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Martin RK, Wastvedt S, Pareek A, Persson A, Visnes H, Fenstad AM, Moatshe G, Wolfson J, Lind M, Engebretsen L. Unsupervised Machine Learning of the Combined Danish and Norwegian Knee Ligament Registers: Identification of 5 Distinct Patient Groups With Differing ACL Revision Rates. Am J Sports Med 2024; 52:881-891. [PMID: 38343270 DOI: 10.1177/03635465231225215] [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] [Indexed: 03/17/2024]
Abstract
BACKGROUND Most clinical machine learning applications use a supervised learning approach using labeled variables. In contrast, unsupervised learning enables pattern detection without a prespecified outcome. PURPOSE/HYPOTHESIS The purpose of this study was to apply unsupervised learning to the combined Danish and Norwegian knee ligament register (KLR) with the goal of detecting distinct subgroups. It was hypothesized that resulting groups would have differing rates of subsequent anterior cruciate ligament reconstruction (ACLR) revision. STUDY DESIGN Cohort study; Level of evidence, 3. METHODS K-prototypes clustering was performed on the complete case KLR data. After performing the unsupervised learning analysis, the authors defined clinically relevant characteristics of each cluster using variable summaries, surgeons' domain knowledge, and Shapley Additive exPlanations analysis. RESULTS Five clusters were identified. Cluster 1 (revision rate, 9.9%) patients were young (mean age, 22 years; SD, 6 years), received hamstring tendon (HT) autograft (91%), and had lower baseline Knee injury and Osteoarthritis Outcome Score (KOOS) Sport and Recreation (Sports) scores (mean, 25.0; SD, 15.6). Cluster 2 (revision rate, 6.9%) patients received HT autograft (89%) and had higher baseline KOOS Sports scores (mean, 67.2; SD, 16.5). Cluster 3 (revision rate, 4.7%) patients received bone-patellar tendon-bone (BPTB) or quadriceps tendon (QT) autograft (94%) and had higher baseline KOOS Sports scores (mean, 65.8; SD, 16.4). Cluster 4 (revision rate, 4.1%) patients received BPTB or QT autograft (88%) and had low baseline KOOS Sports scores (mean, 20.5; SD, 14.0). Cluster 5 (revision rate, 3.1%) patients were older (mean age, 42 years; SD, 7 years), received HT autograft (89%), and had low baseline KOOS Sports scores (mean, 23.4; SD, 17.6). CONCLUSION Unsupervised learning identified 5 distinct KLR patient subgroups and each grouping was associated with a unique ACLR revision rate. Patients can be approximately classified into 1 of the 5 clusters based on only 3 variables: age, graft choice (HT, BPTB, or QT autograft), and preoperative KOOS Sports subscale score. If externally validated, the resulting groupings may enable quick risk stratification for future patients undergoing ACLR in the clinical setting. Patients in cluster 1 are considered high risk (9.9%), cluster 2 patients medium risk (6.9%), and patients in clusters 3 to 5 low risk (3.1%-4.7%) for revision ACLR.
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Affiliation(s)
- R Kyle Martin
- Department of Orthopedic Surgery, University of Minnesota, Minneapolis, Minnesota, USA
- Department of Orthopedic Surgery, CentraCare, Saint Cloud, Minnesota, USA
- Oslo Sport Trauma Research Center, Norwegian School of Sports Science, Oslo, Norway
| | - Solvejg Wastvedt
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, Minnesota, USA
| | - Ayoosh Pareek
- Department of Orthopedic Surgery, Hospital for Special Surgery, New York, New York, USA
| | - Andreas Persson
- Oslo Sport Trauma Research Center, Norwegian School of Sports Science, Oslo, Norway
- Orthopaedic Clinic, Oslo University Hospital Ullevål, Oslo, Norway
- Norwegian Knee Ligament Register, Haukeland University Hospital, Bergen, Norway
| | - Håvard Visnes
- Oslo Sport Trauma Research Center, Norwegian School of Sports Science, Oslo, Norway
- Norwegian Knee Ligament Register, Haukeland University Hospital, Bergen, Norway
- Department of Orthopedics, Sorlandet Hospital, Kristiansand, Norway
| | - Anne Marie Fenstad
- Norwegian Knee Ligament Register, Haukeland University Hospital, Bergen, Norway
| | - Gilbert Moatshe
- Oslo Sport Trauma Research Center, Norwegian School of Sports Science, Oslo, Norway
- Orthopaedic Clinic, Oslo University Hospital Ullevål, Oslo, Norway
| | - Julian Wolfson
- Division of Biostatistics, School of Public Health, University of Minnesota, Minneapolis, Minnesota, USA
| | | | - Lars Engebretsen
- Oslo Sport Trauma Research Center, Norwegian School of Sports Science, Oslo, Norway
- Orthopaedic Clinic, Oslo University Hospital Ullevål, Oslo, Norway
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Marks Benson E, Pyrz K, Wood A, Momaya A, Brabston E, Evely T, Casp A. Anterior Cruciate Ligament Reconstruction using Bone-Tendon-Bone Allograft: Surgical Technique Using Augmentation with Bio-Composite Scaffold. Arthrosc Tech 2024; 13:102877. [PMID: 38584643 PMCID: PMC10995643 DOI: 10.1016/j.eats.2023.11.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 11/01/2023] [Indexed: 04/09/2024] Open
Abstract
Anterior cruciate ligament (ACL) rupture rates remain high; the incidence of isolated ACL ruptures is 68.6 per 100,000. This Technical Note introduces a technique for ACL reconstruction (ACLR) using a bone-tendon-bone (BTB) allograft augmented with BioBrace, a biocomposite scaffold. The BioBrace scaffold is sutured onto the BTB allograft to reinforce the ligament and accelerate healing. Graft preparation with BioBrace, ACLR, and graft passage is described. This technique aims to reduce re-rupture risk, enhance graft healing, and improve patient-reported outcomes. BioBrace offers advantages over other augmentation approaches and synthetic materials, providing improved remodeling, biologic integration, and increased mechanical strength. Feasibility and efficacy have been demonstrated in animal models and human applications. This technique presents a promising approach to enhance ACLR outcomes.
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Affiliation(s)
- Elizabeth Marks Benson
- Department of Orthopaedics, University of Alabama at Birmingham, Birmingham, Alabama, U.S.A
| | - Kaitlin Pyrz
- Augusta University/University of Georgia Medical Partnership, Athens, Georgia, U.S.A
| | - Audria Wood
- Department of Orthopaedics, University of Alabama at Birmingham, Birmingham, Alabama, U.S.A
| | - Amit Momaya
- Department of Orthopaedics, University of Alabama at Birmingham, Birmingham, Alabama, U.S.A
| | - Eugene Brabston
- Department of Orthopaedics, University of Alabama at Birmingham, Birmingham, Alabama, U.S.A
| | - Thomas Evely
- Department of Orthopaedics, University of Alabama at Birmingham, Birmingham, Alabama, U.S.A
| | - Aaron Casp
- Department of Orthopaedics, University of Alabama at Birmingham, Birmingham, Alabama, U.S.A
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Rezansoff A, Firth AD, Bryant DM, Litchfield R, McCormack RG, Heard M, MacDonald PB, Spalding T, Verdonk PCM, Peterson D, Bardana D, Getgood AMJ. Anterior Cruciate Ligament Reconstruction Plus Lateral Extra-articular Tenodesis Has a Similar Return-to-Sport Rate to Anterior Cruciate Ligament Reconstruction Alone but a Lower Failure Rate. Arthroscopy 2024; 40:384-396.e1. [PMID: 37270112 DOI: 10.1016/j.arthro.2023.05.019] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 03/02/2023] [Accepted: 05/17/2023] [Indexed: 06/05/2023]
Abstract
PURPOSE To determine whether the addition of lateral extra-articular tenodesis (LET) to anterior cruciate ligament reconstruction (ACLR) would improve return-to-sport (RTS) rates in young, active patients who play high-risk sports. METHODS This multicenter randomized controlled trial compared standard hamstring tendon ACLR with combined ACLR and LET using a strip of the iliotibial band (modified Lemaire technique). Patients aged 25 years or younger with an anterior cruciate ligament-deficient knee were included. Patients also had to meet 2 of the following criteria: (1) pivot-shift grade 2 or greater, (2) participation in a high-risk or pivoting sport, and (3) generalized ligamentous laxity. Time to return and level of RTS were determined via administration of a questionnaire at 24 months postoperatively. RESULTS We randomized 618 patients in this study, 553 of whom played high-risk sports preoperatively. The proportion of patients who did not RTS was similar between the ACLR (11%) and ACLR-LET (14%) groups; however, the graft rupture rate was significantly different (11.2% in ACLR group vs 4.1% in ACLR-LET group, P = .004). The most cited reason for no RTS was lack of confidence and/or fear of reinjury. A stable knee was associated with nearly 2 times greater odds of returning to a high-level high-risk sport postoperatively (odds ratio, 1.92; 95% confidence interval, 1.11-3.35; P = .02). There were no significant differences in patient-reported functional outcomes or hop test results between groups (P > .05). Patients who returned to high-risk sports had better hamstring symmetry than those who did not RTS (P = .001). CONCLUSIONS At 24 months postoperatively, patients who underwent ACLR plus LET had a similar RTS rate to those who underwent ACLR alone. Although the subgroup analysis did not show a statistically significant increase in RTS with the addition of LET, on returning, the addition of LET kept subjects playing longer by reducing graft failure rates. LEVEL OF EVIDENCE Level I, randomized controlled trial.
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Affiliation(s)
- Alex Rezansoff
- University of Calgary Sport Medicine Centre, Calgary, Canada
| | - Andrew D Firth
- Health and Rehabilitation Sciences, Faculty of Health Sciences, Western University, London, Canada
| | - Dianne M Bryant
- Fowler Kennedy Sport Medicine Clinic, London, Canada; Department of Surgery, Schulich School of Medicine and Dentistry, Western University, London, Canada; School of Physical Therapy, Western University, London, Canada
| | - Robert Litchfield
- Fowler Kennedy Sport Medicine Clinic, London, Canada; Department of Surgery, Schulich School of Medicine and Dentistry, Western University, London, Canada
| | - Robert G McCormack
- Department of Orthopedics, University of British Columbia, Vancouver, Canada; New West Orthopaedic & Sports Medicine Centre, New Westminster, Canada
| | - Mark Heard
- Department of Surgery, University of Calgary, Calgary, Canada; Banff Sport Medicine, Banff, Canada
| | - Peter B MacDonald
- Department of Surgery, University of Manitoba, Winnipeg, Canada; Pan Am Clinic, Winnipeg, Canada
| | - Tim Spalding
- University Hospitals Coventry and Warwickshire National Health Service Trust, Coventry, England
| | - Peter C M Verdonk
- Department of Physical Medicine and Orthopedics, Ghent University, Ghent, Belgium; Antwerp Orthopedic Center, Antwerp, Belgium
| | - Devin Peterson
- Department of Surgery, Queen's University, Kingston, Canada
| | - Davide Bardana
- Department of Surgery, McMaster University, Hamilton, Canada; Department of Surgery, Queen's University, Kingston, Canada
| | - Alan M J Getgood
- Fowler Kennedy Sport Medicine Clinic, London, Canada; Department of Surgery, Schulich School of Medicine and Dentistry, Western University, London, Canada.
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Borim FM, Jubert NJ, Vinaixa MMR, Portas-Torres I, Bueno JP, Mayayo RS, Peiró JVA, Feliu EC, Monyart JM. Good rates of return-to-sport in athletes after revision anterior cruciate ligament reconstruction using autologous patellar tendon and lateral extra-articular tenodesis: a 2-year follow-up prospective study. EUROPEAN JOURNAL OF ORTHOPAEDIC SURGERY & TRAUMATOLOGY : ORTHOPEDIE TRAUMATOLOGIE 2023; 33:3125-3133. [PMID: 37039899 PMCID: PMC10504162 DOI: 10.1007/s00590-023-03544-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Accepted: 04/03/2023] [Indexed: 04/12/2023]
Abstract
BACKGROUND Most athletes who undergo revision of the anterior cruciate ligament reconstruction (ACLR) aim to return to their preinjury sport at a similar level of performance while minimizing the risk for reinjury. Additional lateral extra-articular tenodesis (LET) has recently been correlated with improved outcomes and low complication rate. Yet, there are few series evaluating return-to-sport (RTS) and clinical outcomes after revision ACLR using bone-patellar tendon-bone (BPTB) and LET in athletes. METHODS The study cohort consisted of 19 eligible athletes who had undergone their first revision ACLR using BPTB and LET (modified Lemaire) between January 2019 and 2020. Patients were prospectively followed and interviewed in a sports activity survey during a 2-year follow-up. RESULTS Despite all patients returning to sports after revision ACLR surgery, 52.6% resumed playing at their preinjury level. Furthermore, patient-reported functional outcomes improved significantly following revision surgery, as evidenced by improvements in IKDC [64.4 (± 12) to 87.8 (± 6)], Lysholm [71.27 (± 12) to 84.2 (± 9.7)], and SF-12 scales [Physical: 53.3 (± 3) 57 (± 1.2); Mental: 50.2 (± 3.3) to 52.7 (± 2.4)]. One case (5.3%) experienced persistent pain and underwent reoperation for a partial meniscectomy. CONCLUSION After revision ACLR using autologous BPTB and LET, all active individuals are expected to RTS, similar to primary ACLR. The difference comes down to returning to the preinjury level, where the levels are lower depending on the sport and initial level of play. Good mid-term functional outcomes with a low complication rate can be expected in most cases. STUDY DESIGN Case series; Level of evidence IV. ETHICAL COMMITTEE APPROVAL NUMBER PR(ATR)79/2021 and HCB/2023/0173.
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Affiliation(s)
- Felipe Moreira Borim
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellaterra, Barcelona, Spain.
- Orthopaedic Surgery Department; Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain.
- Bioengineering, Cell Therapy and Surgery in Congenital Malformations - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain.
| | - Nayana Joshi Jubert
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellaterra, Barcelona, Spain
- Orthopaedic Surgery Department; Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Maria Mercedes Revertè Vinaixa
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellaterra, Barcelona, Spain
- Orthopaedic Surgery Department; Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Knee Surgery Unit, Clínica Corachan, Carrer de Buïgas, 19, 08017, Barcelona, Spain
| | - Irene Portas-Torres
- Orthopaedic Surgery Department; Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Joan Pijoan Bueno
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellaterra, Barcelona, Spain
- Orthopaedic Surgery Department; Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Knee Surgery Unit, Clínica Corachan, Carrer de Buïgas, 19, 08017, Barcelona, Spain
| | - Raquel Sevil Mayayo
- Orthopaedic Surgery Department; Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Knee Surgery Unit, Clínica Corachan, Carrer de Buïgas, 19, 08017, Barcelona, Spain
| | - José Vicente Andrés Peiró
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellaterra, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Knee Surgery Unit, Clínica Corachan, Carrer de Buïgas, 19, 08017, Barcelona, Spain
| | - Enric Castellet Feliu
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellaterra, Barcelona, Spain
- Orthopaedic Surgery Department; Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Joan Minguell Monyart
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellaterra, Barcelona, Spain.
- Orthopaedic Surgery Department; Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain.
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain.
- Knee Surgery Unit, Clínica Corachan, Carrer de Buïgas, 19, 08017, Barcelona, Spain.
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Minguell Monyart J, Moreira Borim F, Revertè Vinaixa MM, Portas-Torres I, Pijoan Bueno J, Castellet Feliu E, Joshi Jubert N. Allografts and lateral extra-articular tenodesis for revision anterior cruciate ligament reconstruction: enhanced rotational stability and improved functional outcomes. EUROPEAN JOURNAL OF ORTHOPAEDIC SURGERY & TRAUMATOLOGY : ORTHOPEDIE TRAUMATOLOGIE 2023:10.1007/s00590-023-03475-4. [PMID: 36708388 PMCID: PMC10368563 DOI: 10.1007/s00590-023-03475-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Accepted: 01/18/2023] [Indexed: 01/29/2023]
Abstract
PURPOSE Multiple studies have shown higher failure rate and patient-reported outcomes to be significantly worse following revision anterior cruciate ligament reconstructive (ACLR) surgery, especially using allografts. One of the reasons being rotational instability. Because of this, augmentation with lateral extra-articular tenodesis (LET) is often considered. Good short-term results in regards to functional and perceived scores and low complication rate can be expected in revision ACLR using allografts in combination with LET. METHODS Between 2014 and 2021, 46 patients were registered for revision ACLR using allografts and extra-articular augmentation (modified Lemaire) and included in this prospective study. Patients' demographic and clinical data were collected preoperatively, postoperatively, and during the follow-up period of 12 months. RESULTS Patient-reported functional outcomes were statistically significant for IKDC, Lysholm, and SF-12 physical scale (p < 0.05). Tegner score showed a decreased number of patients who were able to return to sport at their previous level (p = 0.001). Stability examination tests (Lachman and pivot-shift) showed significant improvements. Concomitant lesions were present in 76.1% of patients. Ten patients (21.7%) presented major complications, including six cases of anteroposterior instability, three cases of knee pain and one graft re-rupture. CONCLUSION Revision procedures are inherently challenging with a high number of associated chondral and meniscus lesions. However, good short-term functional outcomes and enhanced rotational stability with an acceptable complication rate can be expected in most cases where revision ACLR using allografts is augmented with LET. STUDY DESIGN Prospective; Case series; Level of evidence IV.
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Affiliation(s)
- Joan Minguell Monyart
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellatera, Barcelona, Spain
- Orthopaedic Surgery Department, Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Felipe Moreira Borim
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellatera, Barcelona, Spain.
- Orthopaedic Surgery Department, Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain.
- Bioengineering, Cell Therapy and Surgery in Congenital Malformations - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain.
| | - Maria Mercedes Revertè Vinaixa
- Orthopaedic Surgery Department, Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Irene Portas-Torres
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Joan Pijoan Bueno
- Orthopaedic Surgery Department, Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Enric Castellet Feliu
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellatera, Barcelona, Spain
- Orthopaedic Surgery Department, Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Nayana Joshi Jubert
- Surgery and Morphological Sciences, Universitat Autónoma de Barcelona (UAB), 08193, Bellatera, Barcelona, Spain.
- Orthopaedic Surgery Department, Knee Surgery Unit, Hospital Universitari Vall d'Hebron, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain.
- Reconstructive Surgery of Locomotor System Group - VHIR, Hospital Universitari Vall d'Hebron, Passeig de la Vall d'Hebron 119-129, 08035, Barcelona, Spain.
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Amini M, Venkatesan JK, Liu W, Leroux A, Nguyen TN, Madry H, Migonney V, Cucchiarini M. Advanced Gene Therapy Strategies for the Repair of ACL Injuries. Int J Mol Sci 2022; 23:ijms232214467. [PMID: 36430947 PMCID: PMC9695211 DOI: 10.3390/ijms232214467] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 11/07/2022] [Accepted: 11/19/2022] [Indexed: 11/23/2022] Open
Abstract
The anterior cruciate ligament (ACL), the principal ligament for stabilization of the knee, is highly predisposed to injury in the human population. As a result of its poor intrinsic healing capacities, surgical intervention is generally necessary to repair ACL lesions, yet the outcomes are never fully satisfactory in terms of long-lasting, complete, and safe repair. Gene therapy, based on the transfer of therapeutic genetic sequences via a gene vector, is a potent tool to durably and adeptly enhance the processes of ACL repair and has been reported for its workability in various experimental models relevant to ACL injuries in vitro, in situ, and in vivo. As critical hurdles to the effective and safe translation of gene therapy for clinical applications still remain, including physiological barriers and host immune responses, biomaterial-guided gene therapy inspired by drug delivery systems has been further developed to protect and improve the classical procedures of gene transfer in the future treatment of ACL injuries in patients, as critically presented here.
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Affiliation(s)
- Mahnaz Amini
- Center of Experimental Orthopaedics, Saarland University Medical Center, Kirrbergerstr. Bldg 37, D-66421 Homburg, Germany
| | - Jagadeesh K. Venkatesan
- Center of Experimental Orthopaedics, Saarland University Medical Center, Kirrbergerstr. Bldg 37, D-66421 Homburg, Germany
| | - Wei Liu
- Center of Experimental Orthopaedics, Saarland University Medical Center, Kirrbergerstr. Bldg 37, D-66421 Homburg, Germany
| | - Amélie Leroux
- Laboratoire CSPBAT UMR CNRS 7244, Université Sorbonne Paris Nord, Avenue JB Clément, 93430 Villetaneuse, France
| | - Tuan Ngoc Nguyen
- Laboratoire CSPBAT UMR CNRS 7244, Université Sorbonne Paris Nord, Avenue JB Clément, 93430 Villetaneuse, France
| | - Henning Madry
- Center of Experimental Orthopaedics, Saarland University Medical Center, Kirrbergerstr. Bldg 37, D-66421 Homburg, Germany
| | - Véronique Migonney
- Laboratoire CSPBAT UMR CNRS 7244, Université Sorbonne Paris Nord, Avenue JB Clément, 93430 Villetaneuse, France
| | - Magali Cucchiarini
- Center of Experimental Orthopaedics, Saarland University Medical Center, Kirrbergerstr. Bldg 37, D-66421 Homburg, Germany
- Correspondence: or
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Takahashi T, Watanabe S, Ito T. Current and future of anterior cruciate ligament reconstruction techniques. World J Meta-Anal 2021; 9:411-437. [DOI: 10.13105/wjma.v9.i5.411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 08/09/2021] [Accepted: 10/25/2021] [Indexed: 02/06/2023] Open
Abstract
In recent years, anterior cruciate ligament (ACL) reconstruction has generally yielded favorable outcomes. However, ACL reconstruction has not provided satisfactory results in terms of the rate of returning to sports and prevention of osteoarthritis (OA) progression. In this paper, we outline current techniques for ACL reconstruction such as graft materials, double-bundle or single-bundle reconstruction, femoral tunnel drilling, all-inside technique, graft fixation, preservation of remnant, anterolateral ligament reconstruction, ACL repair, revision surgery, treatment for ACL injury with OA and problems, and discuss expected future trends. To enable many more orthopedic surgeons to achieve excellent ACL reconstruction outcomes with less invasive surgery, further studies aimed at improving surgical techniques are warranted. Further development of biological augmentation and robotic surgery technologies for ACL reconstruction is also required.
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Affiliation(s)
- Toshiaki Takahashi
- Department of Sports and Health Science, Ehime University, Matsuyama 790-8577, Ehime, Japan
| | - Seiji Watanabe
- Department of Orthopedic Surgery, Ehime University Graduate School of Medicine, Toon 791-0295, Ehime, Japan
| | - Toshio Ito
- Department of Orthopaedic Surgery, Murakami Memorial Hospital, Saijo 793-0030, Ehime, Japan
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de Andrade ALL, Sardeli AV, Garcia TA, Livani B, Belangero WD. Time-Dependent Effect of Platelet-Rich Plasma in Reducing Donor-Site Pain After Anterior Cruciate Ligament Reconstruction. Am J Sports Med 2021; 49:2854-2858. [PMID: 33253008 DOI: 10.1177/0363546520968289] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Anterior cruciate ligament reconstruction (ACLR) has a high incidence among sports players, and one important side effect of the surgery is graft donor site morbidity. Although some evidence suggests that application of platelet-rich plasma (PRP) during ACLR reduces pain and improves knee function, it is not a universal finding. PURPOSE To perform a meta-analysis of previous studies testing the effects of PRP on donor site morbidity after ACLR. STUDY DESIGN Systematic review and meta-analysis. METHODS We reviewed PubMed (Medline), Web of Science, Embase, Scopus, and Cochrane databases to find studies testing the effects of PRP on the donor site of ACLR autograft. After identifying 4 studies, we conducted 2 meta-analyses, 1 for the effects of PRP on pain, assessed by visual analog scale (VAS), and the other for the functional knee scores. We also tested the ability of time after ACLR to predict the PRP-related reduction of pain. RESULTS In the 4 studies identified, 157 patients were analyzed. Although the VAS score was lower with PRP at 6 months (raw mean difference [RMD], -0.97 [95% CI, -1.59 to -0.36]; P = .001) and 12 months (RMD, -0.61 [95% CI,-1.02 to -0.21]; P = .003), the effects of PRP disappeared at 24 months (RMD, -0.08 [95% CI,-0.38 to 0.22]; P = .586). A univariate regression analysis reinforced the ability of time after ACLR to predict the PRP-related reduction of VAS pain score (r2 = 0.98). However, knee function after ACLR was not improved by the use of PRP (standardized mean difference, 0.71 [95% CI,-0.17 to 1.60]; P = .114). CONCLUSION PRP applied to a bone-patellar tendon-bone donor site could reduce knee pain within a year, and this reduction had a correlation with time, meaning that the effect of PRP decreased with time after surgery. However, pain reduction did not reach clinical relevance and did not lead to better functional knee scores.
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Affiliation(s)
| | - Amanda Veiga Sardeli
- Laboratory of Exercise Physiology-FISEX, University of Campinas-UNICAMP, Campinas-SP, Brazil
| | - Thiago Alves Garcia
- Orthopaedic Biomaterials Laboratory, School of Medical Sciences, University of Campinas-UNICAMP, Campinas-SP, Brazil
| | - Bruno Livani
- Faculty of Medical Sciences, University of Campinas-UNICAMP, Campinas-SP, Brazil
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Alves AFF, de Arruda Miranda JR, de Souza SAS, Pereira RV, de Almeida Silvares PR, Yamashita S, Deffune E, de Pina DR. Texture analysis to differentiate anterior cruciate ligament in patients after surgery with platelet-rich plasma. J Orthop Surg Res 2021; 16:283. [PMID: 33910605 PMCID: PMC8080342 DOI: 10.1186/s13018-021-02437-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Accepted: 04/20/2021] [Indexed: 01/21/2023] Open
Abstract
BACKGROUND Platelet-rich plasma (PRP) has been used to favor anterior cruciate ligament (ACL) healing after reconstruction surgeries. However, clinical data are still inconclusive and subjective about PRP. Thus, we propose a quantitative method to demonstrate that PRP produced morphological structure changes. METHODS Thirty-four patients undergoing ACL reconstruction surgery were evaluated and divided into control group (sixteen patients) without PRP application and experiment group (eighteen patients) with intraoperative application of PRP. Magnetic resonance imaging (MRI) scans were performed 3 months after surgery. We used Matlab® and machine learning (ML) in Orange Canvas® to texture analysis (TA) features extraction. Experienced radiologists delimited the regions of interest (RoIs) in the T2-weighted images. Sixty-two texture parameters were extracted, including gray-level co-occurrence matrix and gray level run length. We used the algorithms logistic regression (LR), naive Bayes (NB), and stochastic gradient descent (SGD). RESULTS The accuracy of the classification with NB, LR, and SGD was 83.3%, 75%, 75%, respectively. For the area under the curve, NB, LR, and SGD presented values of 91.7%, 94.4%, 75%, respectively. In clinical evaluations, the groups show similar responses in terms of improvement in pain and increase in the IKDC index (International Knee Documentation Committee) and Lysholm score indices differing only in the assessment of flexion, which presents a significant difference for the group treated with PRP. CONCLUSIONS Here, we demonstrated quantitatively that patients who received PRP presented texture changes when compared to the control group. Thus, our findings suggest that PRP interferes with morphological parameters of the ACL. TRIAL REGISTRATION Protocol no. CAAE 56164316.6.0000.5411.
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Affiliation(s)
- Allan Felipe Fattori Alves
- grid.410543.70000 0001 2188 478XMedical School, Sao Paulo State University Julio de Mesquita Filho, Av. Prof. Mário Rubens Guimarães Montenegro, s/n - UNESP - Campus de Botucatu, Botucatu, SP CEP 18618687 Brazil
| | - José Ricardo de Arruda Miranda
- grid.410543.70000 0001 2188 478XInstitute of Bioscience, Sao Paulo State University Julio de Mesquita Filho, R. Prof. Dr. Antônio Celso Wagner Zanin, 250 - Distrito de Rubião Junior, Botucatu, SP CEP 18618687 Brazil
| | - Sérgio Augusto Santana de Souza
- grid.410543.70000 0001 2188 478XInstitute of Bioscience, Sao Paulo State University Julio de Mesquita Filho, R. Prof. Dr. Antônio Celso Wagner Zanin, 250 - Distrito de Rubião Junior, Botucatu, SP CEP 18618687 Brazil
| | - Ricardo Violante Pereira
- grid.410543.70000 0001 2188 478XMedical School, Sao Paulo State University Julio de Mesquita Filho, Av. Prof. Mário Rubens Guimarães Montenegro, s/n - UNESP - Campus de Botucatu, Botucatu, SP CEP 18618687 Brazil
| | - Paulo Roberto de Almeida Silvares
- grid.410543.70000 0001 2188 478XMedical School, Sao Paulo State University Julio de Mesquita Filho, Av. Prof. Mário Rubens Guimarães Montenegro, s/n - UNESP - Campus de Botucatu, Botucatu, SP CEP 18618687 Brazil
| | - Seizo Yamashita
- grid.410543.70000 0001 2188 478XMedical School, Sao Paulo State University Julio de Mesquita Filho, Av. Prof. Mário Rubens Guimarães Montenegro, s/n - UNESP - Campus de Botucatu, Botucatu, SP CEP 18618687 Brazil
| | - Elenice Deffune
- grid.410543.70000 0001 2188 478XMedical School, Sao Paulo State University Julio de Mesquita Filho, Av. Prof. Mário Rubens Guimarães Montenegro, s/n - UNESP - Campus de Botucatu, Botucatu, SP CEP 18618687 Brazil
| | - Diana Rodrigues de Pina
- grid.410543.70000 0001 2188 478XMedical School, Sao Paulo State University Julio de Mesquita Filho, Av. Prof. Mário Rubens Guimarães Montenegro, s/n - UNESP - Campus de Botucatu, Botucatu, SP CEP 18618687 Brazil
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