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Kang T, Kim J, Lee H, Yum H, Kwon C, Lim Y, Lee S, Lee T. Super-fast and accurate nonlinear foot deformation Prediction using graph neural networks. J Mech Behav Biomed Mater 2025; 163:106859. [PMID: 39671974 DOI: 10.1016/j.jmbbm.2024.106859] [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: 07/17/2024] [Revised: 11/06/2024] [Accepted: 12/03/2024] [Indexed: 12/15/2024]
Abstract
Recently, there has been a significant increase in the number of foot diseases, highlighting the importance of non-surgical treatments. Customized insoles, tailored to an individual's foot morphology, have emerged as a promising solution. However, the traditional design process of the customized insole is both slow and expensive due to the high computational complexity of finite element analysis (FEA) required to predict deformations of the foot. This study explores the applicability of a graph neural network (GNN) based on the MeshGraphNet framework to predict the 3-D shape of the foot under load and test the performance of GNN depending on the number of datasets. A total of 186 3-D undeformed foot CAD geometries are obtained from a series of 2-D foot images with deformations predicted through FEA. This FEA data is then used to train the GNN model, which aims to predict foot displacement with high accuracy and computation speed. After optimization of the weights of the GNN, the model remarkably outperformed FEA simulations in speed, being approximately 97.52 times faster, while maintaining high accuracy, with R2 values above 95% in predicting foot displacement. This breakthrough suggests that GNN models can greatly improve the efficiency and reduce the cost of manufacturing customized insoles, providing a significant advancement in non-surgical treatment options for foot conditions.
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Affiliation(s)
- Taehyeon Kang
- Department of Mechanical and Biomedical Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea; Department of Mechanical and Biomedical Engineering, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea
| | - Jiho Kim
- Department of Mechanical and Biomedical Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea
| | - Hyobi Lee
- Department of Mechanical and Biomedical Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea
| | - Haeun Yum
- Human Performance Lab Co., Ltd., #358, Research Cooperation Building, 52, Ewhayeodae-gil, Seodaemun-gu, Seoul, 03760, Republic of Korea
| | - Chani Kwon
- Human Performance Lab Co., Ltd., #358, Research Cooperation Building, 52, Ewhayeodae-gil, Seodaemun-gu, Seoul, 03760, Republic of Korea
| | - Youngbin Lim
- SIMULIA, Dassault Systèmes Korea, Seoul, 06164, Republic of Korea
| | - Sangryun Lee
- Department of Mechanical and Biomedical Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea; Department of Mechanical and Biomedical Engineering, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea.
| | - Taeyong Lee
- Department of Mechanical and Biomedical Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea; Department of Mechanical and Biomedical Engineering, Graduate Program in System Health Science and Engineering, Ewha Womans University, Seoul, 03760, Republic of Korea; Human Performance Lab Co., Ltd., #358, Research Cooperation Building, 52, Ewhayeodae-gil, Seodaemun-gu, Seoul, 03760, Republic of Korea.
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Xue X, Yu L, Zheng S, Gu X, Na Y, Xia T, Jue H, Chen T, Li H, Li H, Wang R, Hua Y. Insufficient recovery of proprioception in chronic ankle instability after surgical restabilization: A systematic review. Asia Pac J Sports Med Arthrosc Rehabil Technol 2024; 35:48-58. [PMID: 38204486 PMCID: PMC10776890 DOI: 10.1016/j.asmart.2023.11.005] [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: 07/25/2023] [Revised: 10/16/2023] [Accepted: 11/27/2023] [Indexed: 01/12/2024] Open
Abstract
Surgical repair or reconstruction of the lateral ligaments for patients with chronic ankle instability (CAI) could, logically, restore the proprioception of ankle through retensing receptors. To validate this hypothesis, seven databases were systematically searched, and thirteen studies comprising a total of 347 patients with CAI were included. Although five studies reported improved proprioceptive outcomes after surgeries, the other five studies with between-limb/group comparisons reported residual deficits at final follow-up, which does not consistently support proprioceptive recovery after existing surgical restabilization for CAI. More controlled studies are needed to provide evidence-based protocols to improve proprioceptive recovery after ankle restabilization for CAI.
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Affiliation(s)
- Xiao'ao Xue
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Le Yu
- School of Exercise and Health, Shanghai University of Sport, Shanghai, China
| | - Shanshan Zheng
- School of Exercise and Health, Shanghai University of Sport, Shanghai, China
| | - Xicheng Gu
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Yuyan Na
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Tian Xia
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Hao Jue
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Tianwu Chen
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Hong Li
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Hongyun Li
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
| | - Ru Wang
- School of Exercise and Health, Shanghai University of Sport, Shanghai, China
| | - Yinghui Hua
- Department of Sports Medicine, Huashan Hospital, Fudan University, Shanghai, China
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Cho BK, Kim SH, Woo KJ. A quantitative evaluation of the individual components contributing to the functional ankle instability in patients with modified Broström procedure. J Foot Ankle Surg 2022; 61:577-582. [PMID: 34887162 DOI: 10.1053/j.jfas.2021.10.012] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Revised: 10/11/2020] [Accepted: 10/11/2021] [Indexed: 02/03/2023]
Abstract
Residual functional ankle instability regardless of the restoration of mechanical stability after the lateral ligament repair or reconstruction can cause recurrent sprain. The purpose of this study was to identify the sequential changes of joint-position sense, peroneal strength, postural control, and functional performance ability after the modified Broström procedure (MBP) for chronic ankle instability. A total of 46 patients (46 ankles) underwent the MBP for chronic ankle instability were eligible for this study and were followed for 1 year postoperatively. The changes of joint-position sense and peroneal strength were periodically evaluated with an isokinetic dynamometer. Postural control ability was evaluated using a one-leg stance test with eyes closed. The functional performance ability examination comprised a one-leg hop test, a 6-meter hop test, and a cross 3-meter hop test. The error in joint-position sense significantly improved from a mean 4.3º to 2.8º (p < .001). Peak torque for eversion significantly improved from a mean 18.2 Nm to 21.2 Nm (p = .024). Balance retention time significantly improved from a mean 4.7 seconds to 6.4 seconds (p < .001). Among the functional performance tests, only the one-leg hop test showed a significant improvement postoperatively (p = .031). At 1 year postoperatively, the recovery ratios compared to the unaffected ankle were 67.9% in joint-position sense (p < .001), 86.9% in peroneal strength (p = .012), and 74.4% in postural control (p < .001) with significant side-to-side differences. Although joint-position sense, peroneal strength, postural control, and functional performance ability were significantly improved after the MBP, recovery ratios compared to the unaffected ankle were insufficient up to 1 year postoperatively.
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Affiliation(s)
- Byung-Ki Cho
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, South Korea; Department of Orthopaedic Surgery, Chungbuk National University Hospital, Cheongju, South Korea.
| | - Seong-Hyeon Kim
- Department of Orthopaedic Surgery, Chungbuk National University Hospital, Cheongju, South Korea
| | - Kyung-Jei Woo
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, South Korea
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Choi SM, Cho BK, Park WS, Woo KJ. The changes of joint-position sense, peroneal strength, postural control, and functional performance ability after the modified Broström procedure for chronic ankle instability. J Orthop Surg (Hong Kong) 2021; 29:23094990211052095. [PMID: 34647495 DOI: 10.1177/23094990211052095] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Purpose: Residual functional ankle instability regardless of the restoration of mechanical stability after the lateral ligament repair or reconstruction can cause recurrent sprain. The purpose of this study was to identify the sequential changes of joint-position sense, peroneal strength, postural control, and functional performance ability after the modified Broström procedure (MBP) for chronic ankle instability. Methods: A total of 46 patients (46 ankles) who underwent the MBP for chronic ankle instability were eligible for this study and were followed up for 1 year postoperatively. The changes of joint-position sense and peroneal strength were periodically evaluated with an isokinetic dynamometer. Postural control ability was evaluated using a one-leg stance test with eyes closed. The functional performance ability examination comprised a one-leg hop test, a six-meter hop test, and a cross three-meter hop test. Results: The error in joint-position sense significantly improved from a mean 4.3° to 2.8° (p < 0.001). Peak torque for eversion significantly improved from a mean 18.2 Nm to 21.2 Nm (p = 0.024). Balance retention time significantly improved from a mean 4.7 s to 6.4 s (p < 0.001). Among the functional performance tests, only the one-leg hop test showed a significant improvement postoperatively (p = 0.031). At 1 year postoperatively, the recovery ratios compared to the unaffected ankle were 67.9% in joint-position sense (p < 0.001), 86.9% in peroneal strength (p = 0.012), and 74.4% in postural control (p < 0.001), with significant side-to-side differences. Conclusion: Although joint-position sense, peroneal strength, postural control, and functional performance ability were significantly improved after the MBP, recovery ratios compared to the unaffected ankle were insufficient up to 1 year postoperatively. Level of Evidence: Level IV (prospective case series).
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Affiliation(s)
- Seung-Myung Choi
- Department of Orthopedic Surgery, Eulji University School of Medicine, Uijeongbu Hospital, Uijeongbu-si, Korea
| | - Byung-Ki Cho
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea.,Department of Orthopaedic Surgery, 58928Chungbuk National University Hospital, Cheongju, Korea
| | - Woo-Sung Park
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - Kyung-Jei Woo
- Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
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Lan R, Piatt ET, Bolia IK, Haratian A, Hasan L, Peterson AB, Howard M, Korber S, Weber AE, Petrigliano FA, Tan EW. Suture Tape Augmentation in Lateral Ankle Ligament Surgery: Current Concepts Review. FOOT & ANKLE ORTHOPAEDICS 2021; 6:24730114211045978. [PMID: 35097476 PMCID: PMC8532228 DOI: 10.1177/24730114211045978] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Chronic lateral ankle instability (CLAI) is a condition that is characterized by persistent disability and recurrent ankle sprains while encompassing both functional and mechanical (laxity) instability. Failure of conservative treatment for CLAI often necessitates operative intervention to restore the stability of the ankle joint. The traditional or modified Broström techniques have been the gold standard operative approaches to address CLAI with satisfactory results; however, patients with generalized ligament laxity (GLL), prior unsuccessful repair, high body mass index, or high-demand athletes may experience suboptimal outcomes. Synthetic ligament constructs have been tested as an adjunct to orthopedic procedures to reinforce repaired or reconstructed ligaments or tendons with the hope of early mobilization, faster rehabilitation, and long-term prevention of instability. Suture tape augmentation is useful to address CLAI. Multiple operative techniques have been described. Because of the heterogeneity among the reported techniques and variability in postoperative rehabilitation protocols, it is difficult to evaluate whether the use of suture tape augmentation provides true clinical benefit in patients with CLAI. This review aims to provide a comprehensive outline of all the current techniques using suture tape augmentation for treatment of CLAI as well as present recent research aimed at guiding evidence-based protocols.
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Affiliation(s)
- Rae Lan
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Eric T. Piatt
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Ioanna K. Bolia
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Aryan Haratian
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Laith Hasan
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Alexander B. Peterson
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Mark Howard
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Shane Korber
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Alexander E. Weber
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Frank A. Petrigliano
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
| | - Eric W. Tan
- USC Epstein Family Center for Sports Medicine at Keck Medicine of USC, Los Angeles, CA, USA
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Johns WL, Walley KC, Seedat R, Jackson B, Boukhemis K, Gonzalez T. Tranexamic Acid Use in Foot and Ankle Surgery. FOOT & ANKLE ORTHOPAEDICS 2020; 5:2473011420975419. [PMID: 35097417 PMCID: PMC8564923 DOI: 10.1177/2473011420975419] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Background: There is a potential role for tranexamic acid (TXA) use in foot and ankle procedures; however, the benefits of this intervention have not been fully elucidated. The purpose of this study was to explore the safety, outcomes, and medical complication profile of the use of intravenous TXA in patients undergoing foot and ankle surgery. Methods: A prospective study with retrospective review of 241 patients undergoing elective and traumatic foot and ankle procedures was performed. One gram of intravenous (IV) TXA was administered prior to incision. Patients were followed and evaluated for medical comorbidities, intraoperative blood loss, wound complication, superficial and deep infections, hematoma formation, medical complications, 30-day hospital readmission rate, and return visits to the emergency department or urgent care setting prior to first postoperative visit. Descriptive statistics were used for subgroup analysis. Mean postoperative follow-up was 4.5 months. Results: Estimated blood loss in all cases was less than 20 mL. There was 1 case of superficial cellulitis (1/241, 0.4%), 1 deep infection after Achilles tendon repair (1/241, 0.4%), 4 cases of delayed wound healing (4/241, 1.6%), 1 instance of deep vein thrombosis (1/241, 0.4%), and 2 cases of postoperative pulmonary embolism (2/241, 0.8%). There were no instances of postoperative hematoma formation. There were no additional recorded thromboembolic events. There were no adverse drug reactions. There were no 30-day hospital readmissions or return visits to the emergency department or urgent care setting before the first postoperative visit. In a subgroup analysis, there was no significant difference in wound complications or infections between nondiabetics and diabetics (P > .05) and traumatic and nontraumatic cases (P > .05). Conclusions: The use of IV TXA in foot and ankle surgeries was associated with low risk of wound complications, infections, hematoma formation, thromboembolic events, and overall complication rates with minimal side effect profile. Perioperative tranexamic acid use may prove to be beneficial in foot and ankle surgery patients but especially in higher-risk patients such as those with diabetes, trauma, and those that are immunocompromised. Level of Evidence: Level IV, case series.
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Affiliation(s)
- William L Johns
- Rothman Orthopaedic Institute, Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Kempland C Walley
- Department of Orthopaedic Surgery, University of Michigan, Michigan Medicine, Ann Arbor, MI, USA
| | - Raees Seedat
- Virginia Commonwealth University, School of Medicine, Richmond, VA, USA
| | - Benjamin Jackson
- University of South Carolina, School of Medicine, Columbia, SC, USA
| | | | - Tyler Gonzalez
- University of South Carolina, School of Medicine, Columbia, SC, USA
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Cho BK, Park JK. Correlation Between Joint-Position Sense, Peroneal Strength, Postural Control, and Functional Performance Ability in Patients With Chronic Lateral Ankle Instability. Foot Ankle Int 2019; 40:961-968. [PMID: 31018674 DOI: 10.1177/1071100719846114] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND The first aim of this study was to evaluate the side-to-side difference of joint-position sense, peroneal strength, postural control, and functional performance ability in patients with chronic lateral ankle instability. The second aim was to identify the correlation between various components contributing to the functional ankle instability (FAI). METHODS Thirty-five patients to be scheduled for the modified Broström procedure for chronic ankle instability were analyzed. Joint-position sense and peroneal strength were measured with an isokinetic dynamometer. Postural control ability was evaluated using the modified Romberg test. The functional performance test consisted of the 1-leg hop test, 6-meter hop test, and cross 3-m hop test. Spearman's correlation coefficient (r) was calculated to determine the linear association between the individual components of the FAI. RESULTS Except for the 6-m and cross 3-m hop tests, most examination tools for the FAI demonstrated significant side-to-side differences compared with the unaffected ankle. Spearman's correlation analysis revealed that individual components (joint-position sense, peroneal strength, postural control, and functional performance ability) of the FAI were significantly associated with one another, except between peroneal strength and postural control ability (r = 0.21, P = .195). CONCLUSION Joint-position sense, peroneal strength, postural control ability, and 1-leg hop test demonstrated significant side-to-side differences in patients with chronic lateral ankle instability. Individual components contributing to the FAI were significantly correlated with one another, except between peroneal strength and postural control ability. Postural control evaluation using the modified Romberg test could substitute for dynamometer testing, with convenience and economic advantage. LEVEL OF EVIDENCE Level IV, prospective case series.
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Affiliation(s)
- Byung-Ki Cho
- 1 Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - Ji-Kang Park
- 1 Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
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Cho BK, Hong SH, Jeon JH. Effect of Lateral Ligament Augmentation Using Suture-Tape on Functional Ankle Instability. Foot Ankle Int 2019; 40:447-456. [PMID: 30623668 DOI: 10.1177/1071100718818554] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND: Although lateral ligament augmentation using suture-tape has been effective for restoration of mechanical ankle stability, few data are available regarding changes of peroneal strength, proprioception, and postural control. The aim of this study was to determine effects of suture-tape augmentation on functional ankle instability (FAI). METHODS: Twenty-four patients who underwent suture-tape augmentation were eligible and were followed more than 2 years postoperatively. Functional outcomes were evaluated with the Cumberland Ankle Instability Tool (CAIT), Foot and Ankle Ability Measure (FAAM). Changes of peroneal strength, proprioception and postural control were analyzed with an isokinetic dynamometer and a modified Romberg test. RESULTS: CAIT and FAAM (average of daily and sports activity scores) significantly improved to average 27.2 points and 86.7 points, respectively, at final follow-up. Peak torque for eversion in 60 degrees/s angular velocity significantly improved to 10.6 Nm at final follow-up. Deficit ratio of peak torque for eversion significantly improved from mean 39.5% to 20.9%, and significant side-to-side difference was revealed ( P < .001). There were no significant differences in joint position sense. A significant improvement in balance retention time was revealed at final follow-up, and the relative deficit ratio compared to the unaffected side was 30.9%. CONCLUSIONS: Patient-reported functional outcomes significantly improved after lateral ligament augmentation using suture-tape. Although this procedure demonstrated significant effects on FAI based on improvement of isokinetic peroneal strength and postural control, recovery rates compared to the unaffected side were not significant at the intermediate-term follow-up. In addition, there was no positive effect on proprioception of the ankle. LEVEL OF EVIDENCE: Level IV, prospective case series.
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Affiliation(s)
- Byung-Ki Cho
- 1 Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - Seok-Hyun Hong
- 1 Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
| | - Jae-Hyeon Jeon
- 1 Department of Orthopaedic Surgery, College of Medicine, Chungbuk National University, Cheongju, Korea
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