1
|
Hanlon J, Máté M, de Jonge R, Bäcker HC, Panics G. A higher incidence of chondral injuries on the medial femoral condyle in concomitant ACL ruptures, no significant difference in treatment: A systematic review. Knee Surg Sports Traumatol Arthrosc 2024. [PMID: 39154256 DOI: 10.1002/ksa.12424] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Revised: 07/22/2024] [Accepted: 07/31/2024] [Indexed: 08/19/2024]
Abstract
PURPOSE The associated damage to articular cartilage in anterior cruciate ligament (ACL) injured patients is a well-recognized phenomenon; however, there is a relative paucity in the literature regarding the different treatment techniques and outcomes. The purpose of this systematic review was to identify patients treated for acute ACL rupture and associated cartilage injury, with interest in the surgical management of these chondral injuries and any difference in patient-reported outcome measures (PROMs) differing techniques. METHODS A systematic review was performed looking for treatment or management of International Cartilage Repair Society grade 3 or 4 articular cartilage injury at the time of ACL reconstruction. RESULTS Seventeen studies fit the criteria, a total of 892 patients were included, 64.6% were male with a mean age of 33.7 and the average time to follow-up was 41.7 months. 68.2% of the lesions were on the medial femoral condyle (MFC) with a mean lesion size of 3.9 cm2. Six different operative methods of dealing with chondral lesions were identified, there was no significant difference in PROMs between the techniques, although there was a significant difference between the preoperative and postoperative outcome measures. CONCLUSIONS The systematic review found that chondral defects on the MFC are more common in concomitant ACL injuries, despite the pattern of bone bruising being more common on the lateral femoral condyle as reported in the literature. It also found no significant difference in the PROMs between the six different techniques identified for the concomitant management of ACL reconstruction and chondral defects. LEVEL OF EVIDENCE Level II.
Collapse
Affiliation(s)
- Jack Hanlon
- Department of Orthopaedics and Traumatology, Uzsoki Hospital, FIFA Medical Center of Excellence Budapest, Budapest, Hungary
- Department of Orthopaedic Surgery, Auckland City Hospital, Grafton, New Zealand
- Department of Orthopaedic Surgery, Middlemore Hospital, Auckland, New Zealand
| | - Miklós Máté
- Department of Orthopaedics and Traumatology, Uzsoki Hospital, FIFA Medical Center of Excellence Budapest, Budapest, Hungary
| | - Róbert de Jonge
- Department of Orthopaedics and Traumatology, Uzsoki Hospital, FIFA Medical Center of Excellence Budapest, Budapest, Hungary
| | - Henrik C Bäcker
- Department of Orthopaedic Surgery, Auckland City Hospital, Grafton, New Zealand
- Department of Orthopaedic Surgery, Middlemore Hospital, Auckland, New Zealand
| | - Gergely Panics
- Department of Orthopaedic Surgery, Middlemore Hospital, Auckland, New Zealand
| |
Collapse
|
2
|
Wang X, Ren Z, Liu Y, Ma Y, Huang L, Song W, Lin Q, Zhang Z, Li P, Wei X, Duan W. Characteristics and Clinical Outcomes After Osteochondral Allograft Transplantation for Treating Articular Cartilage Defects: Systematic Review and Single-Arm Meta-analysis of Studies From 2001 to 2020. Orthop J Sports Med 2023; 11:23259671231199418. [PMID: 37745815 PMCID: PMC10515554 DOI: 10.1177/23259671231199418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 05/03/2023] [Indexed: 09/26/2023] Open
Abstract
Background Osteochondral allograft transplantation (OCA) treats symptomatic focal cartilage defects with satisfactory clinical results. Purpose To comprehensively analyze the characteristics and clinical outcomes of OCA for treating articular cartilage defects. Study Design Systematic review; Level of evidence, 4. Methods We searched Embase, PubMed, Cochrane Database, and Web of Science for studies published between January 1, 2001, and December 31, 2020, on OCA for treating articular cartilage defects. Publication information, patient data, osteochondral allograft storage details, and clinical outcomes were extracted to conduct a comprehensive summative analysis. Results In total, 105 studies involving 5952 patients were included. The annual reported number of patients treated with OCA increased from 69 in 2001 to 1065 in 2020, peaking at 1504 cases in 2018. Most studies (90.1%) were performed in the United States. The mean age at surgery was 34.2 years, and 60.8% of patients were male and had a mean body mass index of 26.7 kg/m2. The mean lesion area was 5.05 cm2, the mean follow-up duration was 54.39 months, the mean graft size was 6.85 cm2, and the number of grafts per patient was 54.7. The failure rate after OCA was 18.8%, and 83.1% of patients reported satisfactory results. Allograft survival rates at 2, 5, 10, 15, 20, and 25 years were 94%, 87.9%, 80%, 73%, 55%, and 59.4%, respectively. OCA was mainly performed on the knee (88.9%). The most common diagnosis in the knee was osteochondritis dissecans (37.9%), and the most common defect location was the medial femoral condyle (52%). The most common concomitant procedures were high tibial osteotomy (28.4%) and meniscal allograft transplantation (24.7%). After OCA failure, 54.7% of patients underwent revision with primary total knee arthroplasty. Conclusion The annual reported number of patients who underwent OCA showed a significant upward trend, especially from 2016 to 2020. Patients receiving OCA were predominantly young male adults with a high body mass index. OCA was more established for knee cartilage than an injury at other sites, and its best indication was osteochondritis dissecans. This analysis demonstrated satisfactory long-term postoperative outcomes.
Collapse
Affiliation(s)
- Xueding Wang
- Department of Orthopaedics, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Zhiyuan Ren
- Department of Orthopaedics, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Yang Liu
- Department of Orthopaedics, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Yongsheng Ma
- Department of Orthopaedics, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Lingan Huang
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Wenjie Song
- Department of Orthopaedics, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Qitai Lin
- Department of Orthopaedics, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Zhipeng Zhang
- Department of Orthopaedics, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Pengcui Li
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Xiaochun Wei
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| | - Wangping Duan
- Department of Orthopaedics, Second Hospital of Shanxi Medical University, Taiyuan, Shanxi, China
- Shanxi Key Laboratory of Bone and Soft Tissue Injury Repair, Taiyuan, Shanxi, China
| |
Collapse
|
3
|
Chahla J, Williams BT, Yanke AB, Farr J. The Large Focal Isolated Chondral Lesion. J Knee Surg 2023; 36:368-381. [PMID: 34507359 DOI: 10.1055/s-0041-1735278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Focal chondral defects (FCDs) of the knee can be a debilitating condition that can clinically translate into pain and dysfunction in young patients with high activity demands. Both the understanding of the etiology of FCDs and the surgical management of these chondral defects has exponentially grown in recent years. This is reflected by the number of surgical procedures performed for FCDs, which is now approximately 200,000 annually. This fact is also apparent in the wide variety of available surgical approaches to FCDs. Although simple arthroscopic debridement or microfracture are usually the first line of treatment for smaller lesions, chondral lesions that involve a larger area or depth require restorative procedures such as osteochondral allograft transplantation or other cell-based techniques. Given the prevalence of FCDs and the increased attention on treating these lesions, a comprehensive understanding of management from diagnosis to rehabilitation is imperative for the treating surgeon. This narrative review aims to describe current concepts in the treatment of large FCDs through providing an algorithmic approach to selecting interventions to address these lesions as well as the reported outcomes in the literature.
Collapse
Affiliation(s)
- Jorge Chahla
- Department of Orthopedic Surgery, Rush University Medical Center, Chicago, Illinois
| | - Brady T Williams
- Department of Orthopedic Surgery, University of Colorado, Aurora, Colorado
| | - Adam B Yanke
- Department of Orthopedic Surgery, Rush University Medical Center, Chicago, Illinois
| | - Jack Farr
- Knee Preservation and Cartilage Restoration Center, OrthoIndy, Indianapolis, Indiana
| |
Collapse
|
4
|
Kunze KN, Ramkumar PN, Manzi JE, Wright-Chisem J, Nwachukwu BU, Williams RJ. Risk Factors for Failure After Osteochondral Allograft Transplantation of the Knee: A Systematic Review and Exploratory Meta-analysis. Am J Sports Med 2022; 51:1356-1367. [PMID: 35049404 DOI: 10.1177/03635465211063901] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Graft failure after osteochondral allograft transplantation (OCA) of the knee is a devastating outcome, often necessitating subsequent interventions. A comprehensive understanding of the risk factors for failure after OCA of the knee may provide enhanced prognostic data for the knee surgeon and facilitate more informed shared decision-making discussions before surgery. PURPOSE To perform a systematic review and meta-analysis of risk factors associated with graft failure after OCA of the knee. STUDY DESIGN Systematic review and meta-analysis; Level of evidence, 4. METHODS The PubMed, Ovid/MEDLINE, and Cochrane databases were queried in April 2021. Data pertaining to study characteristics and risk factors associated with failure after OCA were recorded. DerSimonian-Laird binary random-effects models were constructed to quantitatively evaluate the association between risk factors and graft failure by generating effect estimates in the form of odds ratios (ORs) with 95% CIs, while mean differences (MDs) were calculated for continuous data. Qualitative analysis was performed to describe risk factors that were variably reported. RESULTS A total of 16 studies consisting of 1401 patients were included. The overall pooled prevalence of failure was 18.9% (range, 10%-46%). There were 44 risk factors identified, of which 9 were explored quantitatively. There was strong evidence to support that the presence of bipolar chondral defects (OR, 4.20 [95% CI, 1.17-15.08]; P = .028) and male sex (OR, 2.04 [95% CI, 1.17-3.55]; P = .012) were significant risk factors for failure after OCA. Older age (MD, 5.06 years [95% CI, 1.44-8.70]; P = .006) and greater body mass index (MD, 1.75 kg/m2 [95% CI, 0.48-3.03]; P = .007) at the time of surgery were also significant risk factors for failure after OCA. There was no statistically significant evidence to incontrovertibly support that concomitant procedures, chondral defect size, and defect location were associated with an increased risk of failure after OCA. CONCLUSION Bipolar chondral defects, male sex, older age, and greater body mass index were significantly associated with an increased failure rate after OCA of the knee. No statistically significant evidence presently exists to support that chondral defect size and location or concomitant procedures are associated with an increased graft failure rate after OCA of the knee. Additional studies are needed to evaluate these associations.
Collapse
Affiliation(s)
- Kyle N Kunze
- Department of Orthopedic Surgery, Hospital for Special Surgery, New York, New York, USA
| | - Prem N Ramkumar
- Department of Orthopaedic Surgery, Cleveland Clinic, Cleveland, Ohio, USA
| | | | - Joshua Wright-Chisem
- Department of Orthopedic Surgery, Hospital for Special Surgery, New York, New York, USA
| | - Benedict U Nwachukwu
- Department of Orthopedic Surgery, Hospital for Special Surgery, New York, New York, USA
| | - Riley J Williams
- Department of Orthopedic Surgery, Hospital for Special Surgery, New York, New York, USA
| |
Collapse
|
5
|
Mehl J, Feucht M, Achtnich A, Imhoff AB, Niemeyer P, Angele P, Zinser W, Spahn G, Loer I, Kniffler H, Schauf G, Schmitt A. Autologous chondrocyte implantation combined with anterior cruciate ligament reconstruction: similar short-term results in comparison with isolated cartilage repair in ligament intact joints. Knee Surg Sports Traumatol Arthrosc 2022; 30:3249-3257. [PMID: 34626229 PMCID: PMC9464143 DOI: 10.1007/s00167-021-06764-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 09/28/2021] [Indexed: 11/18/2022]
Abstract
PURPOSE Both acute ruptures of the anterior cruciate ligament (ACL) as well as chronic ACL insufficiency show a high association with focal cartilage defects of the knee. However, the results after combined ACL reconstruction and cartilage repair are not well investigated. The aim of the present study was to investigate the short-term outcomes after autologous chondrocyte implantation (ACI) in combination with ACL reconstruction and to compare the results with patients who underwent isolated ACI in ligament intact knees. METHODS All patients who were registered in the German Cartilage Registry with ACI for focal cartilage defects in the knee joint in combination with ACL reconstruction and who completed the 24 month follow-up were included in the study group. A matched-pair procedure according to gender, defect location, defect size, and age was used to create a control group of patients with isolated ACI in ACL intact joints. The Knee Injury and Osteoarthritis Outcome Score (KOOS) and the numeric analog scale for pain (NAS) were used to assess the preoperative state as well as the clinical outcomes 12 and 24 months after surgery. RESULTS A total of 34 patients were included in both the study group (age mean 33.3 ± SD 8.8 years) and the control group (33.6 ± 8.4 years) with a median defect size of 466 (25%-75% IQR 375-600) mm2 and 425 (IQR 375-600) mm2, respectively. In comparison with the preoperative state (median 67, IQR 52-75), the study group showed a significant increase of the total KOOS after 12 months (78, IQR 70-86; p = 0.014) and after 24 months (81, IQR 70-84; p = 0.001). The NAS for pain did not change significantly in the postoperative course. In comparison with the control group there was no significant difference for the total KOOS neither preoperative (control group median 67, IQR 52-73) nor at any postoperative time point (12 months: 82, IQR 67-93; 24 months: 81, IQR 71-91). CONCLUSION The clinical short-term outcomes after ACI at the knee joint in combination with ACL reconstruction are good and similar to the results after isolated ACI in ligament intact knees. LEVEL OF EVIDENCE III.
Collapse
Affiliation(s)
- Julian Mehl
- Department of Orthopaedic Sports Medicine, Klinikum rechts der Isar, Technical University, Ismaninger Strasse 22, 81675, Munich, Germany.
| | - Matthias Feucht
- Department of Orthopaedic Surgery, Paulinenhilfe, Diakonieklinikum, Stuttgart, Germany
| | - Andrea Achtnich
- grid.6936.a0000000123222966Department of Orthopaedic Sports Medicine, Klinikum rechts der Isar, Technical University, Ismaninger Strasse 22, 81675 Munich, Germany
| | - Andreas B. Imhoff
- grid.6936.a0000000123222966Department of Orthopaedic Sports Medicine, Klinikum rechts der Isar, Technical University, Ismaninger Strasse 22, 81675 Munich, Germany
| | | | - Peter Angele
- grid.411941.80000 0000 9194 7179Department for Traumatology, University Hospital Regensburg, Regensburg, Germany
| | - Wolfgang Zinser
- Department of Orthopaedic Surgery and Traumatology, St. Vinzenz Hospital, Dinslaken, Germany
| | - Gunter Spahn
- grid.275559.90000 0000 8517 6224Center of Trauma and Orthopaedic Surgery Eisenach, Jena University Hospital, Eisenach, Germany
| | - Ingo Loer
- Orthopaedie in Essen, Essen, Germany
| | | | | | - Andreas Schmitt
- grid.6936.a0000000123222966Department of Orthopaedic Sports Medicine, Klinikum rechts der Isar, Technical University, Ismaninger Strasse 22, 81675 Munich, Germany
| |
Collapse
|
6
|
Huddleston HP, Wong SE, Cregar WM, Haunschild ED, Alzein MM, Cole BJ, Yanke AB. Bone Marrow Lesions on Preoperative Magnetic Resonance Imaging Correlate With Outcomes Following Isolated Osteochondral Allograft Transplantation. Arthroscopy 2021; 37:3487-3497. [PMID: 33964391 DOI: 10.1016/j.arthro.2021.04.056] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/22/2020] [Revised: 04/15/2021] [Accepted: 04/23/2021] [Indexed: 02/02/2023]
Abstract
PURPOSE The purpose of this study was to investigate the role of preoperative bone marrow lesion (BML) size and location on (1) postoperative patient reported outcomes and (2) postoperative failure and time to failure after osteochondral allograft (OCA) transplantation. METHODS Consecutive patients from 2 senior surgeons who underwent isolated OCA transplantation to the knee from 2009-2018 were identified for the case series. Preoperative magnetic resonance imaging (MRI) was evaluated for BMLs based on 2 classification systems (Welsch et al. and Costa-Paz et al.) by 2 independent graders. BMLs associated with minimum 1-year postoperative outcomes were evaluated, and the effect of BML classification on survivorship was investigated with Kaplan-Meier curves. RESULTS The 77 patients who underwent isolated OCA transplantation (mean follow-up: 39.46 ± 22.67 months) and had preoperative MRIs were included. Within this cohort, 82% of patients demonstrated a BML. The preoperative Costa-Paz et al. classification was significantly positively correlated with the postoperative Visual Analog Scale, International Knee Documentation Committee and Veterans RAND 12-Item Health Survey raw scores for both graders (P < 0.05). Failure occurred in 5 of 65 (8%) patients at a mean of 22.86 ± 12.04 months postoperatively. The presence of BML alone did not significantly affect survival (P = 0.780). However, for 1 grader, the Welsch et al. classification was associated with increased risk of graft failure (P = 0.031). CONCLUSION Preoperative subchondral BMLs were present in 82% of patients undergoing OCA transplantation. We found that more severe BMLs based on the Costa-Paz classification, with increasing involvement in the juxta-articular surface, were correlated with higher postoperative patient-reported functional outcomes after OCA. BMLs may be associated with an increase in graft failure, but their role in this remains unclear. LEVEL OF EVIDENCE IV, Retrospective Case Series.
Collapse
Affiliation(s)
| | | | | | | | | | - Brian J Cole
- Rush University Medical Center, Chicago, Illinois, U.S.A
| | - Adam B Yanke
- Rush University Medical Center, Chicago, Illinois, U.S.A..
| |
Collapse
|
7
|
Ramkumar PN, Karnuta JM, Haeberle HS, Rodeo SA, Nwachukwu BU, Williams RJ. Effect of Preoperative Imaging and Patient Factors on Clinically Meaningful Outcomes and Quality of Life After Osteochondral Allograft Transplantation: A Machine Learning Analysis of Cartilage Defects of the Knee. Am J Sports Med 2021; 49:2177-2186. [PMID: 34048288 DOI: 10.1177/03635465211015179] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Fresh osteochondral allograft transplantation (OCA) is an effective method of treating symptomatic cartilage defects of the knee. This restoration technique involves the single-stage implantation of viable, mature hyaline cartilage into a chondral or osteochondral lesion. The extent to which preoperative imaging and patient factors predict achieving clinically meaningful outcomes among patients undergoing OCA for cartilage lesions of the knee remains unknown. PURPOSE To determine the predictive relationship of preoperative imaging, preoperative patient-reported outcome measures (PROMs), and patient demographics with achievement of the minimal clinically important difference (MCID) and substantial clinical benefit (SCB) for functional and quality-of-life PROMs at 2 years after OCA for symptomatic cartilage defects of the knee. STUDY DESIGN Case-control study; Level of evidence, 3. METHODS Data were analyzed for patients who underwent OCA before May 1, 2018, by 2 high-volume fellowship-trained cartilage surgeons. The International Knee Documentation Committee (IKDC) subjective form, Knee Outcome Survey-Activities of Daily Living (KOS-ADL), and mental and physical component summaries of the SF-36 were administered preoperatively and at 2 years postoperatively. A total of 42 predictive models were created using 7 unique architectures to detect achievement of the MCID for each of the 4 outcome measures and the SCB for the IKDC and KOS-ADL. Data inputted into the models included sex, age, body mass index, baseline PROMs, lesion size, concomitant ligamentous or meniscal tear, and presence of "bone bruise" or osseous edema. Shapley additive explanations plot analysis identified predictors of reaching the MCID and SCB. RESULTS Of the 185 patients who underwent OCA for the knee and met eligibility criteria from an institutional cartilage registry, 153 (83%) had 2-year follow-up. Preoperative magnetic resonance imaging (MRI), baseline PROMs, and patient demographics best predicted reaching the 2-year MCID and SCB of the IKDC and KOS-ADL PROMs, with areas under the receiver operating characteristic curve of the top-performing models ranging from good (0.88) to excellent (0.91). MRI faired poorly (areas under the curve, 0.60-0.68) in predicting the MCID for the mental and physical component summaries. Higher body mass index, knee malalignment, absence of preoperative osseous edema, concomitant anterior cruciate ligament or meniscal injury, larger defect size, and the implantation of >1 OCA graft were consistent findings contributing to failure to achieve the MCID or SCB at 2 years postoperatively. CONCLUSION Our machine learning models demonstrated that preoperative MRI, baseline PROMs, and patient demographics reliably predict the ability to reach clinically meaningful thresholds for functional knee outcomes 2 years after OCA for cartilage defects. Although clinical improvement in knee function can be reliably predicted, improvements in quality of life after OCA depend on a comprehensive preoperative assessment of the patient's perception of his or her mental and physical health. Absence of osseous edema, concomitant anterior cruciate ligament or meniscal injury, larger lesion size on MRI, knee malalignment, and elevated body mass index are predictive of failure to achieve 2-year functional benefits after OCA of the knee.
Collapse
Affiliation(s)
- Prem N Ramkumar
- Orthopaedic Machine Learning Laboratory, Cleveland Clinic, Cleveland, Ohio, USA
| | - Jaret M Karnuta
- Orthopaedic Machine Learning Laboratory, Cleveland Clinic, Cleveland, Ohio, USA
| | - Heather S Haeberle
- Orthopaedic Machine Learning Laboratory, Cleveland Clinic, Cleveland, Ohio, USA.,Sports Medicine and Shoulder Service, Institute for Cartilage Repair Hospital for Special Surgery, New York, New York, USA
| | - Scott A Rodeo
- Sports Medicine and Shoulder Service, Institute for Cartilage Repair Hospital for Special Surgery, New York, New York, USA
| | - Benedict U Nwachukwu
- Sports Medicine and Shoulder Service, Institute for Cartilage Repair Hospital for Special Surgery, New York, New York, USA
| | - Riley J Williams
- Sports Medicine and Shoulder Service, Institute for Cartilage Repair Hospital for Special Surgery, New York, New York, USA
| |
Collapse
|
8
|
Ramkumar PN, Karnuta JM, Haeberle HS, Owusu-Akyaw KA, Warner TS, Rodeo SA, Nwachukwu BU, Williams RJ. Association Between Preoperative Mental Health and Clinically Meaningful Outcomes After Osteochondral Allograft for Cartilage Defects of the Knee: A Machine Learning Analysis. Am J Sports Med 2021; 49:948-957. [PMID: 33555931 DOI: 10.1177/0363546520988021] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Fresh osteochondral allograft transplantation (OCA) is an effective method of treating symptomatic cartilage defects of the knee. This cartilage restoration technique involves the single-stage implantation of viable, mature hyaline cartilage into the chondral or osteochondral lesion. Predictive models for reaching the clinically meaningful outcome among patients undergoing OCA for cartilage lesions of the knee remain under investigation. PURPOSE To apply machine learning to determine which preoperative variables are predictive for achieving the minimal clinically important difference (MCID) and substantial clinical benefit (SCB) at 1 and 2 years after OCA for cartilage lesions of the knee. STUDY DESIGN Case-control study; Level of evidence, 3. METHODS Data were analyzed for patients who underwent OCA of the knee by 2 high-volume fellowship-trained cartilage surgeons before May 1, 2018. The International Knee Documentation Committee questionnaire (IKDC), Knee Outcome Survey-Activities of Daily Living (KOS-ADL), and Mental Component (MCS) and Physical Component (PCS) Summaries of the 36-Item Short Form Health Survey (SF-36) were administered preoperatively and at 1 and 2 years postoperatively. A total of 84 predictive models were created using 7 unique architectures to detect achievement of the MCID for each of the 4 outcome measures and the SCB for the IKDC and KOS-ADL at both time points. Data inputted into the models included previous and concomitant surgical history, laterality, sex, age, body mass index (BMI), intraoperative findings, and patient-reported outcome measures (PROMs). Shapley Additive Explanations (SHAP) analysis identified predictors of reaching the MCID and SCB. RESULTS Of the 185 patients who underwent OCA for the knee and met eligibility criteria from an institutional cartilage registry, 135 (73%) patients were available for the 1-year follow-up and 153 (83%) patients for the 2-year follow-up. In predicting outcomes after OCA in terms of the IKDC, KOS-ADL, MCS, and PCS at 1 and 2 years, areas under the receiver operating characteristic curve (AUCs) of the top-performing models ranged from fair (0.72) to excellent (0.94). Lower baseline mental health (MCS), higher baseline physical health (PCS) and knee function scores (KOS-ADL, IKDC Subjective), lower baseline activity demand (Marx, Cincinnati sports), worse pain symptoms (Cincinnati pain, SF-36 pain), and higher BMI were thematic predictors contributing to failure to achieve the MCID or SCB at 1 and 2 years postoperatively. CONCLUSION Our machine learning models were effective in predicting outcomes and elucidating the relationships between baseline factors contributing to achieving the MCID for OCA of the knee. Patients who preoperatively report poor mental health, catastrophize pain symptoms, compensate with higher physical health and knee function, and exhibit lower activity demands are at risk for failing to reach clinically meaningful outcomes after OCA of the knee.
Collapse
Affiliation(s)
- Prem N Ramkumar
- Orthopaedic Machine Learning Laboratory, Cleveland Clinic, Cleveland, Ohio, USA
| | - Jaret M Karnuta
- Orthopaedic Machine Learning Laboratory, Cleveland Clinic, Cleveland, Ohio, USA
| | - Heather S Haeberle
- Orthopaedic Machine Learning Laboratory, Cleveland Clinic, Cleveland, Ohio, USA.,Sports Medicine and Shoulder Service-Institute for Cartilage Repair, Hospital for Special Surgery, New York, New York, USA
| | - Kwadwo A Owusu-Akyaw
- Sports Medicine and Shoulder Service-Institute for Cartilage Repair, Hospital for Special Surgery, New York, New York, USA
| | - Tyler S Warner
- Sports Medicine and Shoulder Service-Institute for Cartilage Repair, Hospital for Special Surgery, New York, New York, USA
| | - Scott A Rodeo
- Sports Medicine and Shoulder Service-Institute for Cartilage Repair, Hospital for Special Surgery, New York, New York, USA
| | - Benedict U Nwachukwu
- Sports Medicine and Shoulder Service-Institute for Cartilage Repair, Hospital for Special Surgery, New York, New York, USA
| | - Riley J Williams
- Sports Medicine and Shoulder Service-Institute for Cartilage Repair, Hospital for Special Surgery, New York, New York, USA
| |
Collapse
|
9
|
Gaul F, Bugbee WD. Applications for osteochondral allografts. ARTHROSKOPIE 2020. [DOI: 10.1007/s00142-019-00337-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
|
10
|
Bonazza NA, Smuin DM, Joshi R, Ba D, Liu G, Leslie DL, Dhawan A. Surgical Trends in Articular Cartilage Injuries of the Knee, Analysis of the Truven Health MarketScan Commercial Claims Database from 2005-2014. Arthrosc Sports Med Rehabil 2019; 1:e101-e107. [PMID: 32266346 PMCID: PMC7120850 DOI: 10.1016/j.asmr.2019.08.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Accepted: 08/29/2019] [Indexed: 02/03/2023] Open
Abstract
Purpose To evaluate trends in procedures for the treatment of chondral injuries of the knee using the MarketScan database in the hope that further work can be performed to refine the indications for chondral intervention Methods The MarketScan Research Database was searched using Current Procedure Terminology, 4th edition, codes to identify patients who underwent chondral procedures of the knee from 2005-2014. Combined procedures, including meniscal transplant or osteotomy, were also identified. Patients were characterized by gender, age group and year of initial procedure. A χ2 test was used to evaluate differences in surgical trends between individual patient groups delineated by age and gender. The Cochran-Armitage trend test was used to identify significant differences in surgical trends yearly. Results Of 148,373,254 unique patients, 520,934 patients underwent a total of 599,119 procedures. Arthroscopy with debridement/shaving of articular cartilage decreased in proportion from 75% of all procedures in 2005 to 51% of all procedures in 2014 (P < .0001). Open osteochondral allograft saw the greatest change during the study period; a higher number of females than males underwent condral procedures (P < .0001). Patients aged 45-54 underwent the most procedures (32.9% of all procedures). A total of 483 patients underwent chondral procedures in conjunction with meniscal transplant with variable incidence during the study period. A total of 1,418 patients underwent chondral procedures in conjunction with osteotomy; cumulative incidence decreased from 4.5 procedures per 1,000,000 patients/year in 2005 to 2.6 procedures per 1,000,000 patients/year in 2014 (P < .0001). Conclusions Knee arthroscopy with debridement/shaving of articular cartilage remains the most common procedure performed. Although open allograft and autograft transplantation saw a sustained increase in incidence, the overall incidence of cartilage procedures, as well as those performed with osteotomies, declined. Level of Evidence Level IV, cross-sectional study.
Collapse
Affiliation(s)
- Nicholas A Bonazza
- Department of Orthopaedics and Rehabilitation, Pennsylvania State University College of Medicine, Milton S. Hershey Medical Center, Penn State Health, Pennsylvania State College of Medicine, Hershey, Pennsylvania, U.S.A
| | - Dallas M Smuin
- Department of Orthopaedics and Rehabilitation, Pennsylvania State University College of Medicine, Milton S. Hershey Medical Center, Penn State Health, Pennsylvania State College of Medicine, Hershey, Pennsylvania, U.S.A
| | - Rajat Joshi
- Pennsylvania State University College of Medicine, Hershey, Pennsylvania, U.S.A
| | - Djibril Ba
- Department of Public Health Sciences, Pennsylvania State University College of Medicine, Hershey, Pennsylvania, U.S.A
| | - Guodong Liu
- Department of Public Health Sciences, Pennsylvania State University College of Medicine, Hershey, Pennsylvania, U.S.A
| | - Douglas L Leslie
- Department of Public Health Sciences, Pennsylvania State University College of Medicine, Hershey, Pennsylvania, U.S.A
| | - Aman Dhawan
- Department of Orthopaedics and Rehabilitation, Pennsylvania State University College of Medicine, Milton S. Hershey Medical Center, Penn State Health, Pennsylvania State College of Medicine, Hershey, Pennsylvania, U.S.A.,Department of Public Health Sciences, Pennsylvania State University College of Medicine, Hershey, Pennsylvania, U.S.A
| |
Collapse
|
11
|
Gaul F, Bugbee WD. Einsatzmöglichkeiten osteochondraler Allografts. ARTHROSKOPIE 2019. [DOI: 10.1007/s00142-019-00320-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
|
12
|
Lee S, Frank RM, Christian DR, Cole BJ. Analysis of Defect Size and Ratio to Condylar Size With Respect to Outcomes After Isolated Osteochondral Allograft Transplantation. Am J Sports Med 2019; 47:1601-1612. [PMID: 31072116 DOI: 10.1177/0363546519841378] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Osteochondral allograft transplantation (OCA) is a successful knee joint preservation technique; however, the effects of defect size and defect size:condyle ratio (DSCR) are poorly understood. PURPOSE To quantify clinical outcomes of isolated OCA of the knee based on defect size and DSCR. STUDY DESIGN Cohort study; Level of evidence, 3. METHODS Data from patients who underwent OCA of the knee without major concomitant procedures by a single surgeon were analyzed at a minimum follow-up of 2 years. Osteochondral defect size was measured intraoperatively, and femoral condyle size was measured with preoperative imaging. Patient-reported outcomes, reoperations, and survival rates were analyzed per defect size and DSCR, comparing males and females and patients <40 and ≥40 years old. RESULTS Sixty-eight patients were included, of whom 57% were male (mean ± SD: age, 34.5 ± 10.3 years; follow-up, 5.2 ± 2.6 years). Mean osteochondral defect size and DSCR were 3.48 ± 1.72 cm2 and 0.2 ± 0.1, respectively. Defect size was larger among males as compared with females (3.97 ± 1.71 cm2 vs 2.81 ± 1.16 cm2, P = .005), while DSCRs were not significantly different between sexes ( P = .609). The cohort as a whole demonstrated improvements in the following scores: Lysholm, International Knee Documentation Committee, Knee injury and Osteoarthritis Outcome Score, Western Ontario and McMaster Universities Osteoarthritis Index, and 12-Item Short Form Health Survey Physical ( P < .05). There were 27 reoperations (39.7%) at a mean of 2.5 ± 1.92 years and 8 failures (11.8%) at a mean of 2.62 ± 1.3 years. Mean DCSR was higher among patients with graft failure (0.26 ± 0.20 vs 0.19 ± 0.07, P = .049). After stratification by age, failures among patients ≥40 years old were associated with a larger defect size (mean 5.37 ± 3.50 cm2 vs 3.22 ± 1.32 cm2, P = .03) and higher DSCR (mean 0.30 ± 0.25 vs 0.19 ± 0.06, P = .05) when compared with nonfailures. Failures among patients <40 years old were not significantly associated with defect size or DSCR ( P > .05) as compared with nonfailures. CONCLUSION Patients undergoing isolated OCA transplantation demonstrated significant clinical improvements and a graft survival of 88.2% at 5.2 years. Failures overall were associated with a larger DSCR, and failures among patients ≥40 years old with a larger DSCR and larger defect size. Increasing defect size among males was positively correlated with some improved outcomes, although this was not maintained in analysis of the DSCR, suggesting similar prognosis after OCA regardless of sex. CLINICAL RELEVANCE Failed osteochondral allografts are associated with larger defect sizes and defect:condyle ratios in this study, providing additional information to surgeons for appropriate patient consultation.
Collapse
Affiliation(s)
- Simon Lee
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, Michigan, USA
| | - Rachel M Frank
- Department of Orthopedic Surgery, University of Colorado, Denver, Colorado, USA
| | - David R Christian
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
| | - Brian J Cole
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, Illinois, USA
| |
Collapse
|
13
|
Wang D, Chang B, Coxe FR, Pais MD, Wickiewicz TL, Warren RF, Rodeo SA, Williams RJ. Clinically Meaningful Improvement After Treatment of Cartilage Defects of the Knee With Osteochondral Grafts. Am J Sports Med 2019; 47:71-81. [PMID: 30481044 DOI: 10.1177/0363546518808030] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Mosaicplasty and fresh osteochondral allograft transplantation (OCA) are popular cartilage restoration techniques that involve the single-stage implantation of viable, mature hyaline cartilage-bone dowels into chondral lesions of the knee. Recently, there has been greater focus on what represents a clinically relevant change in outcomes reporting, and commonly applied metrics for measuring clinical significance include the minimal clinically important difference (MCID) and substantial clinical benefit (SCB). PURPOSE To define the MCID and SCB after mosaicplasty or OCA for the International Knee Documentation Committee (IKDC) subjective form and Knee Outcome Survey-Activities of Daily Living (KOS-ADL) and to determine patient factors that are predictive of achieving the MCID and SCB after mosaicplasty or OCA. STUDY DESIGN Cohort study (diagnosis); Level of evidence, 3. METHODS An institutional cartilage registry was reviewed to identify patients who underwent mosaicplasty or OCA. The decision to perform either mosaicplasty or OCA was generally based on chondral defect size. The IKDC and KOS-ADL were administered preoperatively and at a minimum of 2 years postoperatively. Patient responses to the outcome measures were aggregated, and the MCID and SCB of these outcome scores were calculated with anchor-based methods. Multivariate analysis adjusted for age and sex was performed to identify patient factors predictive of achieving the MCID and SCB. RESULTS Of the 372 eligible patients, 151 (41%) were lost to follow-up, 46 (12%) had incomplete preoperative outcome scores and 2 were treated with OCA of the tibia and therefore excluded. In total, 173 knees were analyzed (n = 173 patients; mean age, 33.0 years; 37% female). Seventy-five (43%) and 98 (57%) knees were treated with mosaicplasty and OCA, respectively. The mean ± SD MCIDs for the IKDC and KOS-ADL were 17 ± 3.9 and 10 ± 3.7, respectively. The SCBs for the IKDC and KOS-ADL were 30 ± 6.9 and 17 ± 3.9, respectively. Univariate analysis demonstrated no association between procedure (mosaicplasty or OCA) and likelihood of achieving the MCID or SCB. In the multivariate analysis, lower preoperative IKDC and KOS-ADL scores, higher preoperative Marx Activity Rating Scale scores, lower preoperative 36-Item Short Form Health Survey pain scores, and a history of ≤1 prior ipsilateral knee surgical procedure were predictive of achieving the MCID and/or SCB. CONCLUSION These values can be used to define a clinically meaningful improvement for future outcome studies. For surgeons considering mosaicplasty or OCA for their patients, these results can help guide clinical decision making and manage patient expectations before surgery.
Collapse
Affiliation(s)
- Dean Wang
- Department of Orthopaedic Surgery, University of California, Irvine, Orange, California, USA.,Sports Medicine Service, Hospital for Special Surgery, New York, New York, USA
| | - Brenda Chang
- Biostatistics Core, Hospital for Special Surgery, New York, New York, USA
| | - Francesca R Coxe
- Sports Medicine Service, Hospital for Special Surgery, New York, New York, USA
| | - Mollyann D Pais
- Sports Medicine Service, Hospital for Special Surgery, New York, New York, USA
| | - Thomas L Wickiewicz
- Sports Medicine Service, Hospital for Special Surgery, New York, New York, USA
| | - Russell F Warren
- Sports Medicine Service, Hospital for Special Surgery, New York, New York, USA
| | - Scott A Rodeo
- Sports Medicine Service, Hospital for Special Surgery, New York, New York, USA
| | - Riley J Williams
- Sports Medicine Service, Hospital for Special Surgery, New York, New York, USA
| |
Collapse
|