ReviewQuantitative imaging in medicine and surgery2023
Imaging of knee osteoarthritis: a review of multimodal diagnostic approach.
Review in Quantitative imaging in medicine and surgery, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 1 of them a synthesis that pooled it.
What it found
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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
34 citing papers in PubMed, 1 synthesis or guideline pooled it, 55 citations in OpenAlex.
- Predictive Performance of Raman Spectroscopy in Osteoarthritis: A Systematic Review.Journal of medical systems · 2025Pooled it
- Predicting Knee osteoarthritis progression using explainable machine learning and clinical imaging data.Osteoarthritis and cartilage open · 2026Article
- A Contrastive Domain Adaptation Framework for Knee Osteoarthritis Severity Grading.Bioengineering (Basel, Switzerland) · 2026Article
- Multimodality imaging considerations for genicular artery embolization in knee osteoarthritis.World journal of radiology · 2026Review
- Grading knee cartilage degeneration and meniscal injury with combined ACS-accelerated T1ρ and T2 mapping.BMC medical imaging · 2026Article
- Rotational alignment of the native knee joint using magnetic resonance imaging compared to current optimal angles in total knee replacement.Journal of orthopaedics · 2026Article
- State-of-the-Art and Next Generation Intra-Articular Implantable Biosensors for Osteoarthritis: From Analytical Limits to Operational Stability.Biosensors · 2026Review
- Healthy knee cartilage T2 mapping assessed with GRAPPATINI and multi-echo spin-echo (MESE) at 3T: regional values, longitudinal repeatability and method agreement.Quantitative imaging in medicine and surgery · 2026Article
- Multimodal model integrating ultrasound and demographic data for the diagnosis of knee osteoarthritis.BMC medical imaging · 2026Article
- Anti-osteoarthritic effects of stem bark extract of Anogeissus latifolia: a comprehensive in-vivo study.Inflammopharmacology · 2026Article
- Multimodal magnetic resonance imaging of the vastus medialis for quantitative diagnosis and grading in early-stage knee osteoarthritis and its correlation with severity.Scientific reports · 2026Article
- Investigating Sex-Linked miRNAs for Potential Osteoarthritis Therapy Biomarkers.International journal of molecular sciences · 2026Article
- Association of MRI-derived muscle-fat composition with knee osteoarthritis severity: a gender-stratified X-ray and MRI correlation study.Frontiers in medicine · 2026Article
- Objective stratification of knee osteoarthritis stages using a semi-supervised learning approach on multimodal MRI-CT cartilage features.Frontiers in digital health · 2026Article
- Production of a risk mitigation matrix and four-grade threshold scale using Cox Regression to predict osteoarthritis development.Open life sciences · 2026Article
- Targeting synovial inflammation in knee osteoarthritis: translational insights for diagnosis and therapy.Journal of orthopaedic translation · 2026Review
- Dual-level weighted cross-entropy loss function and multi-object region segmentation network evaluation for dynamic knee joint X-ray radiography based on a novel scoring criterion.Frontiers in medicine · 2026Article
- Diagnostic Imaging of the Skeletal System: Overview of Applications in Human and Veterinary Medicine.Bioengineering (Basel, Switzerland) · 2025Review
- Knee Health Is a Major Determinant of Mobility Across the Healthspan.Journal of functional morphology and kinesiology · 2025Review
- Comparison of knee articular cartilage thickness across sex and age groups in healthy adults.Journal of experimental orthopaedics · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Knee osteoarthritis (KOA) is a common chronic condition among the elderly population that significantly affects the quality of life. Imaging is crucial in the diagnosis, evaluation, and management of KOA. This manuscript reviews the various imaging modalities available until now, with a little focus on the recent developments with Artificial Intelligence. Currently, radiography is the first-line imaging modality recommended for the diagnosis of KOA, owing to its wide availability, affordability, and ability to provide a clear view of bony components of the knee. Although radiography is useful in assessing joint space narrowing (JSN), osteophytes and subchondral sclerosis, it has limited effectiveness in detecting early cartilage damage, soft tissue abnormalities and synovial inflammation. Ultrasound is a safe and affordable imaging technique that can provide information on cartilage thickness, synovial fluid, JSN and osteophytes, though its ability to evaluate deep structures such as subchondral bone is limited. Magnetic resonance imaging (MRI) represents the optimal imaging modality to assess soft tissue structures. New MRI techniques are able to detect early cartilage damage measuring the T1ρ and T2 relaxation time of knee cartilage. Delayed gadolinium-enhanced MRI of cartilage, by injecting a contrast agent to enhance the visibility of the cartilage on MRI scans, can provide information about its integrity. Despite these techniques can provide valuable information about the biochemical composition of knee cartilage and can help detect early signs of osteoarthritis (OA), they may not be widely available. Computed tomography (CT) has restricted utility in evaluating OA; nonetheless, weight-bearing CT imaging, using the joint space mapping technique, exhibits potential in quantifying knee joint space width and detecting structural joint ailments. PET-MRI is a hybrid imaging technique able to combine morphological information on bone and soft tissue alterations with the biochemical changes, but more research is needed to justify its high cost and time involved. The new tools of artificial intelligence, including machine learning models, can assist in detecting patterns and correlations in KOA that may be useful in the diagnosis, grading, predicting the need for arthroplasty, and improving surgical accuracy.
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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.