scholarly journals Subchondral bone length in knee osteoarthritis: A deep learning derived imaging measure and its association with radiographic and clinical outcomes

2021 ◽  
Author(s):  
Gary H. Chang ◽  
Lisa K. Park ◽  
Nina A. Le ◽  
Ray S. Jhun ◽  
Tejus Surendran ◽  
...  
Keyword(s):  
Deep Learning ◽  
Knee Osteoarthritis ◽  
Clinical Outcomes ◽  
Subchondral Bone ◽  
Bone Length

scholarly journals Subchondral bone length in knee osteoarthritis: A deep learning derived imaging measure and its association with radiographic and clinical outcomes

2021 ◽  
Author(s):  
Gary H Chang ◽  
Lisa K Park ◽  
Nina A Le ◽  
Ray S Jhun ◽  
Tejus Surendran ◽  
...  
Keyword(s):  
Neural Network ◽  
Knee Osteoarthritis ◽  
Subchondral Bone ◽  
Joint Space ◽  
Knee Joints ◽  
Womac Pain ◽  
Odds Ratios ◽  
Bone Length ◽  
Osteoarthritis Initiative ◽  
Mri Sequences

Objective: Develop a bone shape measure that reflects the extent of cartilage loss and bone flattening in knee osteoarthritis (OA) and test it against estimates of disease severity. Methods: A fast region-based convolutional neural network was trained to crop the knee joints in sagittal dual-echo steady state MRI sequences obtained from the Osteoarthritis Initiative (OAI). Publicly available annotations of the cartilage and menisci were used as references to annotate the tibia and the femur in 61 knees. Another deep neural network (U-Net) was developed to learn these annotations. Model predictions were compared with radiologist-driven annotations on an independent test set (27 knees). The U-Net was applied to automatically extract the knee joint structures on the larger OAI dataset (9,434 knees). We defined subchondral bone length (SBL), a novel shape measure characterizing the extent of overlying cartilage and bone flattening, and examined its relationship with radiographic joint space narrowing (JSN), concurrent WOMAC pain and disability as well as subsequent partial or total knee replacement (KR). Odds ratios for each outcome were estimated using relative changes in SBL on the OAI dataset into quartiles. Result: Mean SBL values for knees with JSN were consistently different from knees without JSN. Greater changes of SBL from baseline were associated with greater pain and disability. For knees with medial or lateral JSN, the odds ratios between lowest and highest quartiles corresponding to SBL changes for future KR were 5.68 (95% CI:[3.90,8.27]) and 7.19 (95% CI:[3.71,13.95]), respectively. Conclusion: SBL quantified OA status based on JSN severity. It has promise as an imaging marker in predicting clinical and structural OA outcomes.

Deep learning approach to predict pain progression in knee osteoarthritis

2021 ◽  
Author(s):  
Bochen Guan ◽  
Fang Liu ◽  
Arya Haj Mizaian ◽  
Shadpour Demehri ◽  
Alexey Samsonov ◽  
...  
Keyword(s):  
Deep Learning ◽  
Knee Osteoarthritis ◽  
Learning Approach

scholarly journals In vitro responses to platelet-rich-plasma are associated with variable clinical outcomes in patients with knee osteoarthritis

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Habib Zahir ◽  
Bijan Dehghani ◽  
Xiaoning Yuan ◽  
Yurii Chinenov ◽  
Christine Kim ◽  
...  
Keyword(s):  
Knee Osteoarthritis ◽  
Clinical Outcomes ◽  
Inflammatory Responses ◽  
Platelet Rich Plasma ◽  
Autologous Blood ◽  
Limited Information ◽  
Knee Oa ◽  
Patient Reported ◽  
Treatment Comparisons

AbstractAutologous blood-derived products such as platelet-rich plasma (PRP) are widely used to treat musculoskeletal conditions, including knee osteoarthritis (OA). However, the clinical outcomes after PRP administration are often variable, and there is limited information about the specific characteristics of PRP that impact bioactivity and clinical responses. In this study, we aimed to develop an integrative workflow to evaluate responses to PRP in vitro, and to assess if the in vitro responses to PRP are associated with the PRP composition and clinical outcomes in patients with knee OA. To do this, we used a coculture system of macrophages and fibroblasts paired with transcriptomic analyses to comprehensively characterize the modulation of inflammatory responses by PRP in vitro. Relying on patient-reported outcomes and achievement of minimal clinically important differences in OA patients receiving PRP injections, we identified responders and non-responders to the treatment. Comparisons of PRP from these patient groups allowed us to identify differences in the composition and in vitro activity of PRP. We believe that our integrative workflow may enable the development of targeted approaches that rely on PRP and other orthobiologics to treat musculoskeletal pathologies.

Clinical Efficacy of Platelet-Rich Plasma Injection and Its Association With Growth Factors in the Treatment of Mild to Moderate Knee Osteoarthritis: A Randomized Double-Blind Controlled Clinical Trial As Compared With Hyaluronic Acid

2021 ◽  
Vol 49 (2) ◽  
pp. 487-496
Author(s):  
Yong-Beom Park ◽  
Jun-Ho Kim ◽  
Chul-Won Ha ◽  
Dong-Hyun Lee
Keyword(s):  
Hyaluronic Acid ◽  
Growth Factors ◽  
Knee Osteoarthritis ◽  
Clinical Outcomes ◽  
Clinical Efficacy ◽  
Global Assessment ◽  
Platelet Rich Plasma ◽  
Patient Global Assessment ◽  
Symptomatic Knee Osteoarthritis ◽  
Symptomatic Knee

Background: Although platelet-rich plasma (PRP) has potential as a regenerative treatment for knee osteoarthritis, its efficacy varies. Compositional differences among types of PRP could affect clinical outcomes, but the biological characterization of PRP is lacking. Purpose: To assess the efficacy of intra-articular PRP injection in knee osteoarthritis as compared with hyaluronic acid (HA) injection and to determine whether the clinical efficacy of PRP is associated with its biological characteristics. Study Design: Randomized controlled trial; Level of evidence, 1. Methods: A total of 110 patients with symptomatic knee osteoarthritis received a single injection of leukocyte-rich PRP (1 commercial kit) or HA. Clinical data were assessed at baseline and at 6 weeks and 3 and 6 months after injection. The primary endpoint was an improvement in the International Knee Documentation Committee (IKDC) subjective score at 6 months, and the secondary endpoints were improvements in scores based on the Patient Global Assessment, the visual analog scale (VAS) for pain, the Western Ontario and McMaster Universities Osteoarthritis Index, and the Samsung Medical Center patellofemoral score. Cell counts and concentrations of growth factors and cytokines in the injected PRP were assessed to determine their association with clinical outcomes. Results: PRP showed significantly improvement in IKDC subjective scores at 6 months (11.5 in the PRP group vs 6.3 in the HA group; P = .029). There were no significant differences between groups in other clinical outcomes. The Patient Global Assessment score at 6 months was better in the PRP group ( P = .035). The proportion of patients who scored above the minimal clinically important difference (MCID) for VAS at 6 months was significantly higher in the PRP group ( P = .044). Within the PRP group, the concentrations of platelet-derived growth factors were high in patients with a score above the MCID for VAS at 6 months. The incidence of adverse events did not differ between the groups ( P > .05). Conclusion: PRP had better clinical efficacy than HA. High concentrations of growth factors were observed in patients who scored above the MCID for clinical outcomes in the PRP group. These findings indicate that concentration of growth factors needs to be taken into consideration for future investigations of PRP in knee osteoarthritis. Registration: NCT02211521 (ClinicalTrials.gov identifier).

Effects of platelet-rich plasma on the clinical outcomes and cartilage thickness in patients with knee osteoarthritis

2019 ◽  
pp. 1-9 ◽  
Author(s):  
Ekin İlke Şen ◽  
Mustafa Aziz Yıldırım ◽  
Tuğba Yeşilyurt ◽  
Fatma Nur Kesiktaş ◽  
Demirhan Dıraçoğlu
Keyword(s):  
Knee Osteoarthritis ◽  
Clinical Outcomes ◽  
Platelet Rich Plasma ◽  
Cartilage Thickness ◽  
And Cartilage

scholarly journals Differential Contribution of the Medial and the Lateral Side of the Joint to Symptoms in Knee Osteoarthritis: A Radiographic and Laboratory Analysis in the Nagahama Study

Cartilage ◽  
2021 ◽  
pp. 194760352110258
Author(s):  
Kazuya Nigoro ◽  
Hiromu Ito ◽  
Tomotoshi Kawata ◽  
Shinichiro Ishie ◽  
Yugo Morita ◽  
...  
Keyword(s):  
Knee Osteoarthritis ◽  
Clinical Outcomes ◽  
Knee Pain ◽  
High Sensitivity ◽  
Analysis Of Covariance ◽  
Radiographic Evaluation ◽  
Radiographic Feature ◽  
Lateral Side ◽  
Cross Sectional ◽  
Medial Side

Objective: This cross-sectional study aimed to explore the differences of the medial and lateral sides of the knee joint and precise radiographic abnormalities in contribution to the knee pain and clinical outcomes. Design: Participants 60 years or older who underwent radiographic evaluation were included. Knee radiography was assessed using grading systems of the Osteoarthritis Research Society International (OARSI) atlas. The Japanese Knee Osteoarthritis Measure (JKOM) was evaluated as clinical outcomes. Serum high-sensitivity C-reactive protein (hsCRP) was used to evaluate systemic inflammation. We divided the participants into normal, medial-, lateral-, and medial & lateral-OA types and compared their JKOM using an analysis of covariance. Furthermore, we analyzed the relationship between the knee pain and stiffness of JKOM and the grading of each radiographic feature using a multiple regression model. Results: Lateral- and medial & lateral-OA groups had a significantly worse symptoms in the total and the pain score, especially in movement subscales, in JKOM score. Lateral-OA groups had higher hsCRP than medial-OA group. Multivariate analysis showed that medial joint space narrowing (JSN), and lateral femoral and tibial osteophytes significantly affected knee pain (adjusted odds ratios: 1.73, 1.28, and 1.55, respectively). The radiographic changes are associated with pain more in JSN in the medial side and osteophytes in the lateral side. Conclusion: Lateral- and medial & lateral-OA groups showed worth symptom. In addition, medial JSN and lateral osteophytes have potent effects on the knee pain.

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