.
Atiqah AzizTissue Engineering Group (TEG), Department of Orthopaedic Surgery, Faculty of Medicine, National Orthopaedic Centre of Excellence for Research and Learning (NOCERAL), Universiti Malaya, Kuala Lumpur, 50603, Malaysia. eyqa@um.edu.my.ORCID http://orcid.org/0000-0002-3912-5041
Han Ling TanTissue Engineering Group (TEG), Department of Orthopaedic Surgery, Faculty of Medicine, National Orthopaedic Centre of Excellence for Research and Learning (NOCERAL), Universiti Malaya, Kuala Lumpur, 50603, Malaysia. tanhl@um.edu.my.ORCID http://orcid.org/0000-0001-5352-958X
Kamarul TunkuTissue Engineering Group (TEG), Department of Orthopaedic Surgery, Faculty of Medicine, National Orthopaedic Centre of Excellence for Research and Learning (NOCERAL), Universiti Malaya, Kuala Lumpur, 50603, Malaysia. tkzrea@ummc.edu.my.ORCID http://orcid.org/0000-0002-6028-1313

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In vitro osteoarthritis (OA) models are widely used for mechanistic studies. However, inconsistencies in induction protocols limit reproducibility and translational relevance. A systematic comparison of inflammatory inducers based on their temporal dynamics remains elusive. A systematic literature search was conducted across PubMed, Web of Science, and Scopus to identify the most commonly used inflammatory inducers in vitro OA models. The prevalence of each inducer was quantified. In addition, a qualitative mechanistic synthesis was performed by integrating representative studies reporting temporal molecular profiles to construct conceptual kinetic patterns. Based on this synthesis, a kinetic-based framework was developed to compare inducer-specific temporal characteristics. Interleukin-1β (IL-1β) was the most frequently used inducer (62.12%), followed by lipopolysaccharide (LPS, 9.60%) and tumor necrosis factor-α (TNF-α, 7.58%). Temporal synthesis suggested a biphasic enzymatic response characterized by early ADAMTS-5 induction (approximately 6-12 h) and subsequent MMP-13 elevation (24-48 h). IL-1β was associated with sustained signaling activation and pronounced transitions between ferroptosis-related and apoptotic-related markers. In contrast, TNF-α induced rapid but transient early-phase responses, whereas LPS exhibited a delayed yet persistent low-grade inflammatory profile. The selection of inflammatory inducers should be aligned with specific experimental objectives. IL-1β is suitable for modeling sustained catabolic activity and cell death transitions, TNF-α for early-stage inflammatory responses, and LPS for chronic low-grade inflammation. This kinetic-based framework may improve model selection and enhance the translational relevance of in vitro OA studies, although further experimental validation is required.

Indexed as

InflammationOsteoarthritisADAMTS5 ProteinAnimalsChondrocytesHumansInterleukin-1betaKineticsLipopolysaccharidesMatrix Metalloproteinase 13Models, BiologicalSignal TransductionTumor Necrosis Factor-alphaADAMTS5 ProteinADAMTS5 protein, humanInterleukin-1betaLipopolysaccharidesMatrix Metalloproteinase 13Tumor Necrosis Factor-alphaChondrocytesInflammatory inducersIn vitro modelsKinetic profilesOsteoarthritisStrategic selection

Identifiers

PMID42545534

What Socratic holds

Textmetadata
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.