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Mikaelsen JR, Jakobsen RB, Røtterud JH, Randsborg PH. Body Mass Index Did Not Affect the Risk of Revision 3-9 Years After Total Knee Replacement Surgery. Arthroplast Today 2024; 27:101376. [PMID: 38654886 PMCID: PMC11035089 DOI: 10.1016/j.artd.2024.101376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 02/19/2024] [Accepted: 03/12/2024] [Indexed: 04/26/2024] Open
Abstract
Background There are conflicting reports in the literature regarding the risk of revision after primary total knee replacement (TKR) in obese patients. The purpose of this study was to investigate if body mass index (BMI) influences the risk of revision 3-9 years after primary TKR. Methods All patients undergoing a primary TKR in our institution from 2014 to 2018 were included in a retrospective study. The effect of BMI on all-cause revision was estimated in a logistic regression analysis. A directed acyclic graph was created to identify variables affecting the primary endpoint (revision). According to the directed acyclic graph, adjustment was only needed for age and smoking. However, we also included variables thought to influence the revision risk based on clinical experience and previous research. The final logistic regression analysis was therefore adjusted for age, sex, smoking status, diabetes mellitus and the American Society of Anesthesiologists classification. Results One thousand fifty-nine primary TKR patients with a mean age of 68.1 (standard deviation 9.4) years were included. There were 609 (57.5%) women, and the median follow-up time was 5.6 (range 3.0-9.0) years. There were 41 (3.9%) revisions. BMI did not affect the risk of revision when adjusted for relevant covariates in a multivariate logistic regression analysis (odds ratio 0.99, 95% confidence interval 0.93-1.05, P = .6). Conclusions BMI did not influence the risk of revision rate 3-9 years after TKR.
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Affiliation(s)
- Jan Rune Mikaelsen
- Department of Orthopaedic Surgery, Akershus University Hospital, Lørenskog, Norway
- Faculty of Medicine, Institute of Clinical Medicine, Campus Ahus, University of Oslo, Lørenskog, Norway
| | - Rune Bruhn Jakobsen
- Department of Orthopaedic Surgery, Akershus University Hospital, Lørenskog, Norway
- Faculty of Medicine, Institute of Health and Society, University of Oslo, Oslo, Norway
| | - Jan Harald Røtterud
- Department of Orthopaedic Surgery, Akershus University Hospital, Lørenskog, Norway
| | - Per-Henrik Randsborg
- Department of Orthopaedic Surgery, Akershus University Hospital, Lørenskog, Norway
- Faculty of Medicine, Institute of Clinical Medicine, Campus Ahus, University of Oslo, Lørenskog, Norway
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Ueyama H, Minoda Y, Sugama R, Ohta Y, Takemura S, Nakamura H. Mobile-bearing prosthesis suppresses the postoperative rotational mismatch and improves patient-reported outcome measurements better than fixed-bearing prosthesis: rotational analysis by 3D measurement in total knee arthroplasty. Arch Orthop Trauma Surg 2023; 143:6781-6790. [PMID: 37418005 DOI: 10.1007/s00402-023-04971-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/22/2022] [Accepted: 06/26/2023] [Indexed: 07/08/2023]
Abstract
INTRODUCTION It is preferable to reduce postoperative excessive rotational mismatch between the femur and tibia that causes poor clinical results following total knee arthroplasty (TKA). The aim of this study is to compare postoperative rotational mismatches and clinical outcomes with mobile- and fixed-bearing prostheses. MATERIALS AND METHODS This study classified 190 TKAs into two groups equally by propensity score matching: mobile-bearing group (n = 95) and fixed-bearing group (n = 95). Computed tomography images of the whole leg were taken at 2 weeks postoperatively. The component alignments, rotational mismatches between the femur and tibia, and rotations among components were measured three-dimensionally. The knee range of motion, New Knee Society Score (KSS) subjective sores, and Forgotten Joint Score (FJS-12) were assessed at the final follow-up. RESULTS Rotational mismatch between the femur and tibia was significantly less in the mobile- (- 0.8° ± 7.3°) than in the fixed-bearing (3.3° ± 8.5°, p < 0.001) group. New KSS functional activity score was significantly poorer in patients with excessive rotational mismatch (61.3 ± 21.4) than in those without it (49.5 ± 20.6, p = 0.02). Comparing mobile-bearing prosthesis, the use of fixed-bearing prosthesis was a risk factor for postoperative excessive rotational mismatch (odds ratio: 2.32, p = 0.03). CONCLUSION When compared to a fixed-bearing prosthesis, TKA using a mobile-bearing prosthesis could suppress the postoperative rotational mismatch between the femur and tibia that causes poor subjective functional activity score. However, since this study was conducted for PS-TKA, the results might not be applicable to other models.
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Affiliation(s)
- Hideki Ueyama
- Orthopedic Surgery, Osaka Rosai Hospital, 1179-3 Nagasonecho, Kitaku, Sakai, Osaka, 591-8025, Japan.
- Department of Orthopedic Surgery, Osaka Metropolitan University Graduate School of Medicine, 1-4-3 Asahimachi, Abenoku, Osaka, 545-8585, Japan.
| | - Yukihide Minoda
- Department of Orthopedic Surgery, Osaka Metropolitan University Graduate School of Medicine, 1-4-3 Asahimachi, Abenoku, Osaka, 545-8585, Japan
| | - Ryo Sugama
- Department of Orthopedic Surgery, Osaka Metropolitan University Graduate School of Medicine, 1-4-3 Asahimachi, Abenoku, Osaka, 545-8585, Japan
| | - Yoichi Ohta
- Department of Orthopedic Surgery, Osaka Metropolitan University Graduate School of Medicine, 1-4-3 Asahimachi, Abenoku, Osaka, 545-8585, Japan
| | - Susumu Takemura
- Orthopedic Surgery, Osaka Rosai Hospital, 1179-3 Nagasonecho, Kitaku, Sakai, Osaka, 591-8025, Japan
| | - Hiroaki Nakamura
- Department of Orthopedic Surgery, Osaka Metropolitan University Graduate School of Medicine, 1-4-3 Asahimachi, Abenoku, Osaka, 545-8585, Japan
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Grindy S, Gil D, Suhardi J, Fan Y, Moore K, Hugard S, Leape C, Randolph M, Asik MD, Muratoglu O, Oral E. Hydrogel device for analgesic drugs with in-situ loading and polymerization. J Control Release 2023; 361:20-28. [PMID: 37451545 DOI: 10.1016/j.jconrel.2023.07.022] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2023] [Revised: 07/05/2023] [Accepted: 07/10/2023] [Indexed: 07/18/2023]
Abstract
The high prevalence of opioid addiction and the shortcomings of systemic opioids has increased the pace of the search for alternative methods of pain management. The local delivery of pain medications has started to be used as a tool for pain management and to decrease the use of systemic opioids for these patients. Here, we explored an in-situ polymerizable hydrogel system for the local delivery of analgesics and nonsteroid anti-inflammatory drugs (NSAID) for orthopaedic applications. We synthesized a series of methacrylated oligomeric polyethylene glycol-co-lactic acid polymer using microwave radiation for the delivery of bupivacaine hydrochloride as an analgesic and ketorolac tromethamine as an NSAID. We determined drug elution and gel degradation profiles in vitro. Biocompatibility was assessed against osteoblasts in vitro and by histological analysis after subcutaneous implantation for 4 weeks in vivo. Intra-articular and systemic concentrations and pharmacokinetic parameters were estimated using a two-compartment pharmacodynamic model based on in-vitro elution profiles. This type of in-situ applicable hydrogels is promising for extending the local efficacy of pain medication and further reducing the need for opioids.
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Affiliation(s)
- Scott Grindy
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Orthopaedic Surgery, Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Dmitry Gil
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Orthopaedic Surgery, Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Jeremy Suhardi
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Orthopaedic Surgery, Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Yingfang Fan
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Orthopaedic Surgery, Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Kyle Moore
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Shannon Hugard
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Charlotte Leape
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA
| | - Mark Randolph
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Orthopaedic Surgery, Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Mehmet D Asik
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Orthopaedic Surgery, Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Orhun Muratoglu
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Orthopaedic Surgery, Harvard Medical School, Harvard University, Boston, MA 02115, USA
| | - Ebru Oral
- Harris Orthopaedics Laboratory, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Orthopaedic Surgery, Harvard Medical School, Harvard University, Boston, MA 02115, USA.
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Mihalko WM, Johnson KC, Neiberg RH, Bahnson JL, Singhal K, Richey PA. The Association of Total Knee Arthroplasty With Weight Loss in the Look AHEAD (Action for Health in Diabetes) Clinical Trial. J Arthroplasty 2023; 38:S81-S87.e2. [PMID: 36933679 PMCID: PMC10200753 DOI: 10.1016/j.arth.2023.03.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 03/02/2023] [Accepted: 03/06/2023] [Indexed: 03/20/2023] Open
Abstract
BACKGROUND Patients who have obesity seldom lose weight after total knee arthroplasty (TKA). The Look AHEAD (Action for Health in Diabetes) trial randomized patients with type 2 diabetes who were overweight or had obesity to a 10-year intensive lifestyle intervention (ILI) or diabetes support and education (DSE). METHODS Of the total 5,145 participants enrolled who had a median 14-year follow-up, a subset of 4,624 met inclusion criteria. The ILI aimed at achieving and maintaining a 7% weight loss and included weekly counseling the first 6 months, with decreasing frequency thereafter. This secondary analysis was undertaken to determine what effects a TKA had on patients participating in a known successful weight loss program and specifically if there was a negative impact on weight loss or their Physical Component Score. RESULTS The analysis suggests that the ILI remained effective for maintaining or losing weight after TKA. Participants in ILI had significantly greater percent weight loss than those in DSE both before and after TKA (ILI-DSE before TKA: -3.6% (-5.0, -2.3); after TKA: -3.7% (-4.1, -3.3); both P < .0001). When comparing percent weight loss before to after TKA, there was no significant difference within either the DSE or ILI group (least square means ± standard error ILI: -0.36% ± 0.3, P = .21; DSE: -0.41% ± 0.29, P = .16). Physical Component Scores improved after TKA (P < .001), but no difference was found between TKA ILI and DSE groups before or after surgery. CONCLUSION Participants who had a TKA did not have an altered ability to adhere to intervention goals to maintain weight loss or obtain further weight loss. The data suggest patients who have obesity can lose weight after TKA on a weight loss program.
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Affiliation(s)
- William M. Mihalko
- University of Tennessee Health Science Center, Campbell Clinic Department of Orthopaedic Surgery, Memphis, TN
| | - Karen C. Johnson
- Department of Preventive Medicine, University of Tennessee Health Science Center, Memphis, TN
| | - Rebecca H. Neiberg
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC
| | - Judy L. Bahnson
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC
| | - Kunal Singhal
- Department of Physical Therapy, University of St. Augustine for Health Sciences, Austin, TX
| | - Phyllis A. Richey
- Department of Preventive Medicine, University of Tennessee Health Science Center, Memphis, TN
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Diaz Dilernia F, Blanchard T, Vasarhelyi E, Lanting B, Howard J. Minimum 2 Year Outcomes of All-Polyethylene Tibial Components in Patients who have Body Mass Index of 35 or Greater. J Arthroplasty 2023; 38:S157-S163. [PMID: 37019318 DOI: 10.1016/j.arth.2023.03.078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 03/26/2023] [Accepted: 03/26/2023] [Indexed: 04/07/2023] Open
Abstract
BACKGROUND Several studies have reported negative results after total knee arthroplasty (TKA) in obese patients. This study aims to analyze the minimum 2 year outcomes in patients who have a body mass index (BMI) ˃35 undergoing cemented TKA using an all-polyethylene tibial component (APTC) at a minimum of two years of follow-up. METHODS We retrospectively studied 163 obese patients (192 TKAs) who underwent a primary cemented TKA using an APTC comparing the outcomes of 96 TKA patients who had a BMI ˃35 to 39.9 (group A) with 96 patients who a TKA and a BMI ≥ 40 (group B). Median follow-up of groups A and B was 3.8 years and 3.5 years respectively (P=0.02). Multiple regression analyses were performed to evaluate independent risk factors associated with complications. Kaplan-Meier survival curves were estimated, defining failure as the need for any further femoral or tibial revision surgery with implant removal, irrespective of the reason. RESULTS There was no significant difference at the latest follow-up patient reported outcomes between both groups. Survivorship, as defined by revision for any reason, was 99% for group A and 99% for group B (P=1.00). There was one aseptic tibial failure in group A, and one septic failure in group B. Multiple regression analyses showed no significant associations between age (Odds Ratio [OR]= 1.00; P=0.98; 95% Confidence Interval (CI)= 0.93 to 1.08), sex (OR=1.38; P=0.70; 95% CI=0.26 to 7.25), BMI (OR=1.00; P=0.95; 95% CI=0.87 to 1.16), and complication rate. CONCLUSIONS At a median 3.7-year follow-up, the use of an APTC provided excellent outcomes and survivorship in patients who had Class 2 and Class 3 obesity.
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Affiliation(s)
- Fernando Diaz Dilernia
- Division of Orthopedic Surgery, London Health Sciences Centre, Western University, University Hospital, 339 Windermere Road, London, Ontario, Canada, N6A 5A5
| | - Trevor Blanchard
- Division of Orthopedic Surgery, London Health Sciences Centre, Western University, University Hospital, 339 Windermere Road, London, Ontario, Canada, N6A 5A5
| | - Edward Vasarhelyi
- Division of Orthopedic Surgery, London Health Sciences Centre, Western University, University Hospital, 339 Windermere Road, London, Ontario, Canada, N6A 5A5
| | - Brent Lanting
- Division of Orthopedic Surgery, London Health Sciences Centre, Western University, University Hospital, 339 Windermere Road, London, Ontario, Canada, N6A 5A5
| | - James Howard
- Division of Orthopedic Surgery, London Health Sciences Centre, Western University, University Hospital, 339 Windermere Road, London, Ontario, Canada, N6A 5A5.
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Preoperative Weight Loss and Postoperative Weight Gain Independently Increase Risk for Revision After Primary Total Knee Arthroplasty. J Arthroplasty 2022; 37:674-682. [PMID: 34915131 DOI: 10.1016/j.arth.2021.12.003] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Revised: 11/22/2021] [Accepted: 12/07/2021] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND The current American Association of Hip and Knee Surgeons (AAHKS) guidelines recommend preoperative weight loss before total knee arthroplasty (TKA) in patients with body mass index (BMI) ≥40 kg/m2. However, there is a paucity of evidence on TKA outcomes after preoperative weight loss. This study therefore evaluated predictors of preoperative and postoperative BMI changes and their impact on outcomes after TKA. METHODS This is a retrospective review of 3058 primary TKAs at an academic institution from 2015 to 2019. BMI was collected on the day of surgery. Preoperative and postoperative BMI at 6 months and 1 year were also obtained. BMI change of ≥5% was considered clinically significant. Mean follow-up was 3.2 years. Patient demographics, acute postoperative outcomes, and all-cause revisions were compared between patients who gained, lost, or maintained weight using univariate and multivariable analyses. RESULTS Preoperative weight loss was predictive of postoperative weight gain (P < .001), and preoperative weight gain was predictive of postoperative weight loss (P < .001). Cox regression analysis revealed that ≥5% BMI loss preoperatively increased risk for all-cause revisions (P = .030), while ≥5% BMI gain postoperatively increased risk for prosthetic joint infections (P = .016). Patients who lost significant weight both before and after surgery had the highest risk for all-cause revisions (P = .022). CONCLUSION Weight gain postoperatively was associated with inferior outcomes. Significant weight loss before surgery led to a "rebound" in weight gain, and independently increased risk for all-cause revision. Therefore, current recommendations for weight loss before TKA in morbidly obese patients should be re-evaluated.
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Jester R, Rodney A. The relationship between obesity and primary Total Knee Replacement: A scoping review of the literature. Int J Orthop Trauma Nurs 2021; 42:100850. [PMID: 34044216 DOI: 10.1016/j.ijotn.2021.100850] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Revised: 02/10/2021] [Accepted: 02/10/2021] [Indexed: 01/23/2023]
Abstract
BACKGROUND Primary Total Knee Replacement (TKR) is one of the most commonly performed elective orthopaedic procedures globally. Many patients undergoing this type of surgery are overweight or obese. In the UK, clinical commissioning groups have imposed arbitrary Body Mass Index (BMI) thresholds for TKR surgery. Many obese patients undergoing TKR believe they will lose weight following the procedure because of increased mobility. AIM This paper aims to present the findings of a scoping literature review about the relationship between obesity and primary TKR and to make recommendations for clinical practice, education and policy. METHODS A scoping literature review investigated the impact of BMI/body weight on the need for TKR, the impact of body weight and or BMI on patient outcomes following TKR, weight loss/gain following TKR and the implications of obesity on cost of TKR. FINDINGS Seventy-one papers were included in the review. Seven studies reported statistically significant associations between increased BMI/obesity with the need for TKR. Thirty of the studies reported worse outcomes for obese patients compared to non-obese comparisons. Forty of the studies reported no difference between obese and non-obese participants, including some where outcomes of obese patients were better than non-obese comparisons. Eight studies reported on changes to weight before and after TKR, three of the studies reporting a higher percentage losing weight than gaining weight and four studies reporting that obese patients gained weight. The 8th study reported that morbidly obese patients largely returned to their baseline BMI postoperatively. CONCLUSION The findings of the review challenge the legitimacy of setting BMI thresholds to control access to TKR surgery. There is an urgent need to develop evidence based approaches to support weight loss and weight management for this group of patients. Obese patients undergoing TKR should receive specific information regarding potential additional risks of complications and poorer outcomes. There is a need for health promotion regarding the association of being overweight/obese in young adulthood and developing osteoarthritis of the knee joints requiring TKR in middle and older age.
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Affiliation(s)
- Rebecca Jester
- Institute of Health Faculty of Education, Health and Wellbeing the University of Wolverhampton Wolverhampton, WV1 1DT UK.
| | - Amanda Rodney
- Institute of Health Faculty of Education, Health and Wellbeing the University of Wolverhampton Wolverhampton, WV1 1DT UK
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The effect of obesity on revision rate in unicompartmental knee arthroplasty: a systematic review and meta-analysis. Knee Surg Sports Traumatol Arthrosc 2021; 29:3467-3477. [PMID: 33064192 PMCID: PMC8458170 DOI: 10.1007/s00167-020-06297-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 09/21/2020] [Indexed: 12/11/2022]
Abstract
The number of patients with knee osteoarthritis, the proportion that is obese and the number undergoing unicompartmental knee arthroplasty (UKA) are all increasing. The primary aim of this systematic review was to determine the effects of obesity on outcomes in UKA. A systematic review was performed using PRISMA guidelines and the primary outcome was revision rate per 100 observed component years, with a BMI of ≥ 30 used to define obesity. The MINORS criteria and OCEBM criteria were used to assess risk of bias and level of evidence, respectively. 9 studies were included in the analysis. In total there were 4621 knees that underwent UKA. The mean age in included studies was reported to be 63 years (mean range 59.5-72 years old)) and range of follow up was 2-18 years. Four studies were OCEBM level 2b and the average MINORS score was 13. The mean revision rate in obese patients (BMI > 30) was 0.33% pa (95% CI - 3.16 to 2.5) higher than in non-obese patients, however this was not statistically significant (p = 0.82). This meta-analysis concludes that there is no significant difference in outcomes between obese and non-obese patients undergoing UKA. There is currently no evidence that obesity should be considered a definite contraindication to UKA. Further studies are needed to increase the numbers in meta-analysis to explore activity levels, surgeon's operative data, implant design and perioperative complications and revision in more depth.Level of evidence Level III.
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Can Machine-learning Algorithms Predict Early Revision TKA in the Danish Knee Arthroplasty Registry? Clin Orthop Relat Res 2020; 478:2088-2101. [PMID: 32667760 PMCID: PMC7431253 DOI: 10.1097/corr.0000000000001343] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Revision TKA is a serious adverse event with substantial consequences for the patient. As the demand for TKA rises, reducing the risk of revision TKA is becoming increasingly important. Predictive tools based on machine-learning algorithms could reform clinical practice. Few attempts have been made to combine machine-learning algorithms with data from nationwide arthroplasty registries and, to the authors' knowledge, none have tried to predict the likelihood of early revision TKA. QUESTION/PURPOSES We used the Danish Knee Arthroplasty Registry to build models to predict the likelihood of revision TKA within 2 years of primary TKA and asked: (1) Which preoperative factors were the most important features behind these models' predictions of revision? (2) Can a clinically meaningful model be built on the preoperative factors included in the Danish Knee Arthroplasty Registry? METHODS The Danish Knee Arthroplasty Registry collects patients' characteristics and surgical information from all arthroplasties conducted in Denmark and thus provides a large nationwide cohort of patients undergoing TKA. As training dataset, we retrieved all preoperative variables of 25,104 primary TKAs from 2012 to 2015. The same variables were retrieved from 6170 TKAs conducted in 2016, which were used as a hold-out year for temporal external validation. If a patient received bilateral TKA, only the first knee to receive surgery was included. All patients were followed for 2 years, with removal, exchange, or addition of an implant defined as TKA revision. We created four different predictive models to find the best performing model, including a regression-based model using logistic regression with least shrinkage and selection operator (LASSO), two classification tree models (random forest and gradient boosting model) and a supervised neural network. For comparison, we created a noninformative model predicting that all observations were unrevised. The four machine learning models were trained using 10-fold cross-validation on the training dataset after adjusting for the low percentage of revisions by over-sampling revised observations and undersampling unrevised observations. In the validation dataset, the models' performance was evaluated and compared by density plot, calibration plot, accuracy, Brier score, receiver operator characteristic (ROC) curve and area under the curve (AUC). The density plot depicts the distribution of probabilities and the calibration plot graphically depicts whether the predicted probability resembled the observed probability. The accuracy indicates how often the models' predictions were correct and the Brier score is the mean distance from the predicted probability to the observed outcome. The ROC curve is a graphical output of the models' sensitivity and specificity from which the AUC is calculated. The AUC can be interpreted as the likelihood that a model correctly classified an observation and thus, a priori, an AUC of 0.7 was chosen as threshold for a clinically meaningful model. RESULTS Based the model training, age, postfracture osteoarthritis and weight were deemed as important preoperative factors within the machine learning models. During validation, the models' performance was not different from the noninformative models, and with AUCs ranging from 0.57 to 0.60, no models reached the predetermined AUC threshold for a clinical useful discriminative capacity. CONCLUSION Although several well-known presurgical risk factors for revision were coupled with four different machine learning methods, we could not develop a clinically useful model capable of predicting early TKA revisions in the Danish Knee Arthroplasty Registry based on preoperative data. CLINICAL RELEVANCE The inability to predict early TKA revision highlights that predicting revision based on preoperative information alone is difficult. Future models might benefit from including medical comorbidities and an anonymous surgeon identifier variable or may attempt to build a postoperative predictive model including intra- and postoperative factors as these may have a stronger association with early TKA revisions.
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Hagman DS, Granade CM, Smith LS, Yakkanti MR, Malkani AL. Results of Cemented Posterior-Stabilized Total Knee Arthroplasty in Obese Patients With an Average 10-Year Follow-Up. J Arthroplasty 2020; 35:2097-2100. [PMID: 32402579 DOI: 10.1016/j.arth.2020.04.010] [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] [Received: 01/13/2020] [Revised: 03/04/2020] [Accepted: 04/05/2020] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND Obese and morbidly obese patients undergoing primary total knee arthroplasty (TKA) place significant stress at the bone-cement-implant interface over the life of the patient. The purpose of this study is to evaluate results of cemented, posterior-stabilized TKA in obese and morbidly obese patients at an average follow-up of 10 years. METHODS Retrospective study of 181 patients who had a cemented, posterior-stabilized TKA between 2000 and 2013 with body mass index >35 at the time of surgery was conducted. Clinical data and radiographs were evaluated along with survivorship, complications, and revisions. Minimum follow-up was 5 years with an average follow-up of 10 years. RESULTS There were 135 women and 46 men in the study, with mean age of 60.2 years (range 43-80), mean body mass index of 42.0 (range 35.1-66.1), and an average follow-up of 10 years (range 5-18). There were a total of 39 failures (22%) that underwent revision TKA surgery with mean time to revision of 8 years. Failures included 25 (14%) cases of aseptic loosening; 9 (5%) polyethylene wear; 2 (1%) prosthetic joint infection; and 3 additional revisions for instability, pain, and stiffness. There were a total of 11 cases of isolated tibial component loosening and 13 for both tibial and femoral loosening. Survivorship at 15 years with aseptic loosening as the endpoint was 86.7%, and for all causes 79.6% at 15 years. CONCLUSION Aseptic loosening is the leading cause of failure following TKA in obese and morbidly obese patients with decreasing survivorship from 96.1% to 91.2% and 86.7% at 5, 10, and 15 years, respectively.
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Affiliation(s)
- Dallas S Hagman
- Department of Orthopaedic Surgery, University of Louisville School of Medicine, Louisville, KY
| | - C Michael Granade
- Department of Orthopaedic Surgery, University of Louisville, Louisville, KY
| | | | | | - Arthur L Malkani
- Department of Orthopaedic Surgery, University of Louisville, Adult Reconstruction Program, Louisville, KY
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Luan C, Xu DT, Chen NJ, Wang FF, Tian KS, Wei C, Wang XB. How to choose kinematic or mechanical alignment individually according to preoperative characteristics of patients? BMC Musculoskelet Disord 2020; 21:443. [PMID: 32635906 PMCID: PMC7341594 DOI: 10.1186/s12891-020-03472-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Accepted: 07/02/2020] [Indexed: 11/30/2022] Open
Abstract
Background Making decisions in alignment techniques in total knee arthroplasty (TKA) remains controversial. This study aims to identify the potential patients who were suitable for the kinematic (KA) or mechanical alignment (MA). Methods We reviewed 296 consecutive patients (296 TKAs, including 114 KA-TKAs and 182 MA-TKAs) who underwent unilateral TKA using a computer-assisted navigation from 2016 to 2018 in our prospectively maintained database. The minimum followup was 1 year. Clinical outcomes including the range of motion (ROM) and knee society score (KSS) were compared between KA-TKAs and MA-TKAs. Multiple regression models were used to evaluate the relationship between alignment techniques and KSS at the 1-year followup. Interaction and stratified analyses were conducted according to gender, age, body mass index (BMI), preoperative hip-knee-ankle (HKA) angle, ROM and KSS. Results ROM and KSS at the 1-year followup didn’t differ between MA-TKAs and KA-TKAs (all p > 0.05). Alignment techniques did not associate with postoperative ROM (Adjusted β = 0.4, 95% confidence interval [CI]: − 0.3, 1.6; p = 0.752) or 1-year KSS (Adjusted β = 2.2, 95%CI: − 0.7, 5.6; p = 0.107). Patients with a BMI more than 30 kg/m^2 achieved better 1-year KSS when using MA than KA (p for interaction< 0.05). Additionally, patients with preoperative HKA angle more than 10 degrees varus benefited more from KA than MA (p for interaction< 0.05). Conclusions Patients with severe varus deformity may be suitable for the KA technique, whereas MA should be used in obese patients.
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Affiliation(s)
- Chong Luan
- Department of Orthopaedic Surgery, ZiBo central hospital, 54 Gong Qingtuan West Road, Zhangdian, Zibo, 255036, Shandong, People's Republic of China
| | - Dong-Tan Xu
- Department of Orthopaedic Surgery, ZiBo central hospital, 54 Gong Qingtuan West Road, Zhangdian, Zibo, 255036, Shandong, People's Republic of China
| | - Ning-Jie Chen
- Department of Orthopaedic Surgery, ZiBo central hospital, 54 Gong Qingtuan West Road, Zhangdian, Zibo, 255036, Shandong, People's Republic of China
| | - Fei-Fei Wang
- Department of Orthopaedic Surgery, ZiBo central hospital, 54 Gong Qingtuan West Road, Zhangdian, Zibo, 255036, Shandong, People's Republic of China
| | - Kang-Song Tian
- Department of Orthopaedic Surgery, ZiBo central hospital, 54 Gong Qingtuan West Road, Zhangdian, Zibo, 255036, Shandong, People's Republic of China
| | - Chao Wei
- Department of Orthopaedic Surgery, ZiBo central hospital, 54 Gong Qingtuan West Road, Zhangdian, Zibo, 255036, Shandong, People's Republic of China
| | - Xian-Bin Wang
- Department of Orthopaedic Surgery, ZiBo central hospital, 54 Gong Qingtuan West Road, Zhangdian, Zibo, 255036, Shandong, People's Republic of China.
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Sezgin EA, W-Dahl A, Lidgren L, Robertsson O. Weight and height separated provide better understanding than BMI on the risk of revision after total knee arthroplasty: report of 107,228 primary total knee arthroplasties from the Swedish Knee Arthroplasty Register 2009-2017. Acta Orthop 2019; 91:94-97. [PMID: 31698972 PMCID: PMC7006778 DOI: 10.1080/17453674.2019.1688006] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Background and purpose - Obesity defined as increased BMI is commonly associated with higher revision rates following total knee arthroplasty (TKA). We examined the effect of BMI on the rate of revision after TKA, for both infection and other reasons, and analyzed weight and height separately to provide better understanding of the risk profile.Patients and methods - The Swedish national knee arthroplasty register was used to identify 107,228 patients operated with primary TKA for osteoarthritis between 2009 and 2017. Cox proportional hazards regression was used to calculate hazard ratios (HRs) with 95% confidence intervals (CIs) for BMI (categories: < 18.5, 18.5-24.9, 25-29.9, 30-34.9, 35-39.9, ≥ 40), weight (categories: < 65, 65-89, 90-114, ≥ 115 kg) and height (categories: < 160, 160-179, ≥ 180 cmResults - There were 2,503 revisions in the follow-up period; 1,036 for infection and 1,467 for other reasons. Higher BMI and weight categories were associated with a similar and statistically significantly increased risk of revision for all causes and for infection. The risk of revision for infection was almost twice in the highest BMI and highest weight group: HR = 3.4 (CI 2.3-4.7) and HR = 3.1 (CI 2.5-3.9) respectively. For BMI and weight categories there was no statistically significant association between revision for other reasons than infection, contrary to the tallest height category where it was statistically significant (HR = 1.3 [CI 1.1-1.5]).Interpretation - BMI, weight, and height may be associated with different types of risks for revision following TKA.
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Affiliation(s)
- Erdem A Sezgin
- Gazi University, Faculty of Medicine, Department of Orthopedics and Traumatology, Ankara, Turkey; ,Correspondence:
| | - Annette W-Dahl
- Lund University, Faculty of Medicine, Department of Clinical Sciences Lund, Orthopedics, Lund, Sweden; ,The Swedish Knee Arthroplasty Register, Lund, Sweden
| | - Lars Lidgren
- Lund University, Faculty of Medicine, Department of Clinical Sciences Lund, Orthopedics, Lund, Sweden; ,The Swedish Knee Arthroplasty Register, Lund, Sweden
| | - Otto Robertsson
- Lund University, Faculty of Medicine, Department of Clinical Sciences Lund, Orthopedics, Lund, Sweden; ,The Swedish Knee Arthroplasty Register, Lund, Sweden
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Grindy SC, Gil D, Suhardi JV, Muratoglu OK, Bedair H, Oral E. Delivery of bupivacaine from UHMWPE and its implications for managing pain after joint arthroplasty. Acta Biomater 2019; 93:63-73. [PMID: 31173960 DOI: 10.1016/j.actbio.2019.05.049] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2019] [Revised: 05/09/2019] [Accepted: 05/19/2019] [Indexed: 10/26/2022]
Abstract
Total joint replacement is a widely used and successful surgical approach. Approximately 7 million US adults are currently living with a hip or knee replacement. However, the surgical procedures for total joint replacement are associated with significant postoperative pain, and current strategies do not adequately address this pain, which leads to patient dissatisfaction, reduced mobility, and increased risk of opioid addiction. We hypothesized that the ultra-high-molecular-weight polyethylene (UHMWPE) bearing surfaces used in total joint prosthetics could provide sustained release of the local anesthetic bupivacaine to provide relief from joint pain for an extended period of time after surgery. In this paper, we describe the production of bupivacaine-loaded UHMWPE (BPE) and measure the in vitro bupivacaine release kinetics of BPE. We found that bupivacaine could be released from BPE at clinically relevant rates for up to several days and that BPE possesses antibacterial effects. Therefore, bupivacaine-loaded UHMWPE is a promising material for joint replacement prostheses, and future studies will evaluate its safety and efficacy in in vivo models. STATEMENT OF SIGNIFICANCE: Total joint replacement is associated with significant pain and risk of infection. In our paper, we introduce bupivacaine-loaded ultra-high-molecular-weight polyethylene (BPE), which releases bupivacaine, a pain-treating drug, at doses comparable to currently used doses. Additionally, BPE inhibits the growth of infection-causing bacteria. Therefore, BPE may be able to reduce both postsurgical pain and risk of infection, potentially treating two of the most prominent complications associated with total joint replacement. To our knowledge, this is the first development of a material that can address both complications, and devices incorporating BPE would represent a significant advancement in joint arthroplasty prosthetics. More generally, the incorporation of therapeutic agents into ultra-high-molecular-weight polyethylene could impact many orthopedic procedures owing to its ubiquity.
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