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Updated: Nov 26, 2025

Tissue Collection and RNA Extraction from the Human Osteoarthritic Knee Joint
Published on: July 22, 2021
Classification of four distinct osteoarthritis subtypes with a knee joint tissue transcriptome atlas
Chunhui Yuan1,2, Zongyou Pan1,2,3, Kun Zhao1,2,3
1Dr. Li Dak Sum & Yip Yio Chin Center for Stem Cells and Regenerative Medicine, and Department of Orthopedic Surgery of the Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Abstract:
The limited molecular classifications and disease signatures of osteoarthritis (OA) impede the development of prediagnosis and targeted therapeutics for OA patients. To classify and understand the subtypes of OA, we collected three types of tissue including cartilage, subchondral bone, and synovium from multiple clinical centers and constructed an extensive transcriptome atlas of OA patients. By applying unsupervised clustering analysis to the cartilage transcriptome, OA patients were classified into four subtypes with distinct molecular signatures: a glycosaminoglycan metabolic disorder subtype (C1), a collagen metabolic disorder subtype (C2), an activated sensory neuron subtype (C3), and an inflammation subtype (C4). Through ligand-receptor crosstalk analysis of the three knee tissue types, we linked molecular functions with the clinical symptoms of different OA subtypes. For example, the Gene Ontology functional term of vasculature development was enriched in the subchondral bone-cartilage crosstalk of C2 and the cartilage-subchondral bone crosstalk of C4, which might lead to severe osteophytes in C2 patients and apparent joint space narrowing in C4 patients. Based on the marker genes of the four OA subtypes identified in this study, we modeled OA subtypes with two independent published RNA-seq datasets through random forest classification. The findings of this work contradicted traditional OA diagnosis by medical imaging and revealed distinct molecular subtypes in knee OA patients, which may allow for precise diagnosis and treatment of OA.
Insights
Osteoarthritis (OA) patients were classified into four distinct molecular subtypes, including metabolic, neuronal, and inflammatory. This discovery challenges traditional diagnosis and offers new avenues for targeted osteoarthritis therapies.
Area of Science:
- Biomedical research
- Molecular biology
- Genomics
Background:
- Osteoarthritis (OA) lacks detailed molecular classifications, hindering targeted treatments.
- Current diagnostic methods like medical imaging are insufficient for precise OA patient stratification.
Purpose of the Study:
- To classify and molecularly define osteoarthritis (OA) subtypes.
- To identify distinct molecular signatures and potential therapeutic targets for OA patients.
Main Methods:
- Collected cartilage, subchondral bone, and synovium tissues from OA patients.
- Performed unsupervised clustering analysis on cartilage transcriptomes.
- Conducted ligand-receptor crosstalk analysis across multiple tissue types.
- Validated OA subtype classification using independent RNA-seq datasets and random forest modeling.
Main Results:
- Identified four distinct OA molecular subtypes: C1 (glycosaminoglycan metabolic disorder), C2 (collagen metabolic disorder), C3 (activated sensory neuron), and C4 (inflammation).
- Linked molecular functions (e.g., vasculature development) to clinical symptoms (e.g., osteophytes, joint space narrowing) via tissue crosstalk analysis.
- Successfully modeled OA subtypes in independent datasets, confirming the robustness of the classification.
Conclusions:
- Revealed novel molecular subtypes of knee osteoarthritis, distinct from traditional classifications.
- The identified subtypes provide a foundation for developing precise diagnostic tools and targeted therapeutic strategies for OA.
- This molecular subtyping approach may significantly advance personalized medicine in osteoarthritis treatment.
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