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Yang J, Ren P, Xin P, Wang Y, Ma Y, Liu W, Wang Y, Wang Y, Zhang G. Automatic measurement of lower limb alignment in portable devices based on deep learning for knee osteoarthritis. J Orthop Surg Res 2024; 19:232. [PMID: 38594698 PMCID: PMC11005281 DOI: 10.1186/s13018-024-04658-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Accepted: 03/02/2024] [Indexed: 04/11/2024] Open
Abstract
BACKGROUND For knee osteoarthritis patients, analyzing alignment of lower limbs is essential for therapy, which is currently measured from standing long-leg radiographs of anteroposterior X-ray (LLR) manually. To address the time wasting, poor reproducibility and inconvenience of use caused by existing methods, we present an automated measurement model in portable devices for assessing knee alignment from LLRs. METHOD We created a model and trained it with 837 conforming LLRs, and tested it using 204 LLRs without duplicates in a portable device. Both manual and model measurements were conducted independently, then we recorded knee alignment parameters such as Hip knee ankle angle (HKA), Joint line convergence angle (JCLA), Anatomical mechanical angle (AMA), mechanical Lateral distal femoral angle (mLDFA), mechanical Medial proximal tibial angle (mMPTA), and the time required. We evaluated the model's performance compared with manual results in various metrics. RESULT In both the validation and test sets, the average mean radial errors were 2.778 and 2.447 (P<0.05). The test results for native knee joints showed that 92.22%, 79.38%, 87.94%, 79.82%, and 80.16% of the joints reached angle deviation<1° for HKA, JCLA, AMA, mLDFA, and mMPTA. Additionally, for joints with prostheses, 90.14%, 93.66%, 86.62%, 83.80%, and 85.92% of the joints reached that. The Chi-square test did not reveal any significant differences between the manual and model measurements in subgroups (P>0.05). Furthermore, the Bland-Altman 95% limits of agreement were less than ± 2° for HKA, JCLA, AMA, and mLDFA, and slightly more than ± 2 degrees for mMPTA. CONCLUSION The automatic measurement tool can assess the alignment of lower limbs in portable devices for knee osteoarthritis patients. The results are reliable, reproducible, and time-saving.
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Affiliation(s)
- Jianfeng Yang
- Department of Orthopedics, the First Medical Center of Chinese PLA General Hospital, Beijing, China
- Senior Department of Orthopedics, the Fourth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Peng Ren
- Senior Department of Orthopedics, the Fourth Medical Center of Chinese PLA General Hospital, Beijing, China
| | - Peng Xin
- Department of Orthopedics, Chinese PLA Southern Theater Command General Hospital, Guangzhou, China
| | - Yiming Wang
- Department of Orthopedics, the First Medical Center of Chinese PLA General Hospital, Beijing, China
- Senior Department of Orthopedics, the Fourth Medical Center of Chinese PLA General Hospital, Beijing, China
- Medical School of Chinese People's Liberation Army, Beijing, China
| | - Yonglei Ma
- Department of Anesthesiology, Guangzhou First People's Hospital, Guangzhou, China
| | - Wei Liu
- Damo Academy, Alibaba Group, Hangzhou, China
| | - Yu Wang
- Damo Academy, Alibaba Group, Hangzhou, China
| | - Yan Wang
- Department of Orthopedics, the First Medical Center of Chinese PLA General Hospital, Beijing, China.
- Senior Department of Orthopedics, the Fourth Medical Center of Chinese PLA General Hospital, Beijing, China.
- Department of Orthopedics, the First Medical Center, PLA General Hospital, Fuxing Road, Haidian District, Beijing, China.
| | - Guoqiang Zhang
- Department of Orthopedics, the First Medical Center of Chinese PLA General Hospital, Beijing, China.
- Senior Department of Orthopedics, the Fourth Medical Center of Chinese PLA General Hospital, Beijing, China.
- Department of Orthopedics, the First Medical Center, PLA General Hospital, Fuxing Road, Haidian District, Beijing, China.
- Department of Orthopedic Surgery, The First Medical Center, Chinese PLA General Hospital, 28 Fuxing Road, Beijing, People's Republic of China.
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Shepherd RF, Kerns JG, Ranganath LR, Gallagher JA, Taylor AM. "Lessons from Rare Forms of Osteoarthritis". Calcif Tissue Int 2021; 109:291-302. [PMID: 34417863 PMCID: PMC8403118 DOI: 10.1007/s00223-021-00896-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Accepted: 07/27/2021] [Indexed: 12/12/2022]
Abstract
Osteoarthritis (OA) is one of the most prevalent conditions in the world, particularly in the developed world with a significant increase in cases and their predicted impact as we move through the twenty-first century and this will be exacerbated by the covid pandemic. The degeneration of cartilage and bone as part of this condition is becoming better understood but there are still significant challenges in painting a complete picture to recognise all aspects of the condition and what treatment(s) are most appropriate in individual causes. OA encompasses many different types and this causes some of the challenges in fully understanding the condition. There have been examples through history where much has been learnt about common disease(s) from the study of rare or extreme phenotypes, particularly where Mendelian disorders are involved. The often early onset of symptoms combined with the rapid and aggressive pathogenesis of these diseases and their predictable outcomes give an often-under-explored resource. It is these "rarer forms of disease" that William Harvey referred to that offer novel insights into more common conditions through their more extreme presentations. In the case of OA, GWAS analyses demonstrate the multiple genes that are implicated in OA in the general population. In some of these rarer forms, single defective genes are responsible. The extreme phenotypes seen in conditions such as Camptodactyly Arthropathy-Coxa Vara-pericarditis Syndrome, Chondrodysplasias and Alkaptonuria all present potential opportunities for greater understanding of disease pathogenesis, novel therapeutic interventions and diagnostic imaging. This review examines some of the rarer presenting forms of OA and linked conditions, some of the novel discoveries made whilst studying them, and findings on imaging and treatment strategies.
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Affiliation(s)
- Rebecca F Shepherd
- Lancaster Medical School, Faculty of Health & Medicine, Lancaster University, Lancaster, UK
| | - Jemma G Kerns
- Lancaster Medical School, Faculty of Health & Medicine, Lancaster University, Lancaster, UK
| | - Lakshminarayan R Ranganath
- Departments of Clinical Biochemistry and Metabolic Medicine, Royal Liverpool University Hospital, Liverpool, L7 8XP, UK
| | - James A Gallagher
- Department of Musculoskeletal Biology, Institute of Ageing and Chronic Disease, University of Liverpool, Liverpool, L7 8T, UK
| | - Adam M Taylor
- Lancaster Medical School, Faculty of Health & Medicine, Lancaster University, Lancaster, UK.
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Back W, de Jong LH, Vrancken A, van Nes A, Wolschrijn C, Verdonschot N. Biomechanical loading of the porcine femorotibial joint during maximal movements: An exploratory, ex vivo study. Vet J 2020; 261:105480. [PMID: 32741492 DOI: 10.1016/j.tvjl.2020.105480] [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: 10/22/2017] [Revised: 06/01/2020] [Accepted: 06/02/2020] [Indexed: 10/24/2022]
Abstract
Thus far, there is a lack of scientific investigation regarding the hypothesis that biomechanical factors contribute to the cross-species pathogenesis of osteochondrosis (OC). Therefore, the aim of this pilot study was to investigate whether high (peak) pressures occur in the porcine femorotibial (FT) joint. In this experimental, ex vivo study, the right hind limbs of seven weaned piglets were subjected to maximal joint excursions, as a priori radiologically estimated. Subsequently, the intra-articular pressures were measured using sensors placed in both the medial and the lateral compartments of the FT joint. The overall highest individual peak pressure was found in the lateral FT joint during maximal extension (2611 kPa; group mean ± standard deviation (SD) 982.3 ± 988.2 kPa). In the medial FT joint, the highest individual peak pressure was found during maximal adduction (1481 kPa; group mean ± SD 664.9 ± 393.2 kPa). Moreover, nearly 30% of the ex vivo peak pressures were above published thresholds for cartilage catabolism (>500 kPa/0.5 MPa), but not for interfering with cell viability (>5 MPa). In conclusion, this ex vivo study on FT joint pressures in weaned piglets showed that FT joint movements at maximal excursions are related to concomitant internal peak joint pressures. More studies should be performed to evaluate the possible biomechanical relation of these observations with osteochondrosis, which would allow the design of preventive measures in the pig industry, to avoid extreme limb movements and concomitant joint peak pressures in vivo.
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Affiliation(s)
- W Back
- Department of Equine Sciences, Faculty of Veterinary Medicine, Utrecht University, Yalelaan 112-114, NL-3584 CM Utrecht, The Netherlands; Department of Surgery and Anaesthesiology of Domestic Animals, Ghent University, Salisburylaan 133, B-9820 Merelbeke, Belgium.
| | - L H de Jong
- Department of Pathobiology, Faculty of Veterinary Medicine, Utrecht University, Yalelaan 1, NL-3584 CL Utrecht, The Netherlands
| | - A Vrancken
- Orthopaedic Research Laboratory, Radboud University Medical Center, Geert Grooteplein Zuid 10, NL-6525 GA Nijmegen, The Netherlands
| | - A van Nes
- Department of Farm Animal Health, Faculty of Veterinary Medicine, Utrecht University, Yalelaan 7, NL-3584 CL Utrecht, The Netherlands
| | - C Wolschrijn
- Department of Pathobiology, Faculty of Veterinary Medicine, Utrecht University, Yalelaan 1, NL-3584 CL Utrecht, The Netherlands
| | - N Verdonschot
- Orthopaedic Research Laboratory, Radboud University Medical Center, Geert Grooteplein Zuid 10, NL-6525 GA Nijmegen, The Netherlands; Department of Biomechanical Engineering, Faculty of Engineering Technology, University of Twente, 7500 AE Enschede, The Netherlands
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Nagai K, Niki Y, Harato K, Kobayashi S, Nagura T, Nakamura T, Matsumoto M, Nakamura M. The tibial growth plate as a predictor of the original tibial plateau joint line as a reference for kinematically aligned total knee arthroplasty. J Orthop Surg Res 2018; 13:4. [PMID: 29310669 PMCID: PMC5759789 DOI: 10.1186/s13018-017-0708-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2017] [Accepted: 12/26/2017] [Indexed: 11/21/2022] Open
Abstract
Background Restoration of the natural joint line is a cornerstone for kinematically aligned total knee arthroplasty (TKA). The purpose of this study was to investigate the relative orientation of the tibial growth plate (GP) with respect to the tibial plateau (TP) for possible application in predicting natural joint line for knees with highly advanced osteoarthritis patient at the time of kinematically aligned TKA. Methods Images from computed tomography (CT) of 27 normal knees (9 males, 18 females; mean age, 31.6 years) were studied. Geometry of the GP was extracted from CT images, and its moment-of-inertia axes were calculated for the whole GP and the medial and lateral halves. Angular orientations of each GP axis with respect to the TP plane were measured in anatomical coordinates. Results The TP and GP planes were oriented in 2.3 ± 1.8° of varus and 1.1 ± 1.9° of valgus relative to the tibial mechanical axis, respectively. With respect to the TP plane, the whole GP plane was inclined in 3.4 ± 1.5° of valgus. Orientation of the GP plane differed drastically between medial and lateral halves. The medial GP was in 4.9 ± 2.9° of varus and 1.8 ± 2.5° of anterior inclination, and the lateral half was in 10.4 ± 2.4° of valgus and 18.6 ± 4.0° of anterior inclination relative to the TP. Conclusions Angular orientation of the original TP plane can be predicted in reference to the GP plane and may provide reasonable guidance for the target bone resection angle of the tibia in kinematically aligned TKA.
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Affiliation(s)
- Katsuya Nagai
- Department of Orthopaedic Surgery, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku, Tokyo, 160-8582, Japan
| | - Yasuo Niki
- Department of Orthopaedic Surgery, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku, Tokyo, 160-8582, Japan.
| | - Kengo Harato
- Department of Orthopaedic Surgery, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku, Tokyo, 160-8582, Japan
| | - Shu Kobayashi
- Department of Orthopaedic Surgery, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku, Tokyo, 160-8582, Japan
| | - Takeo Nagura
- Department of Orthopaedic Surgery, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku, Tokyo, 160-8582, Japan
| | - Takayuki Nakamura
- DePuySynthes Joint Reconstruction, 700 Orthopaedic Drive, Warsaw, IN, 46582, USA
| | - Morio Matsumoto
- Department of Orthopaedic Surgery, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku, Tokyo, 160-8582, Japan
| | - Masaya Nakamura
- Department of Orthopaedic Surgery, School of Medicine, Keio University, 35 Shinanomachi, Shinjuku, Tokyo, 160-8582, Japan
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Radiographic Assessment of Guided Growth: The Correlation Between Screw Divergence and Change in Anatomic Alignment. J Pediatr Orthop 2017; 37:e261-e264. [PMID: 28141689 DOI: 10.1097/bpo.0000000000000950] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND Assessment of changes in anatomic alignment following guided growth traditionally utilizes full-length standing radiographs which subjects patients to larger radiation doses than does a single anteroposterior radiograph of the knee. In an effort to minimize radiation exposure, the present study sought to determine whether changes in screw divergence (SD) of the 2-hole tension band plate used for hemiepiphysiodesis reliably predicts change in alignment. METHODS A retrospective review was conducted involving all patients with genu varum or genu valgum treated with hemiepiphysiodesis at a single institution. Preoperative anatomic alignment of the femur, using anatomic lateral distal femoral angle (aLDFA) and anatomic femoral-tibial angle (aTFA), and intraoperative divergence of hemiepiphysiodesis screws were compared with postoperative imaging. Linear regression analysis determined the relationship between changes in SD and changes in alignment, and multivariate regression analysis explored the relationship between the angular changes being measured and various demographic factors. RESULTS Linear regression analysis revealed that for every 1 degree change in SD there was a resultant 1.80 degrees of change in aTFA and 2.11 degrees of change in aLDFA. Change in aTFA is predicted by the equation: [INCREMENT]aTFA=0.41×|[INCREMENT]SD|+1.39. The change in aLDFA was predicted by the equation [INCREMENT]aLDFA=0.27×[INCREMENT]SD+1.84 with a R2 of 0.31. [INCREMENT]aTFA and [INCREMENT]SD had a correlation coefficient of 0.68 (95% confidence interval, 0.54-0.78.) [INCREMENT]aLDFA and [INCREMENT]SD had a correlation coefficient of 0.56 (95% confidence interval, 0.42-0.68). [INCREMENT]SD and sex were the only 2 independent predictors for [INCREMENT]aLDFA and [INCREMENT]aTFA as determined by multivariate regression analysis. CONCLUSION Change in coronal plane anatomic alignment in patients being treated for genu valgum or genu varum with hemiepiphysiodesis can be reasonably estimated by measuring the change in SD. Therefore, when following patients postoperatively, focal radiographic imaging of the knee can be utilized in lieu of standing full-length limb radiographs to limit radiation to the pelvis in this sensitive patient population. LEVEL OF EVIDENCE Level III-retrospective comparative study.
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Lin CS, Wu TY, Wang TM, Hou SM, Shih KS, Liaw CK. A New Technique to Increase Reliability in Measuring the Axis of Bone. J Foot Ankle Surg 2015; 55:106-11. [PMID: 26364234 DOI: 10.1053/j.jfas.2015.07.019] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2015] [Indexed: 02/03/2023]
Abstract
Measuring bone angles is an important method for diagnosing disease and predicting the prognosis in orthopedics. Traditionally, the angle is measured using lines drawn manually and adjusted by the naked eye. The purpose of the present study was to propose new methods to measure the bone angles formed by the axes of the calcaneus with good reliability and low operational error. The 2 new methods used linear regression analysis of the points inside and on the "envelope" line. The traditional method used the vector of the lines drawn for calculation. Digital radiographs of the lateral view of the feet from 51 patients were collected, and the angles were measured using these 3 methods. Next, we analyzed the reliability, differences, and correlations of these 3 methods. The intra- and interobserver comparisons revealed significant differences between the results of the 2 new methods and those of the traditional method. In addition, the new methods had greater reliability and better intra- and interobserver correlations than did the traditional method. We suggest that these 2 new methods to measure bone axis should be added to the Picture Archiving and Communication System to obtain more reliable and standardized data in clinical practice and for future research purposes.
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Affiliation(s)
- Chia-Sheng Lin
- Orthopedist, Department of Orthopedics, National Taiwan University Hospital, Taipei City, Taiwan
| | - Tai-Yin Wu
- Medical Doctor, Department of Family Medicine, Renai Branch, Taipei City Hospital, Taipei City, Taiwan; Assistant Professor, Institute of Epidemiology and Preventive Medicine, National Taiwan University, Taipei City, Taiwan
| | - Ting-Ming Wang
- Orthopedist, Department of Orthopedics, National Taiwan University Hospital, Taipei City, Taiwan
| | - Sheng-Mou Hou
- Orthopedist, Department of Orthopedics, Shin Kong Wu Ho-Su Memorial Hospital, Taipei City, Taiwan
| | - Kao-Shang Shih
- Orthopedist, Department of Orthopedics, Shin Kong Wu Ho-Su Memorial Hospital, Taipei City, Taiwan
| | - Chen-Kun Liaw
- Orthopedist, Department of Orthopedics, National Taiwan University Hospital, Taipei City, Taiwan; Orthopedist, Department of Orthopedics, Shin Kong Wu Ho-Su Memorial Hospital, Taipei City, Taiwan; Surgeon, Department of Traumatology, Shin Kong Wu Ho-Su Memorial Hospital, Taipei City, Taiwan; Assistant Professor, Fu-Jen Catholic University School of Medicine, New Taipei City, Taiwan.
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Abstract
Multiple epiphyseal dysplasia is a genotypically and phenotypically heterogeneous disorder affecting the epiphysis of long bones. Inheritance may be autosomal dominant or autosomal recessive. Autosomal dominant variants include mutations of the collagen oligomeric matrix protein, collagen type IX α-1, collagen type IX α-2, collagen type IX α-3, and matrilin-3 genes. The autosomal recessive variant is caused by a mutation of the sulfate transporter gene SLC26A2. These mutations cause disorganized endochondral ossification of the epiphysis, ultimately leading to destruction of the articular cartilage. Patients typically present in childhood, but some may not present until early adulthood. A presumptive diagnosis can be made with clinical history, physical examination, detailed family history, and radiographic findings. Definitive diagnosis requires genetic testing. Treatment is based on the age of the patient, the amount of limb deformity, the level of joint destruction, and the needs of the patient. Children can greatly benefit from limb realignment procedures, and adults can have excellent outcomes with joint arthroplasty.
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Sabharwal S, Fragomen A, Iobst C. What's new in limb lengthening and deformity correction. J Bone Joint Surg Am 2013; 95:1527-34. [PMID: 23965706 DOI: 10.2106/jbjs.m.00599] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Affiliation(s)
- Sanjeev Sabharwal
- Department of Orthopedics, UMDNJ-New Jersey Medical School, Newark, NJ 07103, USA.
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