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Frisch NB, Masini MA, Zheng H, Hughes RE, Hallstrom BR, Markel DC. Early Identification of Poorly Performing Implants in Michigan With the Example of the Vanguard XP. Arthroplast Today 2024; 30:101478. [PMID: 39822914 PMCID: PMC11735923 DOI: 10.1016/j.artd.2024.101478] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Revised: 06/08/2024] [Accepted: 07/07/2024] [Indexed: 01/19/2025] Open
Abstract
Background Arthroplasty registries play a critical role in improving the quality of care and performing post-market surveillance of medical devices. We report the Michigan Arthroplasty Registry Collaborative Quality Initiative (MARCQI) findings specific to the Biomet Vanguard XP bicruciate-retaining total knee implant. Methods Data were collected from MARCQI's 2019 report (February 15, 2012, through December 31, 2018). Demographic data were analyzed to determine differences between Vanguard XP and all other implants. The cumulative percent revision (CPR) was computed from the survival function, S(t), using CPR(t) = 100∗(1 - S(t)). A log-rank test was used to assess differences in the CPR curve for the Vanguard XP and all other implants. Results There were 148,832 knee arthroplasty cases in the MARCQI registry and 507 using Vanguard XP implant combinations. The unadjusted cumulative percent revision curve up to 5 years postoperatively for the Vanguard XP differed from all other implants (P < .0001). The hazard ratios for the 3 factors included in the Cox proportional hazards model were all significantly different from unity: implant (2.76, 95% CI: 1.98-3.86), sex (0.80, 95% CI: 0.74-0.85), and age (0.96, 95% CI: 0.96-0.97). The top 3 reasons for revision were pain, arthrofibrosis, and aseptic loosening. All surgeons who used the Vanguard XP experienced higher failure rates. Conclusions The Vanguard XP experienced higher early failure rates than other TKA implants within the MARCQI registry. The development of thresholds and benchmarks for registry reporting in collaboration with industry could potentially save patients from the morbidity caused by implants that do not perform as well as anticipated.
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Affiliation(s)
| | - Michael A. Masini
- Trinity Health, IHA-Ann Arbor Orthopaedic Surgery, Ypsilanti, MI, USA
| | - Huiyong Zheng
- MARCQI Coordinating Center, University of Michigan, Ann Arbor, MI, USA
| | - Richard E. Hughes
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - Brian R. Hallstrom
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, MI, USA
| | - David C. Markel
- The CORE Institute, Phoenix, AZ, USA
- Ascension Providence Hospital, Southfield, MI, USA
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2
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Mesko JW, Zheng H, Hughes RE, Hallstrom BR. Individualized Surgeon Reports in a Statewide Registry: A Pathway to Improved Outcomes. J Bone Joint Surg Am 2024; 106:2045-2050. [PMID: 38833562 DOI: 10.2106/jbjs.23.01297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/06/2024]
Abstract
ABSTRACT Despite progress with the development of joint replacement registries in the United States, surgeons may have limited opportunities to determine the cumulative outcome of their own patients or understand how those outcomes compare with their peers; this information is important for quality improvement. In order to provide surgeons with accurate data, it is first necessary to have a registry with complete coverage and patient matching. Some international registries have accomplished this. Building on a comprehensive statewide registry in the United States, a surgeon-specific report has been developed to provide surgeons with survivorship and complication data, which allows comparisons with other surgeons in the state. This article describes funnel plots, cumulative sum reports, complication-specific data, and patient-reported outcome measure data, which are provided to hip and knee arthroplasty surgeons with the goal of improving quality, decreasing variability in the delivery of care, and leading to improved value and outcomes for hip and knee arthroplasty in the state of Michigan.
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Affiliation(s)
| | - Huiyong Zheng
- MARCQI Coordinating Center, University of Michigan, Ann Arbor, Michigan
| | - Richard E Hughes
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, Michigan
| | - Brian R Hallstrom
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, Michigan
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Jabbal M, Burt J, Clarke J, Moran M, Walmsley P, Jenkins PJ. Trends in incidence and average waiting time for arthroplasty from 1998-2021: an observational study of 282,367 patients from the Scottish arthroplasty project. Ann R Coll Surg Engl 2024; 106:249-255. [PMID: 37365920 PMCID: PMC10911452 DOI: 10.1308/rcsann.2023.0039] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/24/2023] [Indexed: 06/28/2023] Open
Abstract
BACKGROUND Current waiting times for arthroplasty are reported as being the worst on record. This is a combination of increasing demand, the COVID-19 pandemic and longer standing shortage of capacity. The Scottish Arthroplasty Project (SAP) is a National Audit that analyses all joint replacements undertaken in the Scottish NHS and Independent Sector. The aim of this study was to investigate the long-term trend in provision and waiting time for lower limb joint replacement surgery. METHODS All total hip replacements (THR) and total knee replacements (TKR) undertaken in NHS Scotland from 1998 to 2021 were identified. Waiting times data were analysed each year to determine the minimum, maximum, median, mean and standard deviation. RESULTS In 1998, there were 4,224 THR and 2,898 TKR with mean (range, SD) waiting time of 159.5 days (1-1,685, 119.8) and 182.9 days (1-1,946, 130.1). The minimum waiting times were both in 2013 for 7,612 THR - 78.8 days (0-539, 46) and 7,146 TKR - 79.1 days (0-489, 43.7). The maximum waiting times recorded were in 2021 with 4,070 THR waiting 283.7 days (0-945, 215) and 3,153 TKR waiting 316.8 days (4-1,064, 217). CONCLUSIONS This is the first robust large-scale national dataset showing trends in incidence and waiting time for THR and TKR over two decades. There was an expansion of activity with a reduction in waiting time, which peaked in 2013, followed by an increase in waiting time with a plateau and modest decline in the number of procedures.
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Affiliation(s)
- M Jabbal
- Royal Infirmary of Edinburgh, UK
| | - J Burt
- Golden Jubilee National Hospital, UK
| | - J Clarke
- Golden Jubilee National Hospital, UK
| | - M Moran
- Royal Infirmary of Edinburgh, UK
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Gong R, Zhang L, Su X, Lei C, Yu H, Huang Y, Zhang J, Xu W, Pu Y, Wei X, Yu Q, Shi Q. Remote research burden of follow-up in longitudinal patient-reported outcomes (PROs) data collection: An exploratory sequential mixed-methods study (Preprint).. [DOI: 10.2196/preprints.51290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/01/2023]
Abstract
BACKGROUND
Longitudinal patient-reported outcomes studies require questionnaire assessments to be administered remotely multiple times, burdening research staff.
OBJECTIVE
To define and quantify the burden that researcher may experience during patient follow-up.
METHODS
Data were collected via interviews and a questionnaire. This study is an exploratory sequential mixed-methods study. Traditional content analysis was used for the qualitative data. Quantitative data were analyzed using Spearman’s correlation, and significance was tested using the chi-square test. Learning curves of healthcare staff regarding follow-up calls were generated using cumulative summation analysis.
RESULTS
We constructed a three-dimension conceptual framework for staff burden: (a) time-related burden, (b) technical-related burden, and (c) emotional-related burden. The quantitative analysis found that follow-up time was significantly correlated with staff experience, workload, and learning curve periods. There was a significant difference between the lost-to-follow-up rate of staff with and without follow-up experience with this program. Staff working on a daily assessment schedule had a higher lost-to-follow-up rate than those on a twice-a-week schedule. Additionally, inexperienced follow-up staff needed 113 calls to achieve stable follow-up time and quality, while experienced staff needed only 55 calls.
CONCLUSIONS
Researchers in longitudinal PROs projects suffer from a multidimensional burden during remote follow-up. Our results may help establish a proper PROs follow-up protocol to reduce the burden on research staff without sacrificing data quality.
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Hughes RE, Zheng H, Kim T, Hallstrom BR. Total Hip and Knee Arthroplasty Implant Revision Risk to 5 Years From a State-wide Arthroplasty Registry in Michigan. Arthroplast Today 2023; 21:101146. [PMID: 37266158 PMCID: PMC10230163 DOI: 10.1016/j.artd.2023.101146] [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: 08/31/2022] [Revised: 03/21/2023] [Accepted: 04/04/2023] [Indexed: 06/03/2023] Open
Abstract
Background Information on the revision risk of implants is useful for improving the quality of care for elective hip and knee arthroplasty. The purpose of this study was to report on the revision risk of implants using a state-wide registry in the United States. Methods The Michigan Arthroplasty Registry Collaborative Quality Initiative systematically collects data on elective primary and revision hip and knee arthroplasty cases in Michigan. It contained data on 139,970 hip and 245,499 knee arthroplasty cases from February 15, 2012, to December 31, 2021. Kaplan-Meier estimates of revision risk were computed using time to first revision as the dependent variable, and the results were computed and expressed as the cumulative percent revision (CPR). CPR estimates were computed for all implants having at least 500 cases in the Michigan Arthroplasty Registry Collaborative Quality Initiative dataset. Results At 5-years postoperatively, elective primary conventional total hip arthroplasty implant stem/cup combinations had CPR values from 0.95% (0.39%-2.30%, 95% confidence intervals [CI]) to 5.77% (4.22%-7.85%, 95% CI), and elective primary total knee arthroplasty CPR ranged from 1.10% (0.64%-1.89%, 95% CI) to 12.52% (8.37%-18.50%, 95% CI). Unicondylar knee arthroplasty CPR at 5-years went from 4.23% (3.54%-5.06%, 95% CI) to 7.13% (6.20%-8.20%, 95% CI). Conclusions The wide variation in CPR points to the need for surgeons to choose implants wisely to improve quality of care.
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Affiliation(s)
- Richard E. Hughes
- Corresponding author. Department of Orthopaedic Surgery, University of Michigan, 1205 Beal Ave., Ann Arbor, MI 48109, USA. Tel.: +1 734 474 2459.
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Yapp LZ, Clement ND, Moran M, Clarke JV, Simpson AHRW, Scott CEH. Long-term mortality rates and associated risk factors following primary and revision knee arthroplasty : 107,121 patients from the Scottish Arthroplasty Project. Bone Joint J 2022; 104-B:45-52. [PMID: 34969267 DOI: 10.1302/0301-620x.104b1.bjj-2021-0753.r1] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
AIMS The aim of this study was to determine the long-term mortality rate, and to identify factors associated with this, following primary and revision knee arthroplasty (KA). METHODS Data from the Scottish Arthroplasty Project (1998 to 2019) were retrospectively analyzed. Patient mortality data were linked from the National Records of Scotland. Analyses were performed separately for the primary and revised KA cohorts. The standardized mortality ratio (SMR) with 95% confidence intervals (CIs) was calculated for the population at risk. Multivariable Cox proportional hazards were used to identify predictors and estimate relative mortality risks. RESULTS At a median 7.4 years (interquartile range (IQR) 4.0 to 11.6) follow-up, 27.8% of primary (n = 27,474/98,778) and 31.3% of revision (n = 2,611/8,343) KA patients had died. Both primary and revision cohorts had lower mortality rates than the general population (SMR 0.74 (95% CI 0.73 to 0.74); p < 0.001; SMR 0.83 (95% CI 0.80 to 0.86); p < 0.001, respectively), which persisted for 12 and eighteight years after surgery, respectively. Factors associated with increased risk of mortality after primary KA included male sex (hazard ratio (HR) 1.40 (95% CI 1.36 to 1.45)), increasing socioeconomic deprivation (HR 1.43 (95% CI 1.36 to 1.50)), inflammatory polyarthropathy (HR 1.79 (95% CI 1.68 to 1.90)), greater number of comorbidities (HR 1.59 (95% CI 1.51 to 1.68)), and periprosthetic joint infection (PJI) requiring revision (HR 1.92 (95% CI 1.57 to 2.36)) when adjusting for age. Similarly, male sex (HR 1.36 (95% CI 1.24 to 1.49)), increasing socioeconomic deprivation (HR 1.31 (95% CI 1.12 to 1.52)), inflammatory polyarthropathy (HR 1.24 (95% CI 1.12 to 1.37)), greater number of comorbidities (HR 1.64 (95% CI 1.33 to 2.01)), and revision for PJI (HR 1.35 (95% 1.18 to 1.55)) were independently associated with an increased risk of mortality following revision KA when adjusting for age. CONCLUSION The SMR of patients undergoing primary and revision KA was lower than that of the general population and remained so for several years post-surgery. However, approximately one in four patients undergoing primary and one in three patients undergoing revision KA died within tenten years of surgery. Several patient and surgical factors, including PJI, were associated with the risk of mortality within ten years of primary and revision surgery. Cite this article: Bone Joint J 2022;104-B(1):45-52.
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Affiliation(s)
- Liam Zen Yapp
- Trauma and Orthopaedic Surgery, Royal Infirmary of Edinburgh, Edinburgh, UK.,Orthopaedics, University of Edinburgh Division of Clinical and Surgical Sciences, Edinburgh, UK.,Scottish Arthroplasty Project, Public Health Scotland, Edinburgh, UK
| | - Nick D Clement
- Trauma and Orthopaedic Surgery, Royal Infirmary of Edinburgh, Edinburgh, UK.,Orthopaedics, University of Edinburgh Division of Clinical and Surgical Sciences, Edinburgh, UK
| | - Matthew Moran
- Trauma and Orthopaedic Surgery, Royal Infirmary of Edinburgh, Edinburgh, UK.,Scottish Arthroplasty Project, Public Health Scotland, Edinburgh, UK
| | - Jon V Clarke
- Scottish Arthroplasty Project, Public Health Scotland, Edinburgh, UK.,Orthopaedics, Golden Jubilee National Hospital, Clydebank, UK
| | - A Hamish R W Simpson
- Trauma and Orthopaedic Surgery, Royal Infirmary of Edinburgh, Edinburgh, UK.,Orthopaedics, University of Edinburgh Division of Clinical and Surgical Sciences, Edinburgh, UK
| | - Chloe E H Scott
- Trauma and Orthopaedic Surgery, Royal Infirmary of Edinburgh, Edinburgh, UK.,Orthopaedics, University of Edinburgh Division of Clinical and Surgical Sciences, Edinburgh, UK
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Yapp LZ, Clarke JV, Moran M, Simpson AHRW, Scott CEH. National operating volume for primary hip and knee arthroplasty in the COVID-19 era: a study utilizing the Scottish arthroplasty project dataset. Bone Jt Open 2021; 2:203-210. [PMID: 33739125 PMCID: PMC8009902 DOI: 10.1302/2633-1462.23.bjo-2020-0193.r1] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
Aims The COVID-19 pandemic led to a national suspension of “non-urgent” elective hip and knee arthroplasty. The study aims to measure the effect of the COVID-19 pandemic on total hip arthroplasty (THA) and total knee arthroplasty (TKA) volume in Scotland. Secondary objectives are to measure the success of restarting elective services and model the time required to bridge the gap left by the first period of suspension. Methods A retrospective observational study using the Scottish Arthroplasty Project dataset. All patients undergoing elective THAs and TKAs during the period 1 January 2008 to 31 December 2020 were included. A negative binomial regression model using historical case-volume and mid-year population estimates was built to project the future case-volume of THA and TKA in Scotland. The median monthly case volume was calculated for the period 2008 to 2019 (baseline) and compared to the actual monthly case volume for 2020. The time taken to eliminate the deficit was calculated based upon the projected monthly workload and with a potential workload between 100% to 120% of baseline. Results Compared to the period 2008 to 2019, primary TKA and THA volume fell by 61.1% and 53.6%, respectively. Since restarting elective services, Scottish hospitals have achieved approximately 40% to 50% of baseline monthly activity. With no changes in current workload, by 2021 there would be a reduction of 9,180 and 10,170 for THA and TKA, respectively. Conversely, working at 120% baseline monthly output, it would take over four years to eliminate the deficit for both TKA and THA. Conclusion This national study demonstrates the significant impact that COVID-19 pandemic has had on overall THA and TKA volume. In the six months after resuming elective services, Scottish hospitals averaged less than 50% normal monthly output. Loss of operating capacity will increase treatment delays and likely worsen overall morbidity. Cite this article: Bone Joint Open 2021;2(3):203–210.
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Affiliation(s)
- Liam Z Yapp
- Department of Orthopaedics, University of Edinburgh, Edinburgh, UK.,Scottish Arthroplasty Project, NHS Public Health Scotland, Edinburgh, UK
| | - Jon V Clarke
- Scottish Arthroplasty Project, NHS Public Health Scotland, Edinburgh, UK.,Department of Orthopaedics, Golden Jubilee National Hospital, Clydebank, UK
| | - Matthew Moran
- Department of Orthopaedics, University of Edinburgh, Edinburgh, UK.,Scottish Arthroplasty Project, NHS Public Health Scotland, Edinburgh, UK.,Department of Trauma & Orthopaedics, Royal Infirmary of Edinburgh, Edinburgh, UK
| | | | - Chloe E H Scott
- Department of Orthopaedics, University of Edinburgh, Edinburgh, UK.,Department of Trauma & Orthopaedics, Royal Infirmary of Edinburgh, Edinburgh, UK
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8
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van Schie P, van Bodegom-Vos L, van Steenbergen LN, Nelissen RGHH, Marang-van de Mheen PJ. Monitoring Hospital Performance with Statistical Process Control After Total Hip and Knee Arthroplasty: A Study to Determine How Much Earlier Worsening Performance Can Be Detected. J Bone Joint Surg Am 2020; 102:2087-2094. [PMID: 33264217 DOI: 10.2106/jbjs.20.00005] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND Given the low early revision rate after total hip arthroplasty (THA) and total knee arthroplasty (TKA), hospital performance is typically compared using 3 years of data. The purpose of this study was to assess how much earlier worsening hospital performance in 1-year revision rates after THA and TKA can be detected. METHODS All 86,468 THA and 73,077 TKA procedures performed from 2014 to 2016 and recorded in the Dutch Arthroplasty Register were included. Negative outlier hospitals were identified by significantly higher O/E (observed divided by expected) 1-year revision rates in a funnel plot. Monthly Shewhart p-charts (with 2 and 3-sigma control limits) and cumulative sum (CUSUM) charts (with 3.5 and 5 control limits) were constructed to detect a doubling of revisions (odds ratio of 2), generating a signal when the control limit was reached. The median number of months until generation of a first signal for negative outliers and the number of false signals for non-negative outliers were calculated. Sensitivity, specificity, and accuracy were calculated for all charts and control limit settings using outlier status in the funnel plot as the gold standard. RESULTS The funnel plot showed that 13 of 97 hospitals had significantly higher O/E 1-year revision rates and were negative outliers for THA and 7 of 98 hospitals had significantly higher O/E 1-year revision rates and were negative outliers for TKA. The Shewhart p-chart with the 3-sigma control limit generated 68 signals (34 false-positive) for THA and 85 signals (63 false-positive) for TKA. The sensitivity for THA and TKA was 92% and 100%, respectively; the specificity was 69% and 51%, respectively; and the accuracy was 72% and 54%, respectively. The CUSUM chart with a 5 control limit generated 18 signals (1 false-positive) for THA and 7 (1 false-positive) for TKA. The sensitivity was 85% and 71% for THA and TKA, respectively; the specificity was 99% for both; and the accuracy was 97% for both. The Shewhart p-chart with a 3-sigma control limit generated the first signal for negative outliers after a median of 10 months (interquartile range [IQR] = 2 to 18) for THA and 13 months (IQR = 5 to 18) for TKA. The CUSUM chart with a 5 control limit generated the first signal after a median of 18 months (IQR = 7 to 22) for THA and 21 months (IQR = 9 to 25) for TKA. CONCLUSIONS Monthly monitoring using CUSUM charts with a 5 control limit enables earlier detection of worsening 1-year revision rates with accuracy so that initiatives to improve care can start earlier.
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Affiliation(s)
- Peter van Schie
- Departments of Orthopaedic Surgery (P.v.S. and R.G.H.H.N.) and Biomedical Data Sciences and Medical Decision Making (L.v.B.-V. and P.J.M.-v.d.M.), Leiden University Medical Centre, Leiden, the Netherlands
| | - Leti van Bodegom-Vos
- Departments of Orthopaedic Surgery (P.v.S. and R.G.H.H.N.) and Biomedical Data Sciences and Medical Decision Making (L.v.B.-V. and P.J.M.-v.d.M.), Leiden University Medical Centre, Leiden, the Netherlands
| | | | - Rob G H H Nelissen
- Departments of Orthopaedic Surgery (P.v.S. and R.G.H.H.N.) and Biomedical Data Sciences and Medical Decision Making (L.v.B.-V. and P.J.M.-v.d.M.), Leiden University Medical Centre, Leiden, the Netherlands
| | - Perla J Marang-van de Mheen
- Departments of Orthopaedic Surgery (P.v.S. and R.G.H.H.N.) and Biomedical Data Sciences and Medical Decision Making (L.v.B.-V. and P.J.M.-v.d.M.), Leiden University Medical Centre, Leiden, the Netherlands
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Begun A, MacGregor AJ, Pchejetski D, Kulinskaya E. Dynamic early identification of hip replacement implants with high revision rates. Study based on the NJR data from UK during 2004-2012. PLoS One 2020; 15:e0236701. [PMID: 32750091 PMCID: PMC7402470 DOI: 10.1371/journal.pone.0236701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2019] [Accepted: 07/13/2020] [Indexed: 12/02/2022] Open
Abstract
Background Hip replacement and hip resurfacing are common surgical procedures with an estimated risk of revision of 4% over 10 year period. Approximately 58% of hip replacements will last 25 years. Some implants have higher revision rates and early identification of poorly performing hip replacement implant brands and cup/head brand combinations is vital. Aims Development of a dynamic monitoring method for the revision rates of hip implants. Methods Data on the outcomes following the hip replacement surgery between 2004 and 2012 was obtained from the National Joint Register (NJR) in the UK. A novel dynamic algorithm based on the CUmulative SUM (CUSUM) methodology with adjustment for casemix and random frailty for an operating unit was developed and implemented to monitor the revision rates over time. The Benjamini-Hochberg FDR method was used to adjust for multiple testing of numerous hip replacement implant brands and cup/ head combinations at each time point. Results Three poorly performing cup brands and two cup/ head brand combinations have been detected. Wright Medical UK Ltd Conserve Plus Resurfacing Cup (cup o), DePuy ASR Resurfacing Cup (cup e), and Endo Plus (UK) Limited EP-Fit Plus Polyethylene cup (cup g) showed stable multiple alarms over the period of a year or longer. An addition of a random frailty term did not change the list of underperforming components. The model with added random effect was more conservative, showing less and more delayed alarms. Conclusions Our new algorithm is an efficient method for early detection of poorly performing components in hip replacement surgery. It can also be used for similar tasks of dynamic quality monitoring in healthcare.
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Affiliation(s)
- Alexander Begun
- School of Computing Sciences, University of East Anglia, Norwich, United Kingdom
| | | | - Dmitri Pchejetski
- Norwich Medical School, University of East Anglia, Norwich, United Kingdom
| | - Elena Kulinskaya
- School of Computing Sciences, University of East Anglia, Norwich, United Kingdom
- * E-mail:
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Begun A, Kulinskaya E, MacGregor AJ. Risk-adjusted cUSUM control charts for shared frailty survival models with application to hip replacement outcomes: a study using the NJR dataset. BMC Med Res Methodol 2019; 19:217. [PMID: 31775636 PMCID: PMC6882343 DOI: 10.1186/s12874-019-0853-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2018] [Accepted: 10/16/2019] [Indexed: 11/10/2022] Open
Abstract
Background Continuous monitoring of surgical outcomes after joint replacement is needed to detect which brands’ components have a higher than expected failure rate and are therefore no longer recommended to be used in surgical practice. We developed a monitoring method based on cumulative sum (CUSUM) chart specifically for this application. Methods Our method entails the use of the competing risks model with the Weibull and the Gompertz hazard functions adjusted for observed covariates to approximate the baseline time-to-revision and time-to-death distributions, respectively. The correlated shared frailty terms for competing risks, corresponding to the operating unit, are also included in the model. A bootstrap-based boundary adjustment is then required for risk-adjusted CUSUM charts to guarantee a given probability of the false alarm rates. We propose a method to evaluate the CUSUM scores and the adjusted boundary for a survival model with the shared frailty terms. We also introduce a unit performance quality score based on the posterior frailty distribution. This method is illustrated using the 2003-2012 hip replacement data from the UK National Joint Registry (NJR). Results We found that the best model included the shared frailty for revision but not for death. This means that the competing risks of revision and death are independent in NJR data. Our method was superior to the standard NJR methodology. For one of the two monitored components, it produced alarms four years before the increased failure rate came to the attention of the UK regulatory authorities. The hazard ratios of revision across the units varied from 0.38 to 2.28. Conclusions An earlier detection of failure signal by our method in comparison to the standard method used by the NJR may be explained by proper risk-adjustment and the ability to accommodate time-dependent hazards. The continuous monitoring of hip replacement outcomes should include risk adjustment at both the individual and unit level.
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Affiliation(s)
- Alexander Begun
- School of Computing Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
| | - Elena Kulinskaya
- School of Computing Sciences, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK.
| | - Alexander J MacGregor
- Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, NR47TJ, UK
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11
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Consensus on Reducing Risk in Total Joint Arthroplasty: Revision Surgery. Tech Orthop 2019. [DOI: 10.1097/bto.0000000000000395] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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12
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Woon CYL, Carroll KM, Lyman S, Mayman DJ. Dynamic sensor-balanced knee arthroplasty: can the sensor "train" the surgeon? Arthroplast Today 2019; 5:202-210. [PMID: 31286045 PMCID: PMC6588826 DOI: 10.1016/j.artd.2019.03.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/28/2018] [Revised: 03/05/2019] [Accepted: 03/08/2019] [Indexed: 10/27/2022] Open
Abstract
Background Dynamic tibial tray sensors are playing an increasing role in total knee arthroplasty (TKA) coronal balancing. Sensor balance is proposed to lead to improved patient outcomes compared with sensor-unbalanced TKA, and traditional manual-balanced TKA. However, the "learning curve" of this technology is not known, and also whether sensor use can improve manual TKA balance skills once the sensor is taken away, effectively "training" the surgeon. Methods We conducted a single-surgeon prospective study on 104 consecutive TKAs. In Nonblinded Phase I (n = 49), sensor-directed releases were performed during trialing and final intercompartmental load was recorded. In Blinded Phase II (n = 55), manual-balanced TKA was performed and final sensor readings were recorded by a blinded observer after cementation. We used cumulative summation analysis and sequential probability ratio testing to analyze the surgeon learning curve in both phases. Results In Nonblinded Phase I, sensor balance proficiency was attained most easily at 10°, followed by 90°, and most difficult to attain at 45° of flexion. In Blinded Phase II, manual balance was lost most quickly at 45°, followed by 90°, and preserved for longest at 10° of flexion. The number of cases in the steady state periods (early phase periods where there is a mix of sensor balance and sensor imbalance) for both phases is similar. Conclusions A surgeon who consistently uses the dynamic sensor demonstrates a learning curve with its use, and an "attrition" curve once it is removed. Consistent sensor balance is more predictable with constant sensor use.
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Arias-de la Torre J, Domingo L, Martínez O, Muñoz L, Robles N, Puigdomenech E, Pons-Cabrafiga M, Pallisó F, Mora X, Espallargues M. Evaluation of the effectiveness of hip and knee implant models used in Catalonia: a protocol for a prospective registry-based study. J Orthop Surg Res 2019; 14:61. [PMID: 30791929 PMCID: PMC6385421 DOI: 10.1186/s13018-019-1087-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2018] [Accepted: 02/04/2019] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Monitoring results regarding the effectiveness of knee and hip arthroplasties may be useful at the clinical, economic and patient level and help reduce the number of prosthesis revisions. In Spain, and specifically in Catalonia, there is currently no systematic monitoring of the different prosthesis models available on the market. Within this context, the aim of the project presented in this protocol is to evaluate the short- and medium-term effectiveness of knee and hip models implanted in Catalonia and to identify where the results could be better or worse than expected. METHODS A prospective observational design will be drawn up based on data from a population-based arthroplasty register for hip and knee replacements that includes data from 53 of the 61 public hospitals in Catalonia. The knee and hip prosthesis models used will be identified and classified according to the type of prosthesis, fixation and, in total hip replacements, the bearing surface. For the data analysis, two methodological approaches will be used sequentially: first, an approach based on a survival analysis, followed by an approach based on standardised revision ratios and funnel plots. Following the analyses, a panel of experts will evaluate the results to identify possible sources of bias. Lastly, those models with results better or worse than expected compared to those from the comparison group will be valued, and strengths and difficulties for routine implementation of this methodology within the Catalan Arthroplasty Register will be identified. DISCUSSION The study presented in this protocol will allow us to identify the hip and knee prosthesis models whose results might be better or worse than expected. This information could have a potential impact at the patient, orthopaedic surgeon, healthcare manager, decision-making and industry levels, both in the short term and in the medium and long term.
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Affiliation(s)
- Jorge Arias-de la Torre
- Agency for Health Quality and Assessment of Catalonia (AQuAS), Barcelona, Spain. .,CIBER Epidemiology and Public Health (CIBERESP), Madrid, Spain. .,Institute of Biomedicine (IBIOMED), University of León, León, Spain.
| | - Laia Domingo
- Research Network into Health Services for Chronic Illnesses (REDISSEC), Madrid, Spain.,Department of Epidemiology and Evaluation, IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
| | - Olga Martínez
- Agency for Health Quality and Assessment of Catalonia (AQuAS), Barcelona, Spain
| | - Laura Muñoz
- Agency for Health Quality and Assessment of Catalonia (AQuAS), Barcelona, Spain.,Research Network into Health Services for Chronic Illnesses (REDISSEC), Madrid, Spain
| | - Noemí Robles
- Research Network into Health Services for Chronic Illnesses (REDISSEC), Madrid, Spain.,eHealth Center, Universitat Oberta de Catalunya, Barcelona, Spain
| | - Elisa Puigdomenech
- Agency for Health Quality and Assessment of Catalonia (AQuAS), Barcelona, Spain.,Research Network into Health Services for Chronic Illnesses (REDISSEC), Madrid, Spain
| | | | - Francesc Pallisó
- Orthopaedic Surgery Service, University Hospital Santa María, Lleida, Spain
| | - Xavier Mora
- External advisory Catalan Arthroplasty Register (RACat), Barcelona, Spain
| | - Mireia Espallargues
- Agency for Health Quality and Assessment of Catalonia (AQuAS), Barcelona, Spain.,Research Network into Health Services for Chronic Illnesses (REDISSEC), Madrid, Spain
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14
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Harp JH. A Clinical Test to Measure Airborne Microbial Contamination on the Sterile Field During Total Joint Replacement: Method, Reference Values, and Pilot Study. JB JS Open Access 2018; 3:e0001. [PMID: 30533587 PMCID: PMC6242324 DOI: 10.2106/jbjs.oa.18.00001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Background Airborne microbe-carrying particles in the operating-room environment during total joint replacement are a risk factor for periprosthetic joint infection. The present study focuses on a simple environmental test, based on practices used in aseptic cleanrooms, to quantify the deposition of microbe-carrying particles onto the sterile field. Methods Settle plates are exposed Petri dishes. A settle plate test system and sampling plan were developed from current practices used in aseptic manufacturing. A pilot study evaluated this system in an orthopaedic operating room during 22 total knee and hip arthroplasties. The microbial deposition total (MDT), expressed in colonies/m2, is proposed as an outcome variable to report airborne sterile-field contamination as measured with settle plates. Two reference MDT levels were developed: (1) an upper limit of 450, corresponding with the ultraclean air definition of 10 colonies/m3, and (2) a target level of 100, corresponding with 1 colony/m3. These levels also correspond with widely used limits in aseptic cleanrooms and controlled environments. Results High MDT standard deviations were noted. Ninety-one percent (95% confidence interval, 71.0% to 98.7%) of wound zone MDT levels were within the upper limit. Twenty-seven percent (95% confidence interval, 12.9% to 48.4%) of wound zone levels were within the target level. Conclusions Settle plates are a feasible technique to test environmental levels of microbe-carrying particles on sterile fields during total joint replacement for scientific and environmental quality studies. Clinical Relevance This settle plate operating-room environmental test can be used in future research to validate the presence of actual ultraclean-air conditions during periprosthetic joint infection outcome studies. Surgeons also can use this test to measure intraoperative airborne microbe-carrying-particle sterile-field contamination and compare it with ultraclean-air reference levels for environmental quality-control programs.
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Affiliation(s)
- John H Harp
- Sparks Regional Medical Center, Fort Smith, Arkansas
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15
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Abstract
PURPOSE OF REVIEW National and regional arthroplasty registries have proliferated since the Swedish Knee Arthroplasty Register was started in 1975. Registry reports typically present implant-specific estimates of revision risk and patient- and technique-related factors that can inform clinical decision-making about implants and techniques. However, annual registry reports are long and it is difficult for clinicians to extract comparable revision risk data. Since implants may appear in multiple registry reports, it is even more difficult to gather relevant data for clinical decision-making about implant selection. The purpose of this paper is to briefly describe arthroplasty registry concepts, international registries around the world, US registries, and provide a parsimonious summary of total hip arthroplasty (THA) implant revision risk reports across registries. RECENT FINDINGS Revision risk data for conventional stem/cup combinations reported by the Australian, R.I.P.O. (Italian), Finnish, and Danish registries are summarized here. These registries were selected because they presented 10-year data on revision risk by stem/cup combination. Four tables of revision risk are presented based on fixation: cemented, uncemented, hybrid, and reverse hybrid. Review of these tables show there is wide variation in revision risk across conventional THA implants. It also demonstrates that some cemented implants have better 10-year risk than the best uncemented implants. Many arthroplasty registries prepare annual reports that include revision risk data for implants and they are posted on the registry websites. Arthroplasty surgeons should stay current with these registry reports on implant performance and potential outliers and keep them in mind when making implant decisions.
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16
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Lacny S, Bohm E, Hawker G, Powell J, Marshall DA. Assessing the comparability of hip arthroplasty registries in order to improve the recording and monitoring of outcome. Bone Joint J 2016; 98-B:442-51. [DOI: 10.1302/0301-620x.98b4.36501] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2015] [Accepted: 10/15/2015] [Indexed: 11/05/2022]
Abstract
Aims We aimed to assess the comparability of data in joint replacement registries and identify ways of improving the comparisons between registries and the overall monitoring of joint replacement surgery. Materials and Methods We conducted a review of registries that are full members of the International Society of Arthroplasty Registries with publicly available annual reports in English. Of the six registries which were included, we compared the reporting of: mean age, definitions for revision and re-operation, reasons for revision, the approach to analysing revisions, and patient-reported outcome measures (PROMs) for primary and revision total hip arthroplasty (THA) and hip resurfacing arthroplasty (HRA). Results Outcomes were infrequently reported for HRA compared with THA and all hip arthroplasties. Revisions were consistently defined, though re-operation was defined by one registry. Implant survival was most commonly reported as the cumulative incidence of revision using Kaplan-Meier survival analysis. Three registries reported patient reported outcome measures. Conclusion More consistency in the reporting of outcomes for specific types of procedures is needed to improve the interpretation of joint registry data and accurately monitor safety trends. As collecting additional details of surgical and patient-reported outcomes becomes increasingly important, the experience of established registries will be valuable in establishing consistency among registries while maintaining the quality of data. Take home message: As the volume of joint replacements performed each year continues to increase, greater consistency in the reporting of surgical and patient-reported outcomes among joint replacement registries would improve the interpretation and comparability of these data to monitor outcomes accurately. Cite this article: Bone Joint J 2016;98-B:442–51.
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Affiliation(s)
- S. Lacny
- University of Calgary, Alberta Bone and
Joint Health Institute, 3280 Hospital Drive
NW, Calgary, Alberta T2N
4Z6, Canada
| | - E. Bohm
- University of Manitoba, 301-1155
Concordia Avenue, Winnipeg, Manitoba
R2K 2M9, Canada
| | - G. Hawker
- University of Toronto, 190
Elizabeth St., RFE, 3-805, Toronto, Ontario
M5G 2C4, Canada
| | - J. Powell
- University of Calgary, 0444
3134 Hospital Drive NW, Calgary, Alberta
T2N 4Z6, Canada
| | - D. A. Marshall
- University of Calgary, Alberta Bone and
Joint Health Institute, 3280 Hospital Drive
NW, Calgary, Alberta T2N
4Z6, Canada
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17
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Hamilton DF, Howie CR, Burnett R, Simpson AHRW, Patton JT. Dealing with the predicted increase in demand for revision total knee arthroplasty: challenges, risks and opportunities. Bone Joint J 2015; 97-B:723-8. [PMID: 26033049 DOI: 10.1302/0301-620x.97b6.35185] [Citation(s) in RCA: 112] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Worldwide rates of primary and revision total knee arthroplasty (TKA) are rising due to increased longevity of the population and the burden of osteoarthritis. Revision TKA is a technically demanding procedure generating outcomes which are reported to be inferior to those of primary knee arthroplasty, and with a higher risk of complication. Overall, the rate of revision after primary arthroplasty is low, but the number of patients currently living with a TKA suggests a large potential revision healthcare burden. Many patients are now outliving their prosthesis, and consideration must be given to how we are to provide the necessary capacity to meet the rising demand for revision surgery and how to maximise patient outcomes. The purpose of this review was to examine the epidemiology of, and risk factors for, revision knee arthroplasty, and to discuss factors that may enhance patient outcomes.
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Affiliation(s)
- D F Hamilton
- University of Edinburgh, 49 Little France Crescent, Edinburgh, EH164SB, UK
| | - C R Howie
- University of Edinburgh, 49 Little France Crescent, Edinburgh, EH164SB, UK
| | - R Burnett
- University of Edinburgh, 49 Little France Crescent, Edinburgh, EH164SB, UK
| | - A H R W Simpson
- University of Edinburgh, 49 Little France Crescent, Edinburgh, EH164SB, UK
| | - J T Patton
- University of Edinburgh, 49 Little France Crescent, Edinburgh, EH164SB, UK
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18
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Liebs T, Melsheimer O, Hassenpflug J. Frühzeitige Detektion systematischer Schadensfälle durch Endoprothesenregister. DER ORTHOPADE 2014; 43:549-54. [DOI: 10.1007/s00132-014-2293-3] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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19
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Biau DJ, Weiss KR, Bhumbra RS, Davidson D, Brown C, Wunder JS, Ferguson PC. Using the CUSUM test to control the proportion of inadequate open biopsies of musculoskeletal tumors. Clin Orthop Relat Res 2013; 471:905-14. [PMID: 22968530 PMCID: PMC3563785 DOI: 10.1007/s11999-012-2544-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Biopsies of musculoskeletal tumors lead to alterations in treatment in almost 20% of cases. Control charts are useful to ensure that a process is operating at a predetermined level of performance, although their use has not been demonstrated in assessing the adequacy of musculoskeletal biopsies. QUESTIONS/PURPOSES We therefore (1) assessed the incidence of and the reasons for inadequate musculoskeletal biopsies when following guidelines for performing the procedure; and (2) implemented a process control chart, the CUSUM test, to monitor the proportion of inadequate biopsies. METHODS We prospectively studied 116 incisional biopsies. The biopsy was performed according to 10 rules to (1) minimize contamination in the tissues surrounding the tumor; and (2) improve accuracy. A frozen section was systematically performed to confirm that a representative specimen was obtained. Procedures were considered inadequate if: (1) another biopsy was necessary; (2) the biopsy tract was not appropriately placed; and (3) the treatment provided based on the diagnosis from the biopsy was not appropriate. RESULTS Five (4.3%) of the 116 incisional biopsy procedures were considered failures. Three patients required a second repeat open biopsy and two were considered to receive inappropriate treatment. No alarm was raised by the control chart and the performance was deemed adequate over the monitoring period. CONCLUSIONS The proportion of inadequate musculoskeletal open biopsies performed at a referral center was low. Using a statistical process control method to monitor the failures provided a continuous measure of the performance.
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Affiliation(s)
- David J. Biau
- />Department of Orthopaedic Surgery, Hospital Cochin, Paris, France
| | - Kurt R. Weiss
- />Division of Musculoskeletal Oncology, Department of Orthopaedic Surgery, Shadyside Medical Center, Pittsburgh, PA USA
| | - Rej S. Bhumbra
- />London Sarcoma Service, Royal National Orthopaedic Hospital, Stanmore, UK
| | - Darin Davidson
- />Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, WA USA
| | - Chris Brown
- />University Musculoskeletal Oncology Unit, Mount Sinai Hospital, 600 University Avenue, Room 476G, Toronto, ON M5G 1X5 Canada
- />Sarcoma Site Group, Department of Surgical Oncology, Princess Margaret Hospital, Toronto, ON Canada
| | - Jay S. Wunder
- />University Musculoskeletal Oncology Unit, Mount Sinai Hospital, 600 University Avenue, Room 476G, Toronto, ON M5G 1X5 Canada
- />Sarcoma Site Group, Department of Surgical Oncology, Princess Margaret Hospital, Toronto, ON Canada
| | - Peter C. Ferguson
- />University Musculoskeletal Oncology Unit, Mount Sinai Hospital, 600 University Avenue, Room 476G, Toronto, ON M5G 1X5 Canada
- />Sarcoma Site Group, Department of Surgical Oncology, Princess Margaret Hospital, Toronto, ON Canada
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20
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Abstract
This article describes the results of the first 11 years of ankle arthroplasty data for the New Zealand Joint Registry. The main purpose is to collect accurate outcome information regarding these procedures and to guide orthopedic surgeons in the care of their patients. Trends can often be identified early, and implants with higher revision rates can be identified. In addition, individual surgeons can be given data that compare their performance with the collective data, providing invaluable feedback. Patient-based questionnaires are highly important for gauging the results of surgery. Patient response rates have been less than optimal, particularly after revision surgery.
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Affiliation(s)
- Matthew Tomlinson
- Middlemore Hospital, Department of Orthopaedics, Otahuhu Manukau 1640, Auckland, New Zealand.
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