1
|
Kwak YH, Ko YJ, Kwon H, Koh YG, Aldosari AM, Nam JH, Kang KT. Application of a machine learning and optimization method to predict patellofemoral instability risk factors in children and adolescents. Knee Surg Sports Traumatol Arthrosc 2025; 33:487-499. [PMID: 39033342 DOI: 10.1002/ksa.12372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2024] [Revised: 07/03/2024] [Accepted: 07/08/2024] [Indexed: 07/23/2024]
Abstract
PURPOSE Conservative treatment remains the standard approach for first-time patellar dislocations. While risk factors for patellofemoral instability, a common paediatric injury, are well-established in adults, data concerning the progression of paediatric recurrent patellar dislocation remain scarce. A reproducible method was developed to quantitatively assess the patellofemoral morphology and anatomic risk factors in paediatric patients using magnetic resonance imaging (MRI) and machine learning analysis. METHODS Data were analyzed from a retrospective review (2005-2022) of paediatric patients diagnosed with acute lateral patellar dislocation (54 patients) who underwent MRI and were compared with an age-based control group (54 patients). Patellofemoral, tibial, tibiofemoral and patellar height parameters were measured. Differences between groups were analyzed with respect to MRI parameters. The potential diagnostic utility of the parameters was assessed via machine learning and genetic algorithm analyses. RESULTS Significant differences were observed between the two groups in six patellofemoral morphological parameters. Regarding patellar height morphological parameters, all methods exhibited significant between-group differences. Among the tibia and tibiofemoral morphological parameters, only the tibial tubercle-trochlear groove distance exhibited significant differences between the two groups. No sex-related differences were present. Significant variations were observed in patellar height parameters, particularly in the Koshino-Sugimoto (KS) index, which had the highest area under the curve (AUC: 0.87). Using genetic algorithms and logistic regression, our model excelled with seven key independent variables. CONCLUSION KS index and Wiberg index had the strongest association with lateral patellar dislocation. An optimized logistic regression model achieved an AUC of 0.934. Such performance is considered clinically relevant, indicating the model's effectiveness for the intended application. LEVEL OF EVIDENCE Level Ⅲ.
Collapse
Affiliation(s)
- Yoon Hae Kwak
- Department of Orthopedic Surgery, Asan Medical Center, Ulsan University College of Medicine, Seoul, Korea
| | - Yu Jin Ko
- Cell & Developmental Biology, University of Rochester, Rochester, New York, USA
| | - Hyunjae Kwon
- Department of Orthopedic Surgery, Asan Medical Center, Ulsan University College of Medicine, Seoul, Korea
| | - Yong-Gon Koh
- Department of Orthopaedic Surgery, Joint Reconstruction Center, Yonsei Sarang Hospital, Seoul, Korea
| | - Amaal M Aldosari
- Department of Orthopedic Surgery, Al Noor Specialist Hospital, Makkah, Saudi Arabia
| | - Ji-Hoon Nam
- Department of Mechanical Engineering, Yonsei University, Seoul, Korea
- Skyve R&D LAB, Seoul, Korea
| | - Kyoung-Tak Kang
- Department of Mechanical Engineering, Yonsei University, Seoul, Korea
- Skyve R&D LAB, Seoul, Korea
| |
Collapse
|
2
|
McGing J, Shinozaki A, Grist JT. Editorial for "T 2 Mapping of Patellar Cartilage After a Single First-Time Episode of Traumatic Lateral Patellar Dislocation". J Magn Reson Imaging 2024; 59:877-878. [PMID: 37526433 DOI: 10.1002/jmri.28898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 05/09/2023] [Indexed: 08/02/2023] Open
Affiliation(s)
- Jordan McGing
- Oxford Centre for Clinical Magnetic Resonance Research, University of Oxford, Oxford, UK
| | - Ayaka Shinozaki
- Oxford Centre for Clinical Magnetic Resonance Research, University of Oxford, Oxford, UK
- Department of Physiology, Anatomy, and Genetics, University of Oxford, Oxford, UK
| | - James T Grist
- Oxford Centre for Clinical Magnetic Resonance Research, University of Oxford, Oxford, UK
- Department of Physiology, Anatomy, and Genetics, University of Oxford, Oxford, UK
- Department of Radiology, Oxford University Hospitals, Oxford, UK
| |
Collapse
|
3
|
Vahabi A, Biçer EK, Kayıkçı K, Şahin F, Kavaklı K, Tamsel İ, Aydoğdu S. Morphological analysis of patellofemoral joint in haemophilic arthropathy: A case-control study. Haemophilia 2024; 30:531-537. [PMID: 38348604 DOI: 10.1111/hae.14952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Revised: 01/20/2024] [Accepted: 01/22/2024] [Indexed: 03/14/2024]
Abstract
INTRODUCTION Knees affected by haemophilic arthropathy exhibit distinct differences in both bone morphology and soft tissue behaviour. This study aims to analyse the morphological characteristics of the distal femur and patellofemoral joint in patients with haemophilia in comparison to normal healthy population. MATERIAL AND METHODS Study was conducted as pair-matched case-control study with 43 individuals in both the haemophilia group and the control group. Patellar luxation, patellar tilt (PT), length of the patella in both axis (pAP, pML), depth and angle of trochlear sulcus (SD, SA), lateral trochlear inclination (LTI), medial and lateral femoral facet length (mFL, LFL), intercondylar depth (ID), transepicondylar axis (TEA) and lateral condyle length (LCL) were assessed on knee MRI. Correlation between Pettersson score and measured variables were also analysed. RESULTS PT was medial sided in 10 (23.2%) cases in haemophilic group. Mean values of pAP, pML, PT were significantly lower in haemophilia group (p < .001, p: .007, p = .001 respectively). There were no significant changes in SA (p = .628), SD (p = .340), LTI (p = .685), LFL (p = .241) and MFC-LFC (p = .770) whilst mFL was significantly longer in haemophilia group (p = .009). ID (p < .001), TEA (p = .007) and LCL (p = .001) were all shorter in haemophilia group. Pettersson score was inversely correlated with pAP, pML, ID, TEA, LCL, pML/SA and ID/LCL. CONCLUSION Morphological changes in haemophilic arthropathy involve a smaller and medially-tilted patella, narrowed lateral condyle and transepicondylar axis, combined with reduced intercondylar depth. These alterations must keep in mind especially in pre- and intraoperative assessments for arthroplasty procedures.
Collapse
Affiliation(s)
- Arman Vahabi
- Department of Orthopedics and Traumatology, Ege University School of Medicine, Izmir, Turkey
| | - Elcil Kaya Biçer
- Department of Orthopedics and Traumatology, Ege University School of Medicine, Izmir, Turkey
| | | | - Fahri Şahin
- Department of Internal Medicine Division of Hematology, Ege University Faculty of Medicine, Izmir, Turkey
| | - Kaan Kavaklı
- Department of Pediatrics Division of Hemato-Oncology, Ege University Faculty of Medicine, Izmir, Turkey
| | - İpek Tamsel
- Department Radiology, Ege University School of Medicine, Izmir, Turkey
| | - Semih Aydoğdu
- Department of Orthopedics and Traumatology, Ege University School of Medicine, Izmir, Turkey
| |
Collapse
|
4
|
Bäumler W, Popp D, Ostheim P, Dollinger M, Senk K, Weber J, Stroszczynski C, Schaible J. Magnetic Resonance Image Findings and Potential Anatomic Risk Factors for Chodromalacia in Children and Adolescents Suffering from Non-Overload Atraumatic Knee Pain in the Ambulant Setting. Tomography 2024; 10:243-254. [PMID: 38393287 PMCID: PMC10891981 DOI: 10.3390/tomography10020019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2023] [Revised: 02/03/2024] [Accepted: 02/07/2024] [Indexed: 02/25/2024] Open
Abstract
PURPOSE To evaluate magnetic resonance image (MRI) findings in children and adolescents suffering from knee pain without traumatic or physical overload history and to identify potential anatomic risk factors. MATERIAL AND METHODS A total of 507 MRIs of 6- to 20-year-old patients (251 males; 256 females) were evaluated with regard to detectable pathologies of the knee. The results were compared to a control group without pain (n = 73; 34 males; 39 females). A binary logistic regression model and t-tests for paired and unpaired samples were used to identify possible risk factors and significant anatomic differences of the study population. RESULTS In 348 patients (68.6%), at least one pathology was detected. The most commonly detected finding was chondromalacia of the patellofemoral (PF) joint (n = 205; 40.4%). Chondral lesions of the PF joint occurred significantly more often in knee pain patients than in the control group (40% vs. 11.0%; p = 0.001), especially in cases of a patella tilt angle > 5° (p ≤ 0.001), a bony sulcus angle > 150° (p = 0.002), a cartilaginous sulcus angle > 150° (p = 0.012), a lateral trochlear inclination < 11° (p ≤ 0.001), a lateralised patella (p = 0.023) and a Wiberg type II or III patella shape (p = 0.019). Moreover, a larger patella tilt angle (p = 0.021), a greater bony sulcus angle (p = 0.042), a larger cartilaginous sulcus angle (p = 0.038) and a lower value of the lateral trochlear inclination (p = 0.014) were detected in knee pain patients compared to the reference group. CONCLUSION Chondromalacia of the PF joint is frequently observed in children and adolescents suffering from non-overload atraumatic knee pain, whereby a patella tilt angle > 5°, a bony sulcus angle > 150°, a cartilaginous sulcus angle > 150°, a lateral trochlear inclination < 11°, a lateralised patella and a Wiberg type II or III patella shape seem to represent anatomic risk factors.
Collapse
Affiliation(s)
- Wolf Bäumler
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany; (M.D.); (K.S.); (C.S.); (J.S.)
| | - Daniel Popp
- Department of Trauma Surgery, University Hospital Regensburg, 93053 Regensburg, Germany; (D.P.); (J.W.)
| | - Patrick Ostheim
- Bundeswehr Institute of Radiobiology, University of Ulm, 80937 Munich, Germany;
| | - Marco Dollinger
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany; (M.D.); (K.S.); (C.S.); (J.S.)
| | - Karin Senk
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany; (M.D.); (K.S.); (C.S.); (J.S.)
| | - Johannes Weber
- Department of Trauma Surgery, University Hospital Regensburg, 93053 Regensburg, Germany; (D.P.); (J.W.)
| | - Christian Stroszczynski
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany; (M.D.); (K.S.); (C.S.); (J.S.)
| | - Jan Schaible
- Department of Radiology, University Hospital Regensburg, 93053 Regensburg, Germany; (M.D.); (K.S.); (C.S.); (J.S.)
| |
Collapse
|
5
|
Kızılgöz V, Aydın S, Kantarcı M, Durmaz Ö. Association between the most superior point of patella-entrance of femoral trochlea distance ratio (SP-ET index) and chondromalacia patella: an investigation via magnetic resonance imaging. Pol J Radiol 2024; 89:e54-e62. [PMID: 38371887 PMCID: PMC10867946 DOI: 10.5114/pjr.2024.134844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Accepted: 01/03/2024] [Indexed: 02/20/2024] Open
Abstract
PURPOSE In this study, the effect of the most superior point of patella-entrance of femoral trochlea distance ratio (SP-ET index) on chondromalacia patella (CP) was investigated with 2 reviewers. MATERIAL AND METHODS A total of 348 knees of 308 patients were analysed retrospectively with magnetic resonance imaging (MRI). Patients with or without CP constituted the study and the control groups in this cross-sectional investigation. Two reviewers interpreted the dataset regarding the SP-ET index. This ratio was calculated as the distance between the most superior point of patella and the entrance of femoral trochlea (β) divided by the patellar articular surface length (α). The relationship between the SP-ET index and CP was presented using independent samples T-tests, and the intraclass correlation coefficient (ICC) was calculated to reveal the interobserver differences. RESULTS There was excellent agreement between the reviewers regarding α, β, and SP-ET values (ICC was 0.971, 0.964, and 0.943, respectively). Higher SP-ET values were obtained for patients with CP, in comparison with patients without any chondral lesion (p < 0.001). A significant, positive, and moderate level of correlation was revealed between SP-ET measurements and CP grades for the total study population. CONCLUSIONS SP-ET index showed high interobserver agreement and indicated a significant difference between patients with and without CP. Both reviewers' results indicated positive and significant correlation between the measured SP-ET values and different grades of CP for females, males, and the total study population.
Collapse
Affiliation(s)
- Volkan Kızılgöz
- Department of Radiology, Faculty of Medicine, Erzincan Binali Yıldırım University, Erzincan, Turkey
| | - Sonay Aydın
- Department of Radiology, Faculty of Medicine, Erzincan Binali Yıldırım University, Erzincan, Turkey
| | - Mecit Kantarcı
- Department of Radiology, Faculty of Medicine, Atatürk University, Yakutiye, Turkey
| | - Önder Durmaz
- Department of Radiology, Faculty of Medicine, Erzincan Binali Yıldırım University, Erzincan, Turkey
| |
Collapse
|
6
|
Li M, Xia Z, Li X, lan L, Mo X, Xie L, Zhan Y, Li W. Difference in quantitative MRI measurements of cartilage between Wiberg type III patella and stable patella based on a 3.0-T synthetic MRI sequence. Eur J Radiol Open 2023; 11:100526. [PMID: 37953964 PMCID: PMC10632675 DOI: 10.1016/j.ejro.2023.100526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2023] [Revised: 09/17/2023] [Accepted: 09/30/2023] [Indexed: 11/14/2023] Open
Abstract
Purpose The purpose of this study was to investigate the difference between the quantitative MRI values of Wiberg type III and stable patellar cartilage, and to improve the accuracy of MRI quantification in early patellar cartilage damage. Methods The knee joints of 94 healthy volunteers were scanned by a GE Signa Pioneer 3.0-T synthetic MRI machine. According to the Wiberg classification, the patella was divided into types I-III. Types I-II made up the stable patella group, and type III made up the unstable patella group. Two radiologists independently measured patellar cartilage thickness and quantitative synthetic MRI values (T1, T2, PD) in both groups. Interobserver agreement for quantitative variables was assessed using the Bland-Altman method. A third radiologist assessed differences in measurements. Results The medial T2 and T1 value of Wiberg III patella did not show a normal distribution (all P > 0.05). Compared with the stable group, the Wiberg type III group had thinner cartilage of the medial surface of the patella (P < 0.05), lower cartilage T2 and PD values (P < 0.05), but a similar cartilage T1 value (P > 0.05). There was no significant difference in the cartilage thickness, T1, T2, or PD value of the lateral patella between the Wiberg type III and the stable group (P > 0.05). Conclusion There were certain differences in the cartilage thickness of the medial surface of the patella and the quantitative value of synthetic MRI in Wiberg type III patellas. Quantitative studies of patellar cartilage MRI measurements need to consider the influence of patellar morphology.
Collapse
Affiliation(s)
- Min Li
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Zhenyuan Xia
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Xiaohua Li
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Lan lan
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Xinxin Mo
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - La Xie
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Yu Zhan
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| | - Weixiong Li
- The Second Affiliated Hospital of Guangxi Medical University, Department of Radiology, Nanning, Guangxi 530007, China
| |
Collapse
|