ReviewCell proliferation2025
Intelligent Manufacturing for Osteoarthritis Organoids.
Review in Cell proliferation, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
15 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Nanomaterials targeting ferroptosis for osteoarthritis treatment: a systematic review of preclinical evidence.Journal of nanobiotechnology · 2026Pooled it
- Therapeutic Targets and Signaling Mechanisms in 2D and 3D In Vitro Models of Osteoarthritis.Clinical anatomy (New York, N.Y.) · 2026Review
- Organoids as an emerging platform for osteoarthritis drug development.Clinical and translational medicine · 2026Article
- Artificial intelligence virtual bone organoids (AIVBOs).Journal of orthopaedic translation · 2026Review
- Bridging Kidney Organoid Innovation and Regenerative Medicine: Current Advances and Future Directions.Cell proliferation · 2026Review
- Exploring cartilage development and disease models: applications of cartilage organoids.Inflammation and regeneration · 2026Review
- Mesenchymal stromal cells therapy for remodeling the joint microenvironment: mechanisms, nanotechnology-enhanced strategies, and translation prospects.Stem cell research & therapy · 2026Review
- Bridging the gap in OA therapeutics: Bioengineered strategies to target osteoclast-chondrocyte crosstalk.Bioengineering & translational medicine · 2026Review
- Advanced Biomaterial-Based In Vitro Osteoarthritis Models: Integrating Sex as a Biological Variable in Hormonal, Subchondral Bone, and Mechanobiological Pathways.Journal of functional biomaterials · 2026Review
- Organoids in Cancer Research and Regenerative Medicine: Current Status, Challenges, and Future Prospects.MedComm · 2026Review
- Stromal Vascular Fraction Gel for Osteoarthritis: Mechanisms and Therapeutic Benefits.Stem cells international · 2026Review
- Lubricin in osteoarthritis: functions and therapeutic prospects.Frontiers in immunology · 2026Review
- Epigenetic regulation in osteoarthritis: recent updates and emerging mechanisms.Frontiers in genetics · 2026Review
- GeneCytNet: an interpretable deep learning framework for rheumatoid arthritis classification andFrontiers in immunology · 2026Article
- Intelligent Manufacturing for Osteoarthritis Organoids.Cell proliferation · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
Osteoarthritis (OA) is the most prevalent degenerative joint disease worldwide, imposing a substantial global disease burden. However, its pathogenesis remains incompletely understood, and effective treatment strategies are still lacking. Organoid technology, in which stem cells or progenitor cells self-organise into miniature tissue structures under three-dimensional (3D) culture conditions, provides a promising in vitro platform for simulating the pathological microenvironment of OA. This approach can be employed to investigate disease mechanisms, carry out high-throughput drug screening and facilitate personalised therapies. This review summarises joint structure, OA pathogenesis and pathological manifestations, thereby establishing the disease context for the application of organoid technology. It then examines the components of the arthrosis organoid system, specifically addressing cartilage, subchondral bone, synovium, skeletal muscle and ligament organoids. Furthermore, it details various strategies for constructing OA organoids, including considerations of cell selection, pathological classification and fabrication techniques. Notably, this review introduces the concept of intelligent manufacturing of OA organoids by incorporating emerging engineering technologies such as artificial intelligence (AI) into the organoid fabrication process, thereby forming an innovative software and hardware cluster. Lastly, this review discusses the challenges currently facing intelligent OA organoid manufacturing and highlights future directions for this rapidly evolving field. By offering a comprehensive overview of state-of-the-art methodologies and challenges, this review anticipates that intelligent, automated fabrication of OA organoids will expedite fundamental research, drug discovery and personalised translational applications in the orthopaedic field.
Indexed as
Identifiers
What Socratic holds
Registered trials
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.