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Yendluri A, Yu J, Stocchi C, Kurapatti M, Namiri NK, Song J, Corvi JJ, Cordero JK, Yacovelli S, Hayden BL, Forsh DA. Sociodemographic variables are rarely included in femoral neck fracture randomized controlled trials: A systematic review. J Orthop 2025; 69:79-85. [PMID: 40183034 PMCID: PMC11964601 DOI: 10.1016/j.jor.2025.03.023] [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: 01/28/2025] [Accepted: 03/14/2025] [Indexed: 04/05/2025] Open
Abstract
Introduction Sociodemographic factors may affect outcomes after surgery for patients with femoral neck fractures. The purpose of this study was to assess the inclusion of sociodemographic variables in high-impact randomized controlled trials (RCTs) related to femoral neck fracture operative management. Methods PubMed, Embase, and Medline were queried from January 1, 2017 to March 31, 2024 for RCTs pertaining to operative treatment of femoral neck fracture patients in high impact journals were included. The journal of publication, year of publication, and interventions assessed by the RCTs were extracted. Each RCT was assessed for inclusion of the following sociodemographic variables: age, sex/gender, body mass index (BMI)/weight, race/ethnicity, education level, insurance, smoking/tobacco use, socioeconomic status, marital status, alcohol use, English proficiency, geographic measures (i.e. proximity to hospital), employment status, and prefracture residence status. Temporal reporting trends were analyzed using Chi-square test. Results Of 1038 RCTs identified, 37 were included for analysis. All 37 studies reported age and sex/gender. BMI/weight was reported in 22 studies (59.5 %). Patients' prefracture residence status was reported in 11 studies (29.7 %). Smoking/tobacco use was reported in 9 studies (24.3 %). Race/ethnicity was reported in only 5 studies (13.5 %). Socioeconomic status, English proficiency, geographic measures, marital status, education level, insurance, and employment variables were all reported in less than 10 % of the analyzed RCTs. Furthermore, there was no significant difference in the proportion of studies reporting at least one sociodemographic variable (excluding age, sex/gender, and BMI/weight) in 2017-2020 (10/22) versus 2021-2024 (8/15; p = 0.743). Conclusion Our analysis of high-impact RCTs revealed a large gap in the reporting of sociodemographic variables. RCTs relating to femoral neck fracture management should consistently report key sociodemographic variables to ensure generalizability of study findings. Level of evidence 1.
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Affiliation(s)
- Avanish Yendluri
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jennifer Yu
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Carolina Stocchi
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Mark Kurapatti
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Nikan K. Namiri
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Junho Song
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - John J. Corvi
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - John K. Cordero
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Steven Yacovelli
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Brett L. Hayden
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - David A. Forsh
- Department of Orthopaedic Surgery, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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Gordon AM, Nian PP, Baidya J, Mont MA. A Higher Area Deprivation Index Is Associated With Increased Medical Complications and Emergency Department Utilizations After Total Hip Arthroplasty. J Arthroplasty 2025; 40:1154-1160. [PMID: 39490718 DOI: 10.1016/j.arth.2024.10.106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2024] [Revised: 10/15/2024] [Accepted: 10/20/2024] [Indexed: 11/05/2024] Open
Abstract
BACKGROUND The Area Deprivation Index (ADI) is a weighted index comprised of 17 census-based markers of material deprivation and poverty. The purpose of this study was to determine whether patients undergoing total hip arthroplasty (THA) in areas of high ADI (greater disadvantage) were associated with differences in 90 days: 1) medical complications; 2) emergency department (ED) utilizations; and 3) readmissions. METHODS A nationwide database was queried for primary THA patients from 2010 to 2020. The ADI is reported on a scale of 0 to 100, with higher numbers indicating greater disadvantage. Patients undergoing primary THA in regions associated with high ADI (90%+) were compared to those of lower ADI (0 to 89%). A total of 138,670 patients were evenly matched between the two cohorts following 1:1 propensity score matching by age, sex, and Elixhauser Comorbidity Index. Primary endpoints were 90-day medical complications, ED utilizations, and readmissions. Multivariable logistic regression models calculated the odds ratios (ORs) and 95% confidence intervals (CIs). P values less than 0.01 were statistically significant. RESULTS Patients undergoing THA from high ADI had significantly higher rates and odds of developing any medical complications (13.0 versus 11.9%; OR: 1.09, P < 0.0001), including acute kidney injuries (1.8 versus 1.5%; OR: 1.20, P < 0.0001), myocardial infarctions (0.35 versus 0.24%; OR: 1.45, P = 0.0003), and surgical site infections (0.94 versus 0.76%; OR: 1.23, P = 0.0004). High-ADI patients had significantly higher rates and odds of ED visits within 90 days (3.94 versus 3.67%; OR: 1.08, P = 0.008). There was no significant difference in readmissions (5.44 versus 5.69%; OR: 0.95, P = 0.034). CONCLUSIONS Socioeconomically disadvantaged patients have increased odds of 90-days medical complications and ED utilizations, despite comparable 90-day readmission rates. Measures of neighborhood disadvantage may be valuable metrics to inform health care policy and improve postdischarge care.
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Affiliation(s)
- Adam M Gordon
- Questrom School of Business, Boston University, Boston, Massachusetts; Maimonides Medical Center, Department of Orthopaedic Surgery, Brooklyn, New York
| | - Patrick P Nian
- SUNY Downstate Health Sciences University, College of Medicine, Brooklyn, New York
| | - Joydeep Baidya
- SUNY Downstate Health Sciences University, College of Medicine, Brooklyn, New York
| | - Michael A Mont
- Rubin Institute of Advanced Orthopedics, Center for Joint Preservation and Replacement, Sinai Hospital of Baltimore, Baltimore, Maryland
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Salimi M, Pesante BD, Junior CW, Mauffrey C. Validation of a novel system to quantify authorship diversity in orthopaedic surgery literature. INTERNATIONAL ORTHOPAEDICS 2024; 48:2801-2807. [PMID: 39289181 DOI: 10.1007/s00264-024-06297-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 08/16/2024] [Indexed: 09/19/2024]
Abstract
PURPOSE The diversity of authors in orthopaedic literature is fundamental to the distribution of unique discoveries, innovations, and advancements. The purpose of the current study was to create and validate a comprehensive Author Diversity Scoring System (ADSS) to quantify authorship diversity in orthopaedic manuscripts. METHODS Six items were included in the initial ADSS. The ADSS and associated survey were sent to 120 experts to evaluate the clarity, simplicity, and relevancy its components. Responses were used to validate the ADSS using Content Validity Ratio (CVR) and Content Validity Index (CVI). RESULTS The initial ADSS contained author gender, ethnicity, academic rank/title, country of origin of the article, affiliated institution, and the publication history of the senior/corresponding author as representative items. Subsequently, 21 experts completed the survey (response rate 17.5%). Following validation, the final ADSS included author gender, ethnicity, and region of article origin, scored cumulatively on a 0-30 point scale with increasing scores indicating greater author diversity. CONCLUSION The validated ADSS scoring system quantitatively assesses manuscript author diversity.
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Affiliation(s)
- Maryam Salimi
- Department of Orthopedic Surgery, Denver Health Medical Center, 777 Bannock St Denver, 80204, Denver, Colorado, U.S
| | - Benjamin D Pesante
- Department of Orthopedic Surgery, Denver Health Medical Center, 777 Bannock St Denver, 80204, Denver, Colorado, U.S
| | - Carrington W Junior
- Department of Orthopedic Surgery, Denver Health Medical Center, 777 Bannock St Denver, 80204, Denver, Colorado, U.S
| | - Cyril Mauffrey
- Department of Orthopedic Surgery, Denver Health Medical Center, 777 Bannock St Denver, 80204, Denver, Colorado, U.S..
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Buchanan S, Luo E, Bagheri K, Wu KA, Anastasio AT, Kaplan S, Adams S. Racial Disparities in Outcomes After Foot and Ankle Surgery: A Systematic Review and Meta-Analysis. J Foot Ankle Surg 2024; 63:752-764. [PMID: 39009279 DOI: 10.1053/j.jfas.2024.06.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 05/27/2024] [Accepted: 06/24/2024] [Indexed: 07/17/2024]
Abstract
This systematic review and meta-analysis delved into the impact of race and ethnicity on outcomes following foot and ankle surgery, an area garnering increasing attention within the medical community. Despite significant literature on postsurgical clinical and functional outcomes, limited research has explored the influence of racial and ethnic factors on postoperative outcomes. In this study, data from 33 relevant studies, involving a total of 557,734 patients, were analyzed to assess outcomes across different racial and ethnic groups. Notably, only 6 studies met the criteria for inclusion in the final meta-analysis due to variations in outcome reporting. Findings revealed disparities in functional scores, pain levels, and resource utilization among different racial and ethnic cohorts. Specifically, non-White and minority patients exhibited higher rates of foot and ankle fractures and lower extremity surgeries, worse functional outcomes, increased pain, longer hospital stays, and a greater incidence of complications compared to their White counterparts. However, some studies presented contradictory results, emphasizing the necessity for further investigation to elucidate these discrepancies fully. This research underscores the importance of considering racial and ethnic factors in foot and ankle surgery outcomes and highlights the need for targeted interventions to address existing disparities.
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Affiliation(s)
- Scott Buchanan
- Department of Medicine, Campbell University School of Osteopathic Medicine, Lillington, NC
| | - Emily Luo
- Department of Medicine, Duke University School of Medicine, Durham, NC
| | - Kian Bagheri
- Department of Internal Medicine, HonorHealth Medical Center, Scottsdale, AZ.
| | - Kevin A Wu
- Department of Medicine, Duke University School of Medicine, Durham, NC
| | - Albert T Anastasio
- Duke University School of Medicine, Department of Orthopaedic Surgery, Durham, NC
| | - Samantha Kaplan
- Department of Medicine, Duke University Medical Center Library, Durham, NC
| | - Samuel Adams
- Duke University School of Medicine, Department of Orthopaedic Surgery, Durham, NC
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Park AL, Singh Dhillon P, Pandya NK. Insurance Status, Language, and Access to Care for Pediatric Anterior Cruciate Ligament Injury. Orthop J Sports Med 2024; 12:23259671241270310. [PMID: 39247531 PMCID: PMC11375630 DOI: 10.1177/23259671241270310] [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: 01/31/2024] [Accepted: 02/29/2024] [Indexed: 09/10/2024] Open
Abstract
Background Patients with public insurance (PUBs) face more difficulty obtaining orthopaedic appointments and have longer wait times than privately insured patients (PVTs). These delays are associated with greater injury severity at the time of surgery, which affects sports injuries such as anterior cruciate ligament tears where early surgical stabilization leads to better outcomes. Additionally, previous evidence showed that patients with limited English proficiency often must rely on informal translation services, such as family members or friends, to communicate with their orthopaedic surgeons, which may represent a disparity in the care provided. Hypothesis It was hypothesized that PUBs would be less likely to obtain an appointment compared with PVTs and that most providers would not offer professional translation services to Spanish-speaking patients. Study Design Cross-sectional study. Methods The authors called 50 randomly selected orthopaedic surgeons' offices in California specializing in sports medicine to request an appointment. Each office was called 4 times in random order for the hypothetical patient having either private or public insurance and speaking either Spanish or English. Results The hypothetical PUB had significantly decreased access to an appointment (19% of offices offered an appointment) when compared to the PVT (73.8% offered an appointment). Independent private practice (IPP) offices were less likely to accept public insurance (13.3%) compared with offices at academic medical centers (57.1%). There was no difference in access to an appointment for the Spanish- versus English-speaking patient. Translation services were offered at 73.8% of the orthopaedic offices. Conclusion Overall, the data illustrated disparities in access to pediatric orthopaedic care for PUBs compared to those with private insurance. Disparities were most prominent in IPP settings, which were less likely than academic offices to accept public insurance. Additionally, it was found that 73.8% of the offices the authors contacted offered Spanish translation services. Interventions should focus on increasing acceptance of public insurance and translation services in IPP settings. Future studies should expand this analysis to other languages and investigate the potential impacts of language on the quality of care provided.
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Affiliation(s)
- Anna L Park
- School of Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Pardeep Singh Dhillon
- School of Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Nirav K Pandya
- Department of Pediatric Orthopaedic Surgery, University of California, San Francisco, Benioff Children's Hospital Oakland, Oakland, California, USA
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Gordon AM, Ng MK, Elali F, Piuzzi NS, Mont MA. A Nationwide Analysis of the Impact of Socioeconomic Status on Complications and Health Care Utilizations After Total Knee Arthroplasty Using the Area Deprivation Index: Consideration of the Disadvantaged Patient. J Arthroplasty 2024; 39:2166-2172. [PMID: 38615971 DOI: 10.1016/j.arth.2024.04.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Revised: 04/05/2024] [Accepted: 04/08/2024] [Indexed: 04/16/2024] Open
Abstract
BACKGROUND Socioeconomic status has been demonstrated to be an important prognostic risk factor among patients undergoing total joint arthroplasty. We evaluated patients living near neighborhoods with higher socioeconomic risk undergoing total knee arthroplasty (TKA) and if they were associated with differences in the following: (1) medical complications; (2) emergency department (ED) utilizations; (3) readmissions; and (4) costs of care. METHODS A query of a national database from 2010 to 2020 was performed for primary TKAs. The Area Deprivation Index (ADI) is a weighted index comprised of 17 census-based markers of material deprivation and poverty. Higher numbers indicate a greater disadvantage. Patients undergoing TKA in zip codes associated with high ADI (90%+) were 1:1 propensity-matched to a comparison group by age, sex, and Elixhauser Comorbidity Index. This yielded 225,038 total patients, evenly matched between cohorts. Outcomes studied included complications, ED utilizations, readmission rates, and 90-day costs. Logistic regression models computed the odds ratios (OR) of ADI on the dependent variables. P values less than .003 were significant. RESULTS High ADI led to higher rates and odds of any medical complications (11.7 versus 11.0%; OR: 1.05, P = .0006), respiratory failures (0.4 versus 0.3%; OR: 1.28, P = .001), and acute kidney injuries (1.7 versus 1.5%; OR: 1.15, P < .0001). Despite lower readmission rates (2.9 versus 3.5%), high ADI patients had greater 90-day ED visits (4.2 versus 4.0%; OR: 1.07, P = .0008). The 90-day expenditures ($15,066 versus $12,459; P < .0001) were higher in patients who have a high ADI. CONCLUSIONS Socioeconomically disadvantaged patients have increased complications and ED utilizations. Neighborhood disadvantage may inform health care policy and improve postdischarge care. The socioeconomic status metrics, including ADI (which captures community effects), should be used to adequately risk-adjust or risk-stratify patients so that access to care for deprived regions and patients is not lost. LEVEL OF EVIDENCE III.
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Affiliation(s)
- Adam M Gordon
- Questrom School of Business, Boston University, Boston, Massachusetts; Department of Orthopaedic Surgery, Maimonides Medical Center, Brooklyn, New York
| | - Mitchell K Ng
- Department of Orthopaedic Surgery, Maimonides Medical Center, Brooklyn, New York
| | - Faisal Elali
- SUNY Downstate Health Sciences University, College of Medicine, Brooklyn, New York
| | - Nicolas S Piuzzi
- Department of Orthopaedic Surgery, Cleveland Clinic, Cleveland, Ohio
| | - Michael A Mont
- Rubin Institute of Advanced Orthopedics, Center for Joint Preservation and Replacement, Sinai Hospital of Baltimore, Baltimore, Maryland
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Yokoyama MA, Woo BKP. Letter re: "Mindfulness-Based Interventions for Surgical Patients and Impact on Postoperative Outcomes, Patient Wellbeing, and Satisfaction". Am Surg 2024; 90:314. [PMID: 36165279 DOI: 10.1177/00031348221129521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Kaidi AC, Hammoor BT, Tyler WK, Geller JA, Cooper HJ, Hickernell TR. Is There an Implicit Racial Bias in the Case Order of Elective Total Joint Arthroplasty? J Racial Ethn Health Disparities 2024; 11:1-6. [PMID: 37095288 DOI: 10.1007/s40615-022-01492-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 12/08/2022] [Accepted: 12/11/2022] [Indexed: 04/26/2023]
Abstract
INTRODUCTION Identifying ways to improve equitable access to healthcare is of the utmost important. In this study, we analyzed whether patient race was negatively associated with surgical start times for total joint arthroplasties (TJA). METHODS The surgical case order and start times of all primary TJAs performed at a large academic medical center between May 2014 and May 2018 were retrospectively reviewed. Patients were included if > 21, had a documented self-reported race, and were operated on by an arthroplasty fellowship-trained surgeon. Operations were categorized as first-start, early (7:00 AM-11:00 AM), mid-day (11:00 AM-3:00 PM), or late (after 3:00 PM). Multivariable logistic regression (MLR) was performed, and odds ratios (OR) were calculated. RESULTS This study identified 1663 TJAs-871 total knee (TKA) and 792 total hip arthroplasties (THA) who met inclusion criteria. Overall, there was no association between race and surgical start time. Upon sub-analysis by surgical type, this held true for TKA patients, but self-identifying Hispanic and non-Hispanic Black patients undergoing THA were more likely to have later surgical start times (ORs: 2.08 and 1.88; p < 0.05). DISCUSSION Although there was no association between race and overall TJA surgical start times, patients with marginalized racial and ethnic identities were more likely to undergo elective THA later in the surgical day. Surgeons should be aware of potential implicit bias when determining case order to potentially prevent adverse outcomes due to staff fatigue or lack of proper resources later in the day.
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Affiliation(s)
- Austin C Kaidi
- Department of Orthopedic Surgery, Columbia University Medical Center, New York, NY, 622 W. 168th, PH-1110032, USA
| | - Bradley T Hammoor
- Department of Orthopedic Surgery, Columbia University Medical Center, New York, NY, 622 W. 168th, PH-1110032, USA
| | - Wakenda K Tyler
- Department of Orthopedic Surgery, Columbia University Medical Center, New York, NY, 622 W. 168th, PH-1110032, USA
| | - Jeffrey A Geller
- Department of Orthopedic Surgery, Columbia University Medical Center, New York, NY, 622 W. 168th, PH-1110032, USA
| | - H John Cooper
- Department of Orthopedic Surgery, Columbia University Medical Center, New York, NY, 622 W. 168th, PH-1110032, USA
| | - Thomas R Hickernell
- Department of Orthopaedic Surgery, Yale University, 260 Long Ridge Rd, CT, Stamford, United States.
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Roura R, Corey RM, Farrow LD, Schickendantz MS, Kaar SG. Lack of race/ethnic minority representation in ulnar collateral ligament reconstruction in baseball athletes: a systematic review. PHYSICIAN SPORTSMED 2024; 52:52-56. [PMID: 36548943 DOI: 10.1080/00913847.2022.2162326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 12/12/2022] [Indexed: 12/24/2022]
Abstract
OBJECTIVES To assess the reporting and representation of ethnic and racial minorities in comparative studies of ulnar collateral ligament (UCL) injuries and treatment in baseball athletes. METHODS A systematic review of the literature was conducted using the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) reporting guidelines. The literature search was conducted by two independent reviewers using the PubMed, Scopus, and Cochrane Library databases. Studies were included if they were UCL of the elbow clinical comparative studies, including randomized clinical trials, cohort studies, case series, and epidemiological studies. Studies were excluded if they were related to ulnar collateral ligament of the thumb, lateral ulnar collateral ligament of the elbow, biomechanical studies, non-surgical studies, non-baseball studies, and systematic reviews and meta-analyses. The Methodological Index for Non-Randomized Studies (MINORS) criterion was used to assess quality of studies included. RESULTS A total of 108 studies were included for analysis, of which only one reported race and ethnicity in their demographics. Additionally, of the 108 studies included, only four reported Country of Origin, a subset of Race and Ethnicity, in their demographics. CONCLUSION Race and Ethnicity demographics are scarcely reported in comparative studies evaluating ulnar collateral ligament reconstruction. Future studies evaluating similar populations should strongly consider reporting racial and ethnic demographics as this may provide clarity on any potential effect these might have on post-surgical outcomes, particularly in high-level pitchers.
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Affiliation(s)
- Raúl Roura
- School of Medicine, University of Puerto Rico Medical Science Campus, San Juan, PR, USA
| | - Robert M Corey
- Department of Orthopaedic Surgery, Cleveland Clinic Orthopaedic and Rheumatologic Institute, Cleveland, OH, USA
| | - Lutul D Farrow
- Department of Orthopaedic Surgery, Cleveland Clinic Orthopaedic and Rheumatologic Institute, Cleveland, OH, USA
| | - Mark S Schickendantz
- Department of Orthopaedic Surgery, Cleveland Clinic Orthopaedic and Rheumatologic Institute, Cleveland, OH, USA
| | - Scott G Kaar
- Department of Orthopaedic Surgery, Saint Louis University, St. Louis, MO, USA
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Talaski GM, Baumann AN, Salmen N, Curtis DP, Walley KC, Anastasio AT, de Cesar Netto C. Socioeconomic Status and Race Are Rarely Reported in Randomized Controlled Trials for Achilles Tendon Pathology in the Top 10 Orthopaedic Journals: A Systematic Review. FOOT & ANKLE ORTHOPAEDICS 2024; 9:24730114231225454. [PMID: 38288287 PMCID: PMC10823864 DOI: 10.1177/24730114231225454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2024] Open
Abstract
Background Randomized controlled trials (RCTs) are crucial in comparative research, and a careful approach to randomization methodology helps minimize bias. However, confounding variables like socioeconomic status (SES) and race are often underreported in orthopaedic RCTs, potentially affecting the generalizability of results. This study aimed to analyze the reporting trends of SES and race in RCTs pertaining to Achilles tendon pathology, considering 4 decades of data from top-tier orthopaedic journals. Methods This review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines and used PubMed to search 10 high-impact factor orthopaedic journals for RCTs related to the management of Achilles tendon pathology. The search encompassed all articles from the inception of each journal until July 11, 2023. Data extraction included year of publication, study type, reporting of SES and race, primary study location, and intervention details. Results Of the 88 RCTs identified, 68 met the inclusion criteria. Based on decade of publication, 6 articles (8.8%) reported on SES, whereas only 2 articles (2.9%) reported on race. No RCTs reported SES in the pre-1999 period, but the frequency of reporting increased in subsequent decades. Meanwhile, all RCTs reporting race were published in the current decade (2020-2030), with a frequency of 20%. When considering the study location, RCTs conducted outside the United States were more likely to report SES compared with those within the USA. Conclusion This review revealed a concerning underreporting of SES and race in Achilles tendon pathology RCTs. The reporting percentage remains low for both SES and race, indicating a need for comprehensive reporting practices in orthopaedic research. Understanding the impact of SES and race on treatment outcomes is critical for informed clinical decision making and ensuring equitable patient care. Future studies should prioritize the inclusion of these variables to enhance the generalizability and validity of RCT results.
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Affiliation(s)
- Grayson M. Talaski
- Department of Orthopedics and Rehabilitation, University of Iowa, Iowa City, IA, USA
| | - Anthony N. Baumann
- College of Medicine, Northeast Ohio Medical University, Rootstown, OH, USA
| | - Natasha Salmen
- College of Medicine, Northeast Ohio Medical University, Rootstown, OH, USA
| | - Deven P. Curtis
- College of Medicine, Northeast Ohio Medical University, Rootstown, OH, USA
| | - Kempland C. Walley
- Department of Orthopedic Surgery, University of Michigan/Michigan Medicine, Ann Arbor, MI, USA
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Buerba RA, Dalton J, Sadhwani S, Schulz W, Atte AC, Vyas D. Hip Arthroscopy Utilization Disparities and Complications Amongst Ethnic Groups. INQUIRY : A JOURNAL OF MEDICAL CARE ORGANIZATION, PROVISION AND FINANCING 2024; 61:469580241282644. [PMID: 39410760 PMCID: PMC11487505 DOI: 10.1177/00469580241282644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 07/22/2024] [Accepted: 07/24/2024] [Indexed: 10/20/2024]
Abstract
While hip arthroscopy (HA) has increased in recent years, limited data exists regarding utilization and outcomes among racial groups. The National Surgical Quality Improvement Program (NSQIP) database was queried for patients who underwent HA from 2006 to 2017. Patients were stratified into 6 self-reported racial/ethnic categories: White, African American, Hispanic, Asian and Pacific Islander, Native American, and Unknown. Major and minor complications in the 30-day post-operative period were identified. Data were available for 2230 patients who underwent HA. There were significant differences in the proportions of HA procedures when examining by race. White patients comprised 69% of the patient sample, African American patients 5.6%, Hispanic patients 3.9%, Asian patients 2.5%, Native American patients 0.7% and Unknown race/ethnicity patients 18.3% (P < .05). HA utilization increased significantly over time by all groups but remained low among ethnic minorities compared to the White cohort. Overall, major, and minor 30-day complication rates were 1.3%, 0.5%, and 0.9%, respectively. Although African American and Hispanic patients had higher overall complication rates than White patients, the differences were not statistically significant. Surgeons should be aware of the underutilization of HA among racial/ethnic minorities, and further studies evaluating insurance status and access to care are needed.
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Affiliation(s)
- Rafael A. Buerba
- University of Pittsburgh Medical Center, Pittsburgh, PA, USA
- Banner Health Hospitals and Health Care, Phoenix, AZ, USA
| | - Jonathan Dalton
- University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | | | - William Schulz
- University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Akere C. Atte
- University of Pittsburgh Medical Center, Pittsburgh, PA, USA
- Sports & Orthopedic Center, Coral Springs, FL, USA
| | - Dharmesh Vyas
- University of Pittsburgh Medical Center, Pittsburgh, PA, USA
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Barry K, Mekkawy KL, Nayar SK, Oni JK. Racial Disparities in Short-Stay and Outpatient Total Hip and Knee Arthroplasty: 13-year Trend in Utilization Rates and Perioperative Morbidity Using a National Database. J Am Acad Orthop Surg 2023; 31:e788-e797. [PMID: 37205876 DOI: 10.5435/jaaos-d-22-00803] [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] [Received: 12/08/2022] [Accepted: 04/11/2023] [Indexed: 05/21/2023] Open
Abstract
BACKGROUND The objective of this study was to assess racial and ethnic disparities in short-stay (< 2-midnight length of stay) and outpatient (same-day discharge) total joint arthroplasties (TJAs). We aimed to determine (1) whether there are differences in postoperative outcomes between short-stay Black, Hispanic, and White patients and (2) the trend in utilization rates of short-stay and outpatient TJA across these racial groups. METHODS This was a retrospective cohort study of the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP). Short-stay TJAs done between 2008 and 2020 were identified. Patient demographics, comorbidities, and 30-day postoperative outcomes were assessed. Multivariate regression analysis was used to assess differences between racial groups in minor and major complication rates, as well as readmission and revision surgery rates. RESULTS Of a total of 191,315 patients, 88% were White, 8.3% were Black, and 3.9% were Hispanic. Minority patients were younger and had greater comorbidity burden when compared with Whites. Black patients had greater rates of transfusions and wound dehiscence when compared with White and Hispanic patients ( P < 0.001, P = 0.019, respectively). Black patients had lower adjusted odds of minor complications (odds ratio [OR], 0.87; confidence interval [CI], 0.78 to 0.98), and minorities had lower revision surgery rates in comparison with Whites (OR, 0.70; CI, 0.53 to 0.92, and OR, 0.84; CI, 0.71 to 0.99, respectively). The utilization rate for short-stay TJA was most pronounced for Whites. CONCLUSION There continues to persist marked racial disparities in demographic characteristics and comorbidity burden in minority patients undergoing short-stay and outpatient TJA procedures. As outpatient-based TJA becomes more routine, opportunities to address these racial disparities will become increasingly more important to optimize social determinants of health. LEVEL OF EVIDENCE III, retrospective cohort study.
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Affiliation(s)
- Kawsu Barry
- From the From the Department of Orthopaedic Surgery, The Johns Hopkins University School of Medicine, Baltimore, MD (Dr. Barry, Dr. Mekkawy, and Dr. Oni), and the From the Department of Orthopedic Surgery (Dr. Nayar), Massachusetts General Hospital, Harvard Medical School, Boston, MA
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13
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Ruiz Colón GD, Harris OA. Letter: A Call for Enhanced Diversity Efforts in the Physician Pipeline in the Face of Legal Threats. Neurosurgery 2023; 93:e65-e66. [PMID: 37345916 DOI: 10.1227/neu.0000000000002573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 05/01/2023] [Indexed: 06/23/2023] Open
Affiliation(s)
- Gabriela D Ruiz Colón
- Department of Neurosurgery, Stanford University School of Medicine, Stanford , California , USA
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Youn EJ, Shin C, Haratian R, Guzman A, Kim JY, McGahan P, Chen JL. Income and Insurance Status Impact Access to Health Care for Hip Osteoarthritis. Arthrosc Sports Med Rehabil 2023; 5:100747. [PMID: 37645390 PMCID: PMC10461205 DOI: 10.1016/j.asmr.2023.05.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2022] [Accepted: 05/18/2023] [Indexed: 08/31/2023] Open
Abstract
Purpose To explore differences in the affordability of and accessibility to health care among adults with hip osteoarthritis with respect to race/ethnicity, income, and insurance status. Methods This cross-sectional retrospective study was conducted using 2016 National Health Interview Survey (NHIS) data. NHIS data collection occurred continuously from January to December 2016. Individuals belonging to households and noninstitutionalized groups were included in the study. Because NHIS randomized surveys are conducted face-to-face on an annual basis, follow-up data are not collected. Results Answers from 38,158,634 weighted respondents with a mean age of 58.33 ± 0.33 years were assessed. Among adults with hip osteoarthritis, those with public insurance had increased odds of delaying care owing to lack of transportation and had decreased odds of delaying care and follow-up care owing to cost. Individuals who were uninsured or who belonged to lower income brackets were associated with increased odds of being unable to afford or utilize health care. Conclusions In this study, we found that income bracket and insurance status affect the accessibility to health care among adults with hip osteoarthritis in the United States. Level of Evidence Level IV, prognostic case series.
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Affiliation(s)
- Erin J. Youn
- Advanced Orthopedics and Sports Medicine, San Francisco, California, U.S.A
- Williams College, Williamstown, Massachusetts, U.S.A
| | - Caleb Shin
- Advanced Orthopedics and Sports Medicine, San Francisco, California, U.S.A
| | - Ryan Haratian
- Department of Orthopaedic Surgery, Sports Medicine & Rehabilitation, Wright State University Boonshoft School of Medicine, Dayton, Ohio, U.S.A
| | - Alvarho Guzman
- Advanced Orthopedics and Sports Medicine, San Francisco, California, U.S.A
| | - Joo Yeon Kim
- Advanced Orthopedics and Sports Medicine, San Francisco, California, U.S.A
| | - Patrick McGahan
- Advanced Orthopedics and Sports Medicine, San Francisco, California, U.S.A
| | - James L. Chen
- Advanced Orthopedics and Sports Medicine, San Francisco, California, U.S.A
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15
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Ashkenazi I, Christensen T, Ward SA, Bosco JA, Lajam CM, Slover J, Schwarzkopf R. Trends in Revenue and Cost for Revision Total Knee Arthroplasty. J Arthroplasty 2023; 38:S97-S102. [PMID: 36736933 DOI: 10.1016/j.arth.2023.01.041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 01/23/2023] [Accepted: 01/24/2023] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND Over the past decade, reimbursement models and target payments have been modified in an effort to decrease costs of revision total knee arthroplasty (rTKA) while maintaining the quality of care. The goal of this study was to investigate trends in revenue and costs associated with rTKA. METHODS We retrospectively reviewed all patients who underwent rTKA between 2011 and 2021 at our institution. Patients were stratified into groups based on insurance coverage: Medicare, government-managed or Medicaid (GMM), or commercial insurance. Patient demographics were collected, as well as revenue, costs, and contribution margin (CM) of the inpatient episode. Changes over time as a percentage of 2011 numbers were analyzed. Linear regressions were used to determine trend significance. In the 10-year study period, 1,698 patients were identified with complete financial data. RESULTS Overall total cost has increased significantly (P < .01). While revenues and CM for Medicare and Commercial patients remained steady between 2011 and 2021, CM for GMM patients decreased significantly (P = .01) to a low of 53.2% of the 2011 values. Since 2018, overall CM and revenues decreased significantly (P = .05, P = .01, respectively). CONCLUSION While from 2011 to 2018 general revenues and CM were relatively steady, since 2018 they have decreased significantly to their lowest values in over a decade for GMM and commercial patients. This trend is concerning and may potentially lead to decreased access to care. Re-evaluation of reimbursement models for rTKA may be necessary to ensure the financial viability of this procedure and prevent issues with access to care. LEVEL OF EVIDENCE III.
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Affiliation(s)
- Itay Ashkenazi
- Department of Orthopedic Surgery, NYU Langone Health, New York, New York; Division of Orthopedic Surgery, Tel-Aviv Sourasky Medical Center, Tel Aviv-Yafo, Israel
| | - Thomas Christensen
- Department of Orthopedic Surgery, NYU Langone Health, New York, New York
| | - Spencer A Ward
- Department of Orthopedic Surgery, NYU Langone Health, New York, New York
| | - Joseph A Bosco
- Department of Orthopedic Surgery, NYU Langone Health, New York, New York
| | - Claudette M Lajam
- Department of Orthopedic Surgery, NYU Langone Health, New York, New York
| | - James Slover
- Department of Orthopedic Surgery, NYU Langone Health, New York, New York
| | - Ran Schwarzkopf
- Department of Orthopedic Surgery, NYU Langone Health, New York, New York
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Martinazzi BJ, Kirchner GJ, Nam HH, Mansfield K, Dopke K, Ptasinski A, Adeyemo A, Walley KC, Aynardi MC. Improving Randomized-Controlled Trials in Foot and Ankle Orthopaedics: The Need to Include Sociodemographic Patient Data. Foot Ankle Spec 2023:19386400231170965. [PMID: 37148174 DOI: 10.1177/19386400231170965] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
BACKGROUND The representation of sociodemographic data within randomized-controlled trials (RCT) regarding foot and ankle surgery is undefined. The purpose of this study was to determine the incidence of sociodemographic data being reported in contemporary foot and ankle RCTs. METHODS Randomized-controlled trials within the PubMed database from 2016 to 2021 were searched and the full text of 40 articles was reviewed to identify sociodemographic variables reported in the manuscript. Data regarding race, ethnicity, insurance status, income, work status, and education were collected. RESULTS Race was reported in the results in 4 studies (10.0%), ethnicity in 1 (2.5%), insurance status in 0 (0%), income in 1 (2.5%), work status in 3 (7.5%) and education in 2 (5.0%). In any section other than the results, race was reported in 6 studies (15.0%), ethnicity in 1 (2.5%), insurance status in 3 (7.5%), income in 6 (15.0%), work status in 6 (15.0%), and education in 3 (7.5%). There was no difference in sociodemographic data by journal (P = .212), year of publication (P = .216), or outcome study (P = .604). CONCLUSION The overall rate of sociodemographic data reported in foot and ankle RCTs is low. There was no difference in the reporting of sociodemographic data between journal, year of publication, or outcome study. LEVEL OF EVIDENCE Level II.
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Affiliation(s)
| | - Gregory J Kirchner
- Department of Orthopaedics and Rehabilitation, Milton S. Hershey Medical Center, Penn State College of Medicine, Hershey, Pennsylvania
| | - Hannah H Nam
- Penn State College of Medicine, Hershey, Pennsylvania
| | | | - Kelly Dopke
- Penn State College of Medicine, Hershey, Pennsylvania
| | | | - Adeshina Adeyemo
- Department of Orthopaedics and Rehabilitation, Milton S. Hershey Medical Center, Penn State College of Medicine, Hershey, Pennsylvania
| | - Kempland C Walley
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, Michigan
| | - Michael C Aynardi
- Penn State College of Medicine, Hershey, Pennsylvania
- Department of Orthopaedics and Rehabilitation, Milton S. Hershey Medical Center, Penn State College of Medicine, Hershey, Pennsylvania
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Donnelly KM, Theriot HG, Bourgeois JP, Chapple AG, Krause PC, Dasa V. Lack of Demographic Information in Total Hip Arthroplasty/Total Knee Arthroplasty Randomized Controlled Trial Publications. J Arthroplasty 2023; 38:573-577. [PMID: 36257508 DOI: 10.1016/j.arth.2022.10.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2022] [Revised: 10/05/2022] [Accepted: 10/10/2022] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND The impact of social determinants of health (SDOH) has been documented in orthopaedic literature. However, there is a lack of data on the inclusion of these variables in orthopaedic studies. Our aim was to investigate how many total hip arthroplasties and total knee arthroplasties randomized controlled trials report SDOH variables such as race, ethnicity, insurance, income, and education within the manuscript. METHODS A systematic review was conducted on a PubMed search for randomized controlled trials published from 2017 to 2019 in the Journal of Bone and Joint Surgery, Journal of Arthroplasty, Clinical Orthopaedics and Related Research, and Osteoarthritis and Cartilage. Data collected included publication year, type of surgery, and the inclusion of race, ethnicity, insurance, income, and education. RESULTS Of the 72 manuscripts included in the study, 5.6% of the manuscripts mentioned race, 4.2% included race within the demographic table, and 1.4% included ethnicity in the demographic table. Overall, only 5 studies discussed any one of the variables studied and none included any SDOH variables in their multivariable regressions. There were no statistically significant differences on inclusion across journal year (P value = .78), journal name (P value = 1.00), or surgery type (P value = .555). CONCLUSION Our findings identify a major shortcoming in the inclusion of SDOH variables in total knee arthroplasty/total hip arthroplasty publications. Their exclusion may be indirectly perpetuating disparities if research that does not use representative patient samples is used in creating health policies and national standards. LEVEL OF EVIDENCE Level V.
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Affiliation(s)
| | | | | | - Andrew G Chapple
- Biostatistics Program, School of Public Health, LSUHSC, New Orleans, Louisiana; Department of Orthopaedics, LSUHSC, New Orleans, Louisiana
| | - Peter C Krause
- Department of Orthopaedics, LSUHSC, New Orleans, Louisiana
| | - Vinod Dasa
- Department of Orthopaedics, LSUHSC, New Orleans, Louisiana
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Lans A, Kanbier LN, Bernstein DN, Groot OQ, Ogink PT, Tobert DG, Verlaan JJ, Schwab JH. Social determinants of health in prognostic machine learning models for orthopaedic outcomes: A systematic review. J Eval Clin Pract 2023; 29:292-299. [PMID: 36099267 DOI: 10.1111/jep.13765] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 08/22/2022] [Accepted: 08/27/2022] [Indexed: 11/26/2022]
Abstract
RATIONAL Social determinants of health (SDOH) are being considered more frequently when providing orthopaedic care due to their impact on treatment outcomes. Simultaneously, prognostic machine learning (ML) models that facilitate clinical decision making have become popular tools in the field of orthopaedic surgery. When ML-driven tools are developed, it is important that the perpetuation of potential disparities is minimized. One approach is to consider SDOH during model development. To date, it remains unclear whether and how existing prognostic ML models for orthopaedic outcomes consider SDOH variables. OBJECTIVE To investigate whether prognostic ML models for orthopaedic surgery outcomes account for SDOH, and to what extent SDOH variables are included in the final models. METHODS A systematic search was conducted in PubMed, Embase and Cochrane for studies published up to 17 November 2020. Two reviewers independently extracted SDOH features using the PROGRESS+ framework (place of residence, race/ethnicity, Occupation, gender/sex, religion, education, social capital, socioeconomic status, 'Plus+' age, disability, and sexual orientation). RESULTS The search yielded 7138 studies, of which 59 met the inclusion criteria. Across all studies, 96% (57/59) considered at least one PROGRESS+ factor during development. The most common factors were age (95%; 56/59) and gender/sex (96%; 57/59). Differential effect analyses, such as subgroup analysis, covariate adjustment, and baseline comparison, were rarely reported (10%; 6/59). The majority of models included age (92%; 54/59) and gender/sex (69%; 41/59) as final input variables. However, factors such as insurance status (7%; 4/59), marital status (7%; 4/59) and income (3%; 2/59) were seldom included. CONCLUSION The current level of reporting and consideration of SDOH during the development of prognostic ML models for orthopaedic outcomes is limited. Healthcare providers should be critical of the models they consider using and knowledgeable regarding the quality of model development, such as adherence to recognized methodological standards. Future efforts should aim to avoid bias and disparities when developing ML-driven applications for orthopaedics.
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Affiliation(s)
- Amanda Lans
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA.,Department of Orthopaedic Surgery, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Laura N Kanbier
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - David N Bernstein
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Olivier Q Groot
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA.,Department of Orthopaedic Surgery, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Paul T Ogink
- Department of Orthopaedic Surgery, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Daniel G Tobert
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Jorrit-Jan Verlaan
- Department of Orthopaedic Surgery, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Joseph H Schwab
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
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Magnuson JA, Griffin SA, Venkat N, Gold PA, Courtney PM, Krueger CA. Postacute Care Readmission and Resource Utilization in Patients From Socioeconomically Distressed Communities After Total Joint Arthroplasty. Clin Orthop Relat Res 2023; 481:202-210. [PMID: 35446266 PMCID: PMC9831190 DOI: 10.1097/corr.0000000000002185] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 03/04/2022] [Indexed: 02/04/2023]
Abstract
BACKGROUND Racial and socioeconomic disparities have been associated with complications and poorer patient-reported outcomes after THA and TKA, but little is known regarding the variation of postacute care resource utilization based on socioeconomic difference in the communities in which patients reside. Hip and knee arthroplasty are among the most common elective orthopaedic procedures. Therefore, understanding social factors provides insight into patients at risk for readmission and the way in which these patients use other postoperative resources. This knowledge can help surgeons better understand which patients are at risk for complications or preventable readmissions and how to anticipate when additional surveillance or intervention might reduce this risk. QUESTIONS/PURPOSES (1) Do patients from communities with a higher distress level experience higher rates of readmission after THA and TKA? (2) Do patients from distressed communities have increased postoperative resource utilization? METHODS Demographics, ZIP code of residence, and Charlson comorbidity index (CCI) were recorded for each patient undergoing TKA or THA between 2016 and 2019 at two high-volume hospitals. Patients were classified according to the Distressed Communities Index (DCI) score of their ZIP code of residence. The DCI combines seven metrics of socioeconomic well-being (high school graduation, poverty rate, unemployment, housing vacancy, household income, change in employment, and change in establishment) to create a single score. ZIP codes are then classified by scores into five categories based on national quintiles (prosperous, comfortable, mid-tier, at-risk, and distressed). The DCI was chosen because it provides a single composite measure of multiple important socioeconomic factors. Multivariate analysis with logistic, negative binomial regression, or Poisson was used to investigate the association of DCI category with postoperative resource utilization while controlling forage, gender, BMI, and comorbidities. The primary outcome was 90-day readmissions. Secondary outcomes included postoperative medication prescriptions from the orthopaedic team, patient telephone calls to the surgeon's office, physical therapy sessions attended, follow-up office visits, and emergency department visits. A total of 5077 patients who underwent TKA (mean age 66 ± 9 years, 59% [2983 of 5077] are women, and 69% [3519 of 5077] are White), and 5299 who underwent THA (mean age 63 ± 11 years, 50% [2654 of 5299] are women, and 74% [3903 of 5299] are White) were included. RESULTS When adjusting for age, gender, race and CCI, readmission risk was higher in distressed communities compared with prosperous communities for patients undergoing TKA (odds ratio 1.6 [95% confidence interval 1.1 to 2.3]; p = 0.02) but not for THA. For secondary outcomes after TKA, at-risk communities had more postoperative prescriptions compared with prosperous communities, but no other differences were found. After THA, no major differences were found in the likelihood to utilize postoperative resources based on DCI category. Race was not associated with readmissions or resource utilization. CONCLUSION We found that socioeconomic distress was associated with readmission after TKA, but, after controlling for relevant confounding variables, race had no association. Patients from these communities do not demonstrate an increased or decreased use of other resources after post-TKA discharge. Increased awareness of these disparities may allow for closer monitoring and improved patient education and communication, with the goal of reducing the frequency of complications and preventable readmissions. LEVEL OF EVIDENCE Level III, therapeutic study.
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Affiliation(s)
- Justin A. Magnuson
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA, USA
| | - Sean A. Griffin
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA, USA
- Florida Atlantic University College of Medicine, Boca Raton, FL, USA
| | - Nitya Venkat
- Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA, USA
| | - Peter A. Gold
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA, USA
| | - P. Maxwell Courtney
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA, USA
| | - Chad A. Krueger
- Rothman Orthopaedic Institute at Thomas Jefferson University, Philadelphia, PA, USA
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Few Randomized Controlled Trials in Spine Surgery in the United States Include Sociodemographic Patient Data: A Systematic Review. J Am Acad Orthop Surg 2023; 31:421-427. [PMID: 36735417 DOI: 10.5435/jaaos-d-22-00838] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 12/29/2022] [Indexed: 02/04/2023] Open
Abstract
INTRODUCTION The importance of sociodemographic factors such as race, education, and income on spine surgery outcomes has been well established, yet the representation of sociodemographic data within randomized controlled trials (RCTs) in spine literature remains undefined in the United States (U.S). METHODS Medical literature was reviewed within PubMed for RCTs with "spine" in the title or abstract published within the last 8 years (2014 to 2021) in seven major spine journals. This yielded 128 results, and after application of inclusion criteria (RCTs concerning adult spine pathologies conducted in the U.S), 54 RCTs remained for analysis. Each article's journal of publication, year of publication, and spinal pathology was recorded. Pathologies included cervical degeneration, thoracolumbar degeneration, adult deformity, cervical trauma, and thoracolumbar trauma. Sociodemographic variables collected were race, ethnicity, insurance status, income, work status, and education. The Fisher's exact test was used to compare inclusion of sociodemographic data by journal, year, and spinal pathology. RESULTS Sociodemographic data were included in the results and in any section of 57.4% (31/54) of RCTs. RCTs reported work status in 25.9% (14/54) of results and 38.9% (21/54) of RCTs included work status in any section. Income was included in the results and mentioned in any section in 13.0% (7/54) of RCTs. Insurance status was in the results or any section of 9.3% (5/54) and 18.5% (10/54) of RCTs, respectively. There was no association with inclusion of sociodemographic data within the results of RCTs as a factor of journal (P = 0.337), year of publication (P = 0.286), or spinal pathology (P = 0.199). DISCUSSION Despite evidence of the importance of sociodemographic factors on the natural history and treatment outcomes of myriad spine pathologies, this study identifies a surprising absence of sociodemographic data within contemporary RCTs in spine surgery. Failure to include sociodemographic factors in RCTs potentially bias the generalizability of outcome data.
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Rakutt MJ, Bracey DN, Cohen-Rosenblum A, Sculco PK, Sabatini FM, Jacobs CA, Duncan ST, Landy DC. Hemoglobinopathy is Associated With Total Hip Arthroplasty Indication Even Beyond Sickle Cell Anemia. Arthroplast Today 2022; 19:101062. [PMID: 36845292 PMCID: PMC9947981 DOI: 10.1016/j.artd.2022.10.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Accepted: 10/24/2022] [Indexed: 12/14/2022] Open
Abstract
Background The extent to which hemoglobinopathies other than sickle anemia (HbSS) are associated with hip osteonecrosis is unknown. Sickle cell trait (HbS), hemoglobin SC (HbSC), and sickle/β-thalassemia (HbSβTh) may also predispose to osteonecrosis of the femoral head (ONFH). We sought to compare the distributions of indications for a total hip arthroplasty (THA) in patients with and without specific hemoglobinopathies. Methods PearlDiver, an administrative claims database, was used to identify 384,401 patients aged 18 years or older undergoing a THA not for fracture from 2010 to 2020, with patients grouped by diagnosis code (HbSS N = 210, HbSC N = 196, HbSβTh N = 129, HbS N = 356). β-Thalassemia minor (N = 142) acted as a negative control, and patients without hemoglobinopathy as a comparison group (N = 383,368). The proportion of patients with ONFH was compared to patients without it by hemoglobinopathy groups using chi-squared tests before and after matching on age, sex, Elixhauser Comorbidity Index, and tobacco use. Results The proportion of patients with ONFH as the indication for THA was higher among those with HbSS (59%, P < .001), HbSC (80%, P < .001), HbSβTh (77%, P < .001), and HbS (19%, P < .001) but not with β-thalassemia minor (9%, P = .6) than the proportion of patients without hemoglobinopathy (8%). After matching, the proportion of patients with ONFH remained higher among those with HbSS (59% vs 21%, P < .001), HbSC (80% vs 34%, P < .001), HbSβTh (77% vs 26%, P < .001), and HbS (19% vs 12%, P < .001). Conclusions Hemoglobinopathies beyond sickle cell anemia were strongly associated with having osteonecrosis as the indication for THA. Further research is needed to confirm whether this modifies THA outcomes.
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Affiliation(s)
- Maxwell J. Rakutt
- Department of Orthopaedic Surgery, University of Kentucky, Lexington, KY, USA
| | - Daniel N. Bracey
- Department of Orthopaedic Surgery, University of North Carolina, Chapel Hill, NC, USA
| | - Anna Cohen-Rosenblum
- Department of Orthopaedic Surgery, Louisiana State University, New Orleans, LA, USA
| | - Peter K. Sculco
- Complex Joint Reconstruction Center, Hospital for Special Surgery, New York, NY, USA
| | - Franco M. Sabatini
- Department of Orthopaedic Surgery, University of Kentucky, Lexington, KY, USA
| | - Cale A. Jacobs
- Department of Orthopaedic Surgery, University of Kentucky, Lexington, KY, USA
| | - Stephen T. Duncan
- Department of Orthopaedic Surgery, University of Kentucky, Lexington, KY, USA
| | - David C. Landy
- Department of Orthopaedic Surgery, University of Kentucky, Lexington, KY, USA,Corresponding author. Department of Orthopaedic Surgery, University of Kentucky, 740 S. Limestone, Suite K-419, Lexington, KY 40513, USA. Tel.: +1 713 305 4266.
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Crnkovic C, Quiring R, Chapple AG, Bronstone A, Krause PC, Dasa V. Low Rates of Reporting Race, Ethnicity, and Socioeconomic Status in Studies Published in Top Orthopaedic Journals. J Bone Joint Surg Am 2022; 104:1244-1249. [PMID: 35856928 DOI: 10.2106/jbjs.21.01159] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND Although there have been calls for the routine reporting of patient demographics associated with health disparities, including race, ethnicity, and socioeconomic status (SES), in published research, the extent to which these variables are reported in orthopaedic journals remains unclear. METHODS We identified and examined all research articles with human cohorts published in 2019 in the 2 highest-ranked U.S. general orthopaedics journals, Clinical Orthopaedics and Related Research and The Journal of Bone & Joint Surgery. Excluded from analysis were studies with no U.S.-based institution and those that did not report any demographic data. Articles were reviewed to determine study type; reporting of race, ethnicity, and any of 3 SES variables (i.e., income, education, and health-care insurance); and the inclusion of these demographics in multivariable analyses. RESULTS A total of 156 articles met the inclusion criteria. Of these, 56 (35.9%) reported patient race and 24 (15.4%) reported patient ethnicity. Income was reported in 13 (8.3%) of the articles, education in 23 (14.7%), and health insurance in 18 (11.5%). Of the 97 papers that reported results of multivariable analyses, 30 (30.9%) included race in the analysis and 21 (21.6%) reported significance associated with race. Income, education, and health insurance were included in multivariable analyses in 7 (7.2%), 11 (11.3%), and 10 (10.3%) of the articles, respectively. CONCLUSIONS Race, ethnicity, and SES were infrequently reported and analyzed within articles published in 2 of the top orthopaedic journals. This problem may be remedied if orthopaedic journals impose standards for the reporting and analysis of patient demographics in studies with human cohorts. CLINICAL RELEVANCE Failure to report key demographics makes it difficult for practitioners to determine whether study results apply to their patient populations. In addition, when orthopaedic interventions are evaluated without accounting for potential disparities by demographics, clinicians may incorrectly assume that the overall benefits and risks reported in studies apply equally to all patients.
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Affiliation(s)
- Cody Crnkovic
- School of Medicine, Louisiana State University Health Sciences Center, New Orleans, Louisiana
| | - Robert Quiring
- School of Medicine, Louisiana State University Health Sciences Center, New Orleans, Louisiana
| | - Andrew G Chapple
- Department of Orthopaedic Surgery, Louisiana State University Health Sciences Center, New Orleans, Louisiana.,Biostatistics Program, Louisiana State University Health Sciences Center, New Orleans, Louisiana
| | - Amy Bronstone
- Department of Orthopaedic Surgery, Louisiana State University Health Sciences Center, New Orleans, Louisiana
| | - Peter C Krause
- Department of Orthopaedic Surgery, Louisiana State University Health Sciences Center, New Orleans, Louisiana
| | - Vinod Dasa
- Department of Orthopaedic Surgery, Louisiana State University Health Sciences Center, New Orleans, Louisiana
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23
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Ottesen TD, Amick M, Kapadia A, Ziatyk EQ, Joe JR, Sequist TD, Agarwal-Harding KJ. The Unmet Need for Orthopaedic Services Among American Indian and Alaska Native Communities in the United States. J Bone Joint Surg Am 2022; 104:e47. [PMID: 35104253 DOI: 10.2106/jbjs.21.00512] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
ABSTRACT Historic and present-day marginalization has resulted in a high burden of disease and worse health outcomes for American Indian and Alaska Native (AI/AN) communities in the United States. Musculoskeletal disease is the leading cause of disability for the general population in the U.S. today. However, few have examined musculoskeletal disease burden and access to orthopaedic surgical care in the AI/AN communities. A high prevalence of hip dysplasia, arthritis, back pain, and diabetes, and a high incidence of trauma and road traffic-related mortality, suggest a disproportionately high burden of musculoskeletal pathology among the AI/AN communities and a substantial need for orthopaedic surgical services. Unfortunately, AI/AN patients face many barriers to receiving specialty care, including long travel distances and limited transportation to health facilities, inadequate staff and resources at Indian Health Service (IHS)-funded facilities, insufficient funding for referral to specialists outside of the IHS network, and sociocultural barriers that complicate health-system navigation and erode trust between patients and providers. For those who manage to access orthopaedic surgery, AI/AN patients face worse outcomes and more complications than White patients. There is an urgent need for orthopaedic surgeons to participate in improving the availability of quality orthopaedic services for AI/AN patients through training and support of local providers, volunteerism, advocating for a greater investment in the IHS Purchased/Referred Care program, expanding telemedicine capabilities, and supporting community-based participatory research activities.
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Affiliation(s)
- Taylor D Ottesen
- Harvard Global Orthopaedics Collaborative, Boston, Massachusetts
- Massachusetts General Hospital/Harvard Combined Orthopaedic Residency Program, Boston, Massachusetts
| | - Michael Amick
- Harvard Global Orthopaedics Collaborative, Boston, Massachusetts
- Yale University School of Medicine, New Haven, Connecticut
| | - Ami Kapadia
- Harvard Global Orthopaedics Collaborative, Boston, Massachusetts
- University of Texas Southwestern Medical Center, Dallas, Texas
| | - Elizabeth Q Ziatyk
- Department of Family Medicine, Chinle Comprehensive Healthcare Facility, Chinle, Arizona
| | - Jennie R Joe
- Department of Family and Community Medicine, University of Arizona Health Sciences, Tucson, Arizona
- Native American Research and Training Center, University of Arizona Health Sciences, Tucson, Arizona
| | - Thomas D Sequist
- Department of Medicine, Brigham and Women's Hospital, Boston, Massachusetts
- Department of Healthcare Policy, Harvard Medical School, Boston, Massachusetts
| | - Kiran J Agarwal-Harding
- Harvard Global Orthopaedics Collaborative, Boston, Massachusetts
- Department of Orthopaedic Surgery, NewYork-Presbyterian/Columbia University Irving Medical Center, New York, NY
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24
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George J, Gautam D, Sugumar PA, Janardhanan R, Kabra A, Malhotra R. Uneven global and racial representation in major orthopaedic clinical trials: Trends over a decade. J Clin Orthop Trauma 2022; 29:101894. [PMID: 35601509 PMCID: PMC9120236 DOI: 10.1016/j.jcot.2022.101894] [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: 10/04/2021] [Revised: 04/26/2022] [Accepted: 05/06/2022] [Indexed: 10/18/2022] Open
Abstract
BACKGROUND The presence of geographic and demographic disparities in randomized controlled trials (RCTs) may affect the external validity of trials. While some studies have addressed racial or ethnic disparities, they have been limited to a certain region, and there is limited information about the global representation in orthopaedic research. METHODS RCTs published in major medical and orthopaedic journals from 2010 to 2019 were identified. After screening 6961 articles, 1769 trials enrolling 323,506 patients were included. The details of individual trials such as the country of origin, the proportion of women, and the proportion of different racial groups were recorded. Factors associated with reporting and representation of specific demographic groups, and annual changes were assessed. RESULTS Majority of the trials were from were from United States (US) (N = 380, 21.5%). US (30.7%, N = 99,356), United Kingdom (15.7%, N = 50,691) and Canada (8.3%, N = 26,890) accounted for majority of the enrolled patients. 59.1% of the patients were women. Among US trials reporting race, 81.2% were White, and 9.9% were African American. There was no significant variation in the global distribution (p = 0.056), percentage of women (p = 0.811), or percentage of Whites (p = 0.389) over the years. CONCLUSION The top three countries contributed to about 55% of the enrolled patients, whereas they contributed to only 6% of the world population. Overall, women appeared to be adequately represented in the trials, while racial minorities were underrepresented. There has not been any considerable improvement in the representation of developing regions or minorities over the last decade.
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Affiliation(s)
- Jaiben George
- Department of Orthopedic Surgery, AIIMS, New Delhi, India
| | - Deepak Gautam
- Department of Orthopedic Surgery, AIIMS, New Delhi, India
| | | | | | - Apoorva Kabra
- Department of Orthopedic Surgery, AIIMS, New Delhi, India
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25
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Socioeconomic and Psychosocial Predictors of Magnetic Resonance Imaging Following Cervical and Thoracic Spine Trauma in the United States. World Neurosurg 2022; 161:e757-e766. [DOI: 10.1016/j.wneu.2022.02.093] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Revised: 02/21/2022] [Accepted: 02/22/2022] [Indexed: 11/23/2022]
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26
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Hagan MJ, Pertsch NJ, Leary OP, Zheng B, Camara-Quintana JQ, Niu T, Mueller K, Boghani Z, Telfeian AE, Gokaslan ZL, Oyelese AA, Fridley JS. Influence of psychosocial and sociodemographic factors in the surgical management of traumatic cervicothoracic spinal cord injury at level I and II trauma centers in the United States. JOURNAL OF SPINE SURGERY 2021; 7:277-288. [PMID: 34734132 DOI: 10.21037/jss-21-37] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2021] [Accepted: 07/30/2021] [Indexed: 11/06/2022]
Abstract
Background Socioeconomic factors can bias clinician decision-making in many areas of medicine. Psychosocial characteristics such as diagnosis of alcoholism, substance abuse, and major psychiatric disorder are emerging as potential sources of conscious and unconscious bias. We hypothesized that these psychosocial factors, in addition to socioeconomic factors, may impact the decision to operate on patients with a traumatic cervicothoracic fracture and associated spinal cord injury (SCI). Methods We performed a cohort analysis using clinical data from 2012-2016 in the American College of Surgeons (ACS) National Trauma Data Bank at academic level I and II trauma centers. Patients were eligible if they had a diagnosis of cervicothoracic fracture with SCI. Using ICD codes, we evaluated baseline characteristics including race; insurance status; diagnosis of alcoholism, substance abuse, or major psychiatric disorder; admission drug screen and blood alcohol level; injury characteristics and severity; and hospital characteristics including geographic region, non-profit status, university affiliation, and trauma level. Factors significantly associated with surgical intervention in univariate analysis were eligible for inclusion in multivariate logistic regression. Results We identified 6,655 eligible patients, of whom 62% underwent surgical treatment (n=4,137). Patients treated non-operatively were more likely to be older; be female; be Black or Hispanic; have Medicare, Medicaid, or no insurance; have been assaulted; have been injured by a firearm; have thoracic fracture; have less severe injuries; have severe TBI; be treated at non-profit hospitals; and be in the Northeast or Western U.S. (all P<0.01). After adjusting for confounders in multivariate analysis, only insurance status remained associated with operative treatment. Medicaid patients (OR=0.81; P=0.021) and uninsured patients (OR=0.63; P<0.001) had lower odds of surgery relative to patients with private insurance. Injury severity and facility characteristics also remained significantly associated with surgical management following multivariate regression. Conclusions Psychosocial characteristics such as diagnosis of alcoholism, substance abuse, or psychiatric illness do not appear to bias the decision to operate after traumatic cervicothoracic fracture with SCI. Baseline sociodemographic imbalances were explained largely by insurance status, injury, and facility characteristics in multivariate analysis.
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Affiliation(s)
- Matthew J Hagan
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA
| | - Nathan J Pertsch
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA
| | - Owen P Leary
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA
| | - Bryan Zheng
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA
| | - Joaquin Q Camara-Quintana
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Tianyi Niu
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Kyle Mueller
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Zain Boghani
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Albert E Telfeian
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Ziya L Gokaslan
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Adetokunbo A Oyelese
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
| | - Jared S Fridley
- The Warren Alpert School of Medicine, Brown University, Providence, RI, USA.,Department of Neurosurgery, Rhode Island Hospital, Providence, RI, USA
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27
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Iglesias B, Jeong H, Bengs BC, Sanders DP, SooHoo NF, Buerba RA. Total joint replacement surgeon choice: A qualitative analysis in a medicare population. J Natl Med Assoc 2021; 113:693-700. [PMID: 34474928 DOI: 10.1016/j.jnma.2021.08.037] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 07/24/2021] [Accepted: 08/09/2021] [Indexed: 11/18/2022]
Abstract
INTRODUCTION Previous research has shown that patients from historically marginalized groups in the United States tend to have poorer outcomes after joint replacement surgery and that they are less likely to receive joint replacement surgery at high-volume hospitals. However, little is known regarding how this group of patients chooses their joint replacement surgeon. The purpose of this study was to understand the factors influencing the choice of joint replacement surgeon amongst a diverse group of patients. METHODS Semi-structured interviews were conducted with Medicare patients who underwent a hip or knee replacement within the last 24 months (N = 38) at an academic and community hospital. Interviews were audio recorded, transcribed and verified for accuracy. Transcripts were reviewed using iterative content analysis to extract key themes related to how respondents chose their joint replacement surgeon. RESULTS AND DISCUSSION MD referral/recommendation appears to be the strongest factor influencing joint replacement surgeon choice. Other key considerations are hospital reputation and surgeon attributes-including operative experience, communication skills, and participation in shared decision-making. Gender/ethnicity of a surgeon, industry payments to surgeons, number of publications and cost did not play a large role in surgeon choice. CONCLUSION AND CLINICAL RELEVANCE The process of choosing a joint replacement surgeon is a complex decision-making process with several factors at play. Despite growing availability of information regarding surgeons, patients largely relied on referrals for choosing their joint replacement surgeon regardless of ethnicity. Referring physicians need to ensure that patients are able to access hospital and surgeon outcomes, operative volume, and industry-payment information to learn more about their orthopedic surgeons in order to make an informed choice.
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Affiliation(s)
- Brenda Iglesias
- Department of Orthopaedic Surgery, David Geffen School of Medicine at UCLA, Room 76-143 CHS, 10833 Le Conte Avenue, Los Angeles, CA, 90095 USA; Charles R. Drew University of Medicine and Science, 1731 E 120th St, Los Angeles, CA, 90059 USA
| | - Hajun Jeong
- John Peter Smith Hospital, 1500 S. Main St, Fort Worth, Texas, 76104 USA
| | - Benjamin C Bengs
- St. John's Medical Center, 2001 Santa Monica Blvd, Suite 760, Santa Monica, CA 90404 USA
| | - Don P Sanders
- Torrance Memorial Medical Center, 23560 Crenshaw Blvd, Suite 102, Torrance, CA 90505 USA
| | - Nelson F SooHoo
- Department of Orthopaedic Surgery, David Geffen School of Medicine at UCLA, Room 76-143 CHS, 10833 Le Conte Avenue, Los Angeles, CA, 90095 USA
| | - Rafael A Buerba
- Banner Health Medical Center, 7701 W. Aspera Blvd, Suite 102, Glendale, AZ, 85308 USA.
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28
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Mehta B, Goodman S, Ho K, Parks M, Ibrahim SA. Community Deprivation Index and Discharge Destination After Elective Hip Replacement. Arthritis Care Res (Hoboken) 2021; 73:531-539. [PMID: 31961488 DOI: 10.1002/acr.24145] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2019] [Accepted: 01/14/2020] [Indexed: 11/08/2022]
Abstract
OBJECTIVE To examine how the deprivation level of the community in which one lives influences discharge disposition and the odds of 90-day readmission after elective total hip arthroplasty (THA). METHODS We performed a retrospective cohort study on 84,931 patients who underwent elective THA in the Pennsylvania Health Care Cost Containment Council database from 2012 to 2016. We used adjusted binary logistic regression models to test the association between community Area Deprivation Index (ADI) level and patient discharge destination as well as 90-day readmission. We included an interaction term for community ADI level and patient race in our models to assess the simultaneous effect of both on the outcomes. RESULTS After adjusting for patient- and facility-level characteristics, we found that patients from high ADI level communities (most disadvantaged), compared to patients from low ADI level communities (least disadvantaged), were more likely to be discharged to an institution as opposed to home for postoperative care and rehabilitation (age <65 years adjusted odds ratio [ORadj ] 1.47; age ≥65 years ORadj 1.31; both P < 0.001). The interaction effect of patient race and ADI level on discharge destination was statistically significant in those patients age ≥65 years, but not in patients age <65 years. The association with ADI level on 90-day readmission was not statistically significant. CONCLUSION In this statewide sample of patients who underwent elective THA, the level of deprivation of the community in which patients reside influences their discharge disposition, but not their odds of 90-day readmission to an acute-care facility.
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Affiliation(s)
- Bella Mehta
- Hospital for Special Surgery, New York, New York
| | | | - Kaylee Ho
- Weill Cornell Medicine, New York, New York
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29
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Bilateral vs Unilateral Total Knee Arthroplasty: Racial Variation in Utilization and In-Hospital Major Complication Rates. J Arthroplasty 2021; 36:1310-1317. [PMID: 33234385 PMCID: PMC8651074 DOI: 10.1016/j.arth.2020.10.057] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 10/09/2020] [Accepted: 10/28/2020] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND We sought to examine bilateral total knee arthroplasty (BTKA) vs unilateral TKA (UTKA) utilization and in-hospital complications comparing African Americans (AAs) and Whites. METHODS In this retrospective analysis of patients ≥50 years who underwent elective primary TKA, the (2007-2016) database of the Healthcare Cost and Utilization Project (National Inpatient Sample) was used. We computed differences in temporal trends in utilization and major in-hospital complication rates of BTKA vs UTKA comparing AAs and Whites. We performed multivariable logistic regression models to assess racial differences in trends adjusting for individual-, hospital- and community-level variables. Discharge weights were used to enable nationwide estimates. We used multiple imputation procedures to impute values for 12% missing race information. RESULTS An estimated 276,194 BTKA and 5,528,429 UTKA were performed in the US. The proportion of BTKA among all TKAs declined, and AAs were significantly less likely to undergo BTKA compared to Whites throughout the study period (trend P = .01). In-hospital complication rates for UTKA were higher in AAs compared to Whites throughout the study period (trend P < .0001). However, for BTKA, the in-hospital complication rates varied between Whites and AAs throughout the study period (trend P = .09). CONCLUSION In this nationwide sample of patients who underwent total knee arthroplasty from 2007 to 2016, the utilization of BTKA was higher in Whites compared to AAs. On the other hand, while AAs have consistently higher in-hospital complication rates in UTKA over the time period, this pattern was not consistent for BTKA.
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30
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Association of Race with Early Outcomes of Elective Posterior Spinal Fusion for Adolescent Idiopathic Scoliosis: Propensity-Matched and Subgroup Analysis. World Neurosurg 2021; 150:e176-e181. [PMID: 33684580 DOI: 10.1016/j.wneu.2021.02.113] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Revised: 02/23/2021] [Accepted: 02/26/2021] [Indexed: 12/20/2022]
Abstract
OBJECTIVE To investigate the impact of race on 30-day postoperative complication rates of elective posterior spinal fusions (PSF) for adolescent idiopathic scoliosis (AIS). METHODS Patients who underwent PSF between 2012 and 2018 were reviewed from the American College of Surgeons National Surgical Quality Improvement Program pediatric database. Propensity score matching was utilized to evaluate whether patient race (i.e., black vs. white) was correlated with postoperative complications. RESULTS A total of 4051 PSF for AIS cases met criteria for inclusion. Of these, 3221 (79.5%) patients were white and 830 (20.5%) were black. Several baseline characteristics significantly differed between cohorts. Patients in the black cohort had a significantly higher body mass index, a greater proportion of female patients, higher ASA scores, preoperative diagnosis of asthma or cardiac risk factors, and prior use of steroids. The total number of vertebral segments fused was also greater in the black cohort. After controlling for differences in baseline characteristics with propensity score matching analysis, the only significant difference in morbidity and mortality identified was a higher incidence of venous thromboembolism among the black cohort (2.8% vs. 0.1%; P < 0.001). CONCLUSIONS In contrast to prior literature, our analysis did not identify black race as an independent risk factor for higher perioperative morbidity or mortality in patients of young age group undergoing elective PSF for AIS, except the higher incidence of venous thromboembolism. The findings of the present study suggest that previously reported perioperative morbidity and mortality outcomes in black patients may be secondary to baseline health characteristics, and not due to race itself.
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Abstract
Importance Osteoarthritis (OA) is the most common joint disease, affecting an estimated more than 240 million people worldwide, including an estimated more than 32 million in the US. Osteoarthritis is the most frequent reason for activity limitation in adults. This Review focuses on hip and knee OA. Observations Osteoarthritis can involve almost any joint but typically affects the hands, knees, hips, and feet. It is characterized by pathologic changes in cartilage, bone, synovium, ligament, muscle, and periarticular fat, leading to joint dysfunction, pain, stiffness, functional limitation, and loss of valued activities, such as walking for exercise and dancing. Risk factors include age (33% of individuals older than 75 years have symptomatic and radiographic knee OA), female sex, obesity, genetics, and major joint injury. Persons with OA have more comorbidities and are more sedentary than those without OA. The reduced physical activity leads to a 20% higher age-adjusted mortality. Several physical examination findings are useful diagnostically, including bony enlargement in knee OA and pain elicited with internal hip rotation in hip OA. Radiographic indicators include marginal osteophytes and joint space narrowing. The cornerstones of OA management include exercises, weight loss if appropriate, and education-complemented by topical or oral nonsteroidal anti-inflammatory drugs (NSAIDs) in those without contraindications. Intra-articular steroid injections provide short-term pain relief and duloxetine has demonstrated efficacy. Opiates should be avoided. Clinical trials have shown promising results for compounds that arrest structural progression (eg, cathepsin K inhibitors, Wnt inhibitors, anabolic growth factors) or reduce OA pain (eg, nerve growth factor inhibitors). Persons with advanced symptoms and structural damage are candidates for total joint replacement. Racial and ethnic disparities persist in the use and outcomes of joint replacement. Conclusions and Relevance Hip and knee OA are highly prevalent and disabling. Education, exercise and weight loss are cornerstones of management, complemented by NSAIDs (for patients who are candidates), corticosteroid injections, and several adjunctive medications. For persons with advanced symptoms and structural damage, total joint replacement effectively relieves pain.
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Affiliation(s)
- Jeffrey N. Katz
- Orthopedic and Arthritis Center for Outcomes Research, Department of Orthopedic Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Division of Rheumatology, Inflammation and Immunity, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard Chan School of Public Health, Boston, MA, USA
| | - Kaetlyn R. Arant
- Orthopedic and Arthritis Center for Outcomes Research, Department of Orthopedic Surgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Richard F. Loeser
- Division of Rheumatology, Allergy and Immunology and the Thurston Arthritis Research Center, University of North Carolina, Chapel Hill, NC, USA
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32
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Abstract
This article reviews the literature on racial and socioeconomic disparities in the management of osteoarthritis. Treatments investigated include arthritis education, dietary weight management, exercise/physical therapy, pharmacologic therapy with nonsteroidal antiinflammatory drugs and opioids, intra-articular steroid injections, and total joint replacement. The amount of evidence for each treatment modality varied, with the most evidence available for racial and socioeconomic disparities in total joint arthroplasty. Black patients, Hispanic patients, and patients with low socioeconomic status (SES) are less likely to undergo total joint replacement than white patients or patients with high SES, and generally have worse functional outcomes and more complications.
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Affiliation(s)
- Angel M Reyes
- Department of Orthopaedic Surgery, Orthopaedic and Arthritis Center for Outcomes Research, Brigham and Women's Hospital, Harvard Medical School, BWH Orthopaedics, OrACORe Group, 75 Francis Street, BTM Suite 5016, Boston, MA 02115, USA.
| | - Jeffrey N Katz
- Department of Orthopaedic Surgery, Orthopaedic and Arthritis Center for Outcomes Research, Brigham and Women's Hospital, Harvard Medical School, BWH Orthopaedics, OrACORe Group, 75 Francis Street, BTM Suite 5016, Boston, MA 02115, USA; Section of Clinical Sciences, Division of Rheumatology, Immunology and Allergy, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA; Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Department of Environmental Health, Harvard T.H. Chan School of Public Health, Boston, MA, USA
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Alliston T, Foucher KC, Frederick B, Hernandez CJ, Iatridis JC, Kozloff KM, Lewis KJ, Liu XS, Mercer DM, Ochia R, Queen RM, Rimnac CM, van der Meulen MCH, Westendorf JJ. The importance of diversity, equity, and inclusion in orthopedic research. J Orthop Res 2020; 38:1661-1665. [PMID: 32267012 DOI: 10.1002/jor.24685] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2020] [Revised: 03/25/2020] [Accepted: 04/01/2020] [Indexed: 02/04/2023]
Affiliation(s)
- Tamara Alliston
- Department of Orthopaedic Surgery, University of California San Francisco, San Francisco, California
| | - Kharma C Foucher
- Department of Kinesiology and Nutrition, University of Illinois, Chicago, Illinois
| | | | - Christopher J Hernandez
- Nancy E. and Peter C. Meinig School of Biomedical Engineering and Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, New York
| | - James C Iatridis
- Department of Orthopaedics, Icahn School of Medicine at Mount Sinai, New York City, New York
| | - Kenneth M Kozloff
- Department of Orthopaedic Surgery, University of Michigan, Ann Arbor, Michigan
| | - Karl J Lewis
- Department of Anatomy and Cell Biology, Indiana University School of Medicine, Indianapolis, Indiana
| | - X Sherry Liu
- Department of Orthopaedic Surgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Deana M Mercer
- Department of Orthopaedics and Rehabilitation, The University of New Mexico Health Sciences Center, Albuquerque, New Mexico
| | - Ruth Ochia
- Department of Bioengineering, Temple University, Philadelphia, Pennsylvania
| | - Robin M Queen
- Department of Biomedical Engineering and Mechanics, Virginia Tech, Blacksburg, Virginia
| | - Clare M Rimnac
- Department of Mechanical and Aerospace Engineering, Case Western Reserve University, Cleveland, Ohio
| | - Marjolein C H van der Meulen
- Nancy E. and Peter C. Meinig School of Biomedical Engineering and Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, New York
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34
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Reynolds GL, Fisher DG. Postacute Care Disposition for Total Hip and Total Knee Replacement Surgery for Asian Americans. HOME HEALTH CARE MANAGEMENT AND PRACTICE 2020. [DOI: 10.1177/1084822320913046] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
This study explored differences in postacute disposition for total hip arthroplasty (THA) and total knee arthroplasty (TKA) with a focus on whether Asian Americans (AS) experience joint replacement disparities observed in other racial/ethnic minorities compared with majority white patients. We used data from the Nationwide Inpatient Sample for 2009 through 2012. We looked at disposition to home health care (HHC) and transfer to another facility for postacute care (e.g., skilled nursing facility, rehabilitation facility) for each of the 4 years under study. Findings for AS were mixed. There were differences in discharge to postacute facilities other than HHC for AS compared with whites for THA for 2011 and 2012. For TKA, there were differences in disposition to HHC for Asians compared with whites for 2009 and 2012; for disposition to postacute facilities other than HHC for TKA, there were differences for 2011 and 2012 only. Differences for AS in postacute disposition to facilities other than HHC appear to increase over the 4 years of the study. Further research with additional data is warranted.
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35
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Chiu RG, Murphy BE, Zhu A, Mehta AI. Racial and Ethnic Disparities in the Inpatient Management of Primary Spinal Cord Tumors. World Neurosurg 2020; 140:e175-e184. [DOI: 10.1016/j.wneu.2020.04.231] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Revised: 04/28/2020] [Accepted: 04/29/2020] [Indexed: 12/20/2022]
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36
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Chauhan A, Walton M, Manias E, Walpola RL, Seale H, Latanik M, Leone D, Mears S, Harrison R. The safety of health care for ethnic minority patients: a systematic review. Int J Equity Health 2020; 19:118. [PMID: 32641040 PMCID: PMC7346414 DOI: 10.1186/s12939-020-01223-2] [Citation(s) in RCA: 134] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2020] [Accepted: 06/16/2020] [Indexed: 01/17/2023] Open
Abstract
INTRODUCTION Evidence to date indicates that patients from ethnic minority backgrounds may experience disparity in the quality and safety of health care they receive due to a range of socio-cultural factors. Although heightened risk of patient safety events is of key concern, there is a dearth of evidence regarding the nature and rate of patient safety events occurring amongst ethnic minority consumers, which is critical for the development of relevant intervention approaches to enhance the safety of their care. OBJECTIVES To establish how ethnic minority populations are conceptualised in the international literature, and the implications of this in shaping of our findings; the evidence of patient safety events arising among ethnic minority healthcare consumers internationally; and the individual, service and system factors that contribute to unsafe care. METHOD A systematic review of five databases (MEDLINE, PUBMED, PsycINFO, EMBASE and CINAHL) were undertaken using subject headings (MeSH) and keywords to identify studies relevant to our objectives. Inclusion criteria were applied independently by two researchers. A narrative synthesis was undertaken due to heterogeneity of the study designs of included studies followed by a study appraisal process. RESULTS Forty-five studies were included in this review. Findings indicate that: (1) those from ethnic minority backgrounds were conceptualised variably; (2) people from ethnic minority backgrounds had higher rates of hospital acquired infections, complications, adverse drug events and dosing errors when compared to the wider population; and (3) factors including language proficiency, beliefs about illness and treatment, formal and informal interpreter use, consumer engagement, and interactions with health professionals contributed to increased risk of safety events amongst these populations. CONCLUSION Ethnic minority consumers may experience inequity in the safety of care and be at higher risk of patient safety events. Health services and systems must consider the individual, inter- and intra-ethnic variations in the nature of safety events to understand the where and how to invest resource to enhance equity in the safety of care. REVIEW REGISTRATION This systematic review is registered with Research Registry: reviewregistry761.
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Affiliation(s)
- Ashfaq Chauhan
- School of Public Health and Community Medicine, University of New South Wales, Sydney, 2052, NSW, Australia.
| | - Merrilyn Walton
- School of Public Health, University of Sydney, Sydney, 2006, NSW, Australia
| | - Elizabeth Manias
- School of Nursing and Midwifery, Centre for Quality and Patient Safety Research, Institute for Health Transformation, Deakin University, Melbourne, 3025, VIC, Australia
| | - Ramesh Lahiru Walpola
- School of Public Health and Community Medicine, University of New South Wales, Sydney, 2052, NSW, Australia
| | - Holly Seale
- School of Public Health and Community Medicine, University of New South Wales, Sydney, 2052, NSW, Australia
| | - Monika Latanik
- Multicultural Health, Western Sydney Local Health District, Westmead, 2145, NSW, Australia
| | - Desiree Leone
- Multicultural Health, Western Sydney Local Health District, Westmead, 2145, NSW, Australia
| | - Stephen Mears
- Hunter New England Health Libraries, Hunter New England Local Health District, Tamworth, 2310, NSW, Australia
| | - Reema Harrison
- School of Public Health and Community Medicine, University of New South Wales, Sydney, 2052, NSW, Australia
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Hinman AD, Chan PH, Prentice HA, Paxton EW, Okike KM, Navarro RA. The Association of Race/Ethnicity and Total Knee Arthroplasty Outcomes in a Universally Insured Population. J Arthroplasty 2020; 35:1474-1479. [PMID: 32146110 DOI: 10.1016/j.arth.2020.02.002] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/03/2019] [Revised: 01/30/2020] [Accepted: 02/03/2020] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Prior studies have documented racial/ethnic disparities in the United States for total knee arthroplasty (TKA) outcomes. One factor cited as a potential mediator is unequal access to care. We sought to assess whether racial/ethnic disparities persist in a universally insured TKA population. METHODS A US integrated health system's total joint replacement registry was used to identify elective primary TKA (2000-2016). Racial/ethnic differences in revision and 90-day postoperative events (readmission, emergency department [ED] visit, infection, venous thromboembolism, and mortality) were analyzed using Cox proportional hazard and logistic regression with adjustment for confounders. RESULTS Of 129,402 TKA, 68.8% were white, 16.2% were Hispanic, 8.4% were black, and 6.6% were Asian. Compared to white patients, Hispanic patients had lower risks of septic revision (hazard ratio [HR] = 0.69, 95% confidence interval [CI] = 0.57-0.83) and infection (odds ratio [OR] = 0.42, 95% CI = 0.30-0.59), but a higher likelihood of ED visit (OR = 1.28, 95% CI = 1.22-1.34). Black patients had higher risks of aseptic revision (HR = 1.61, 95% CI = 1.42-1.83), readmission (OR = 1.13, 95% CI = 1.02-1.24), and ED visit (OR = 1.31, 95% CI = 1.23-1.39). Asian patients had lower risks of aseptic revision (HR = 0.67, 95% CI = 0.54-0.83), septic revision (HR = 0.78, 95% CI = 0.60-0.99), readmission (OR = 0.89, 95% CI = 0.79-1.00), and venous thromboembolism (OR = 0.59, 95% CI = 0.45-0.78). CONCLUSION We observed differences in TKA outcome, even within a universally insured population. While lower risks in some outcomes were observed for Asian and Hispanic patients, the higher risks of aseptic revision and readmission for black patients and ED visit for black and Hispanic patients warrant further research to determine reasons for these findings to mitigate disparities. LEVEL OF EVIDENCE Level III.
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Affiliation(s)
- Adrian D Hinman
- Department of Orthopaedic Surgery, The Permanente Medical Group, San Leandro, CA
| | - Priscilla H Chan
- Surgical Outcomes and Analysis, Kaiser Permanente, San Diego, CA
| | | | | | - Kanu M Okike
- Department of Orthopaedic Surgery, Kaiser Moanalua Medical Center, Honolulu, HI
| | - Ronald A Navarro
- Department of Orthopaedic Surgery, Southern California Permanente Medical Group, Harbor City, CA
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McDonald TC, Drake LC, Replogle WH, Graves ML, Brooks JT. Barriers to Increasing Diversity in Orthopaedics: The Residency Program Perspective. JB JS Open Access 2020; 5:JBJSOA-D-20-00007. [PMID: 32832828 PMCID: PMC7418923 DOI: 10.2106/jbjs.oa.20.00007] [Citation(s) in RCA: 78] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Background: There are little data to explain why the surgical subspecialty of orthopaedic
surgery struggles with improving the racial/ethnic composition of its
workforce. The current work sought to determine what orthopaedic residency
program directors and coordinators believe are the barriers to improving
diversity at their own programs. Methods: Between November 17, 2018, and April 1, 2019, a 17-question survey was
electronically distributed to the program directors and coordinators of 155
allopathic orthopaedic surgery residency programs. Seventy-five of 155
programs (48.4%) responded to the survey. A p-value of < 0.05 was used
to determine statistical significance. Results: The most commonly stated barriers to increasing diversity within the
orthopaedic surgery programs were the following: “We do not have
enough minority faculty, which may deter the applicants” (69.3%),
“We consistently rank minority applicants high but can never seem to
match them” (56%), and “Not enough minorities are applying to
our program” (54.7%). Programs with higher percentages of
underrepresented minority (URM) faculty had higher percentages of URM
residents (p = 0.001). Programs participating in the Nth Dimensions
and/or Perry Initiative programs had a higher percentage of URM faculty as
compared to the residency programs that did not participate in these
programs (p = 0.004). URM residents represented 17.5% of all residents
who resigned and/or were dismissed in the 10 years preceding the survey
while also only representing 6% of all orthopaedic residents during the same
time period. Conclusions: From the orthopaedic residency program perspective, the greatest perceived
barrier to increasing the racial/ethnic diversity of residents in their
program is their lack of URM faculty. Surveyed programs with more URM
faculty had more URM residents, and programs participating in Nth Dimensions
and/or Perry Initiative programs had a higher percentage of URM faculty.
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Affiliation(s)
- Tyler C McDonald
- Department of Orthopaedic Surgery and Rehabilitation, University of Mississippi Medical Center, Jackson, Mississippi
| | - Luke C Drake
- Department of Orthopaedic Surgery and Rehabilitation, University of Mississippi Medical Center, Jackson, Mississippi
| | - William H Replogle
- School of Nursing, University of Mississippi Medical Center, Jackson, Mississippi
| | - Matthew L Graves
- Department of Orthopaedic Surgery and Rehabilitation, University of Mississippi Medical Center, Jackson, Mississippi
| | - Jaysson T Brooks
- Department of Orthopaedic Surgery and Rehabilitation, University of Mississippi Medical Center, Jackson, Mississippi
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Singh JA, Cleveland JD. Age, race, comorbidity, and insurance payer type are associated with outcomes after total ankle arthroplasty. Clin Rheumatol 2019; 39:881-890. [DOI: 10.1007/s10067-019-04826-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2019] [Revised: 09/17/2019] [Accepted: 10/17/2019] [Indexed: 11/29/2022]
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Maman SR, Andreae MH, Gaber-Baylis LK, Turnbull ZA, White RS. Medicaid insurance status predicts postoperative mortality after total knee arthroplasty in state inpatient databases. J Comp Eff Res 2019; 8:1213-1228. [PMID: 31642330 DOI: 10.2217/cer-2019-0027] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
Aim: Medicaid versus private primary insurance status may predict in-hospital mortality and morbidity after total knee arthroplasty (TKA). Materials & methods: Regression models were used to test our hypothesis in patients in the State Inpatient Database (SID) from five states who underwent primary TKA from January 2007 to December 2014. Results: Medicaid patients had greater odds of in-hospital mortality (odds ratio [OR]: 1.73; 95% CI: 1.01-2.95), greater odds of any postoperative complications (OR: 1.25; 95% CI: 1.18-1.33), experience longer lengths of stay (OR: 1.09; 95% CI: 1.08-1.10) and higher total charges (OR: 1.03; 95% CI: 1.02-1.04). Conclusion: Medicaid insurance status is associated with higher in-hospital mortality and morbidity in patients after TKA compared with private insurance.
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Affiliation(s)
- Stephan R Maman
- Penn State Milton S Hershey Medical Center, 500 University Drive, H187, Hershey, PA 17033, USA
| | - Michael H Andreae
- Penn State Milton S Hershey Medical Center, 500 University Drive, H187, Hershey, PA 17033, USA
| | - Licia K Gaber-Baylis
- Weill Cornell Medicine Center for Perioperative Outcomes, 428 East 72nd St., Ste 800A, New York, NY 10021, USA
| | - Zachary A Turnbull
- Department of Anesthesiology, New York Presbyterian Hospital-Weill Cornell Medicine, 525 East 68th Street, Box 124, New York, NY 10065, USA
| | - Robert S White
- Department of Anesthesiology, New York Presbyterian Hospital-Weill Cornell Medicine, 525 East 68th Street, Box 124, New York, NY 10065, USA
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Hadden KB, Prince LY, Bushmiaer MK, Watson JC, Barnes CL. Health literacy and surgery expectations in total hip and knee arthroplasty patients. PATIENT EDUCATION AND COUNSELING 2018; 101:1823-1827. [PMID: 29880403 DOI: 10.1016/j.pec.2018.05.021] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2018] [Revised: 05/09/2018] [Accepted: 05/26/2018] [Indexed: 06/08/2023]
Abstract
OBJECTIVES This study assessed patients' health literacy and expectations for total hip (THA) and total knee (TKA) replacement surgery, and compared health literacy levels of patients and their caregivers. METHODS A convenience sample of 200 THA/TKA participants, patients and their caregivers, participated in this study. RESULTS Results demonstrated no statistical difference in health literacy between patients and their caregivers. However, patients with lower health literacy had significantly lower expectations for walking after surgery. CONCLUSIONS Practices should be aware that caregivers may not be any better equipped to consume and use complicated patient education materials than the patient they are assisting. Additionally, lower health literacy, rather than or in addition to race or social factors, may contribute to disparities in opting for THA/TKA because of lower expectations for walking after surgery. PRACTICE IMPLICATIONS Healthcare practices should develop patient educational materials that are easy for all patients and caregivers to understand, especially those with low health literacy. Additional patient education and counseling may help patients with low health literacy realistically align their expectations and mitigate barriers to consenting to surgery due to low expectations.
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Affiliation(s)
- Kristie B Hadden
- University of Arkansas for Medical Sciences, Center for Health Literacy, Little Rock, AR 72205, USA.
| | - Latrina Y Prince
- University of Arkansas for Medical Sciences, Center for Health Literacy, Little Rock, AR 72205, USA.
| | - Marty K Bushmiaer
- University of Arkansas for Medical Sciences, Department of Orthpaedic Surgery, Little Rock, AR 72205, USA.
| | - Jamie C Watson
- University of Arkansas for Medical Sciences, Division of Medical Humanities, Little Rock, AR 72205, USA.
| | - C Lowry Barnes
- University of Arkansas for Medical Sciences, Department of Orthpaedic Surgery, Little Rock, AR 72205, USA.
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Kerman HM, Smith SR, Smith KC, Collins JE, Suter LG, Katz JN, Losina E. Disparities in Total Knee Replacement: Population Losses in Quality-Adjusted Life-Years Due to Differential Offer, Acceptance, and Complication Rates for African Americans. Arthritis Care Res (Hoboken) 2018; 70:1326-1334. [PMID: 29363280 DOI: 10.1002/acr.23484] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2017] [Accepted: 11/28/2017] [Indexed: 12/27/2022]
Abstract
OBJECTIVE Total knee replacement (TKR) is an effective treatment for end-stage knee osteoarthritis (OA). American racial minorities undergo fewer TKRs than whites. We estimated quality-adjusted life-years (QALYs) lost for African American knee OA patients due to differences in TKR offer, acceptance, and complication rates. METHODS We used the Osteoarthritis Policy Model, a computer simulation of knee OA, to predict QALY outcomes for African American and white knee OA patients with and without TKR. We estimated per-person QALYs gained from TKR as the difference between QALYs with current TKR use and QALYs when no TKR was performed. We estimated average, per-person QALY losses in African Americans as the difference between QALYs gained with white rates of TKR and QALYs gained with African American rates of TKR. We calculated population-level QALY losses by multiplying per-person QALY losses by the number of persons with advanced knee OA. Finally, we estimated QALYs lost specifically due to lower TKR offer and acceptance rates and higher rates of complications among African American knee OA patients. RESULTS African American men and women gain 64,100 QALYs from current TKR use. With white offer and complications rates, they would gain an additional 72,000 QALYs. Because these additional gains are unrealized, we call this a loss of 72,000 QALYs. African Americans lose 67,500 QALYs because of lower offer rates, 15,800 QALYs because of lower acceptance rates, and 2,600 QALYs because of higher complication rates. CONCLUSION African Americans lose 72,000 QALYs due to disparities in TKR offer and complication rates. Programs to decrease disparities in TKR use are urgently needed.
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Affiliation(s)
- Hannah M Kerman
- Orthopaedic and Arthritis Center for Outcomes Research Policy and Innovation Evaluation in Orthopaedic Treatments Center, Boston, Massachusetts
| | - Savannah R Smith
- Orthopaedic and Arthritis Center for Outcomes Research Policy and Innovation Evaluation in Orthopaedic Treatments Center, Boston, Massachusetts
| | - Karen C Smith
- Orthopaedic and Arthritis Center for Outcomes Research Policy and Innovation Evaluation in Orthopaedic Treatments Center, Boston, Massachusetts
| | - Jamie E Collins
- Orthopaedic and Arthritis Center for Outcomes Research Policy and Innovation Evaluation in Orthopaedic Treatments Center, and Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Lisa G Suter
- Yale-New Haven Hospital Center for Outcomes Research and Evaluation, and Yale School of Medicine, New Haven, Connecticut
| | - Jeffrey N Katz
- Orthopaedic and Arthritis Center for Outcomes Research Policy and Innovation Evaluation in Orthopaedic Treatments Center, and Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Elena Losina
- Orthopaedic and Arthritis Center for Outcomes Research Policy and Innovation Evaluation in Orthopaedic Treatments Center, and Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
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Roche M, Law TY, Sultan AA, Umpierrez E, Khlopas A, Rosas S, Kurowicki J, Wang K, Mont MA. Racial Disparities in Revision Total Knee Arthroplasty: Analysis of 125,901 Patients in National US Private Payer Database. J Racial Ethn Health Disparities 2018; 6:101-109. [DOI: 10.1007/s40615-018-0504-z] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2018] [Revised: 04/05/2018] [Accepted: 05/31/2018] [Indexed: 02/04/2023]
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White RS, Sastow DL, Gaber-Baylis LK, Tangel V, Fisher AD, Turnbull ZA. Readmission Rates and Diagnoses Following Total Hip Replacement in Relation to Insurance Payer Status, Race and Ethnicity, and Income Status. J Racial Ethn Health Disparities 2018; 5:1202-1214. [DOI: 10.1007/s40615-018-0467-0] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2017] [Revised: 01/26/2018] [Accepted: 01/30/2018] [Indexed: 01/08/2023]
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Abstract
OBJECTIVES To determine whether racial or economic disparities are associated with short-term complications and outcomes in tibial plateau fracture care. DESIGN Retrospective cohort study. SETTING All New York State hospital admissions from 2000 to 2014, as recorded by the New York Statewide Planning and Research Cooperative System database. PATIENTS/PARTICIPANTS Thirteen thousand five hundred eighteen inpatients with isolated tibial plateau fractures (OTA/AO 44), stratified in 4 groups: white, African American, Hispanic, and other. INTERVENTION Closed treatment and operative fixation of the tibial plateau. MAIN OUTCOME MEASUREMENTS Hospital length of stay (LOS, days), in-hospital complications/mortality, estimated total costs, and 30-day readmission. RESULTS There were no significant differences regarding in-hospital mortality, infection, deep vein thrombosis/pulmonary embolism, or wound complications between races, even when controlling for income. There was a higher rate of nonoperatively treated fractures in the racial minority populations. Minority patients had on average 2 days longer LOS compared with whites (P < 0.001), costing on average $4000 more per hospitalization (P < 0.001). Multivariate logistic regression found that neither race nor estimated median family income were independent risk factors for readmission. CONCLUSIONS Although nature of initial injury, use of external fixator, comorbidity burden, age, insurance type, and LOS were independent risk factors for readmission, race and estimated median family income were not. In patients who sustained a tibial plateau fracture, race and ethnicity seemed to affect treatment choice, but once treated racial minority groups did not demonstrate worse short-term complications, including increased mortality and postoperative readmission rates. LEVEL OF EVIDENCE Prognostic Level III. See Instructions for Authors for a complete description of levels of evidence.
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Xu HF, White RS, Sastow DL, Andreae MH, Gaber-Baylis LK, Turnbull ZA. Medicaid insurance as primary payer predicts increased mortality after total hip replacement in the state inpatient databases of California, Florida and New York. J Clin Anesth 2017; 43:24-32. [PMID: 28972923 DOI: 10.1016/j.jclinane.2017.09.008] [Citation(s) in RCA: 69] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2017] [Revised: 08/31/2017] [Accepted: 09/23/2017] [Indexed: 12/21/2022]
Abstract
STUDY OBJECTIVE To confirm the relationship between primary payer status as a predictor of increased perioperative risks and post-operative outcomes after total hip replacements. DESIGN Retrospective cohort study. SETTING Administrative database study using 2007-2011 data from California, Florida, and New York from the State Inpatient Databases (SID), Healthcare Cost and Utilization Project, Agency for Healthcare Research and Quality. PATIENTS 295,572 patients age≥18years old who underwent total hip replacement with non-missing insurance data were collected, using International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) diagnoses and procedures code (ICD-9-CM code 81.51). INTERVENTIONS Patients underwent total hip replacement. MEASUREMENTS Patients were cohorted by insurance type as either Medicare, Medicaid, Uninsured, Other, and Private Insurance. Demographic characteristics and comorbidities were compared. Unadjusted rates of in-hospital mortality, postoperative complications, LOS, 30-day, and 90-day readmission status were compared. Adjusted odds ratios were calculated for our outcomes using multivariate linear and logistic regression models fitted to our data. MAIN RESULTS Medicaid patients incurred a 125% increase in the odds of in-hospital mortality compared to those with Private Insurance (OR 2.25, 99% CI 1.01-5.01). Medicaid payer status was associated with the highest statistically significant adjusted odds of mortality, any complication (OR, 1.26), cardiovascular complications (OR, 1.37), and infectious complications (OR, 1.66) when compared with Private Insurance. Medicaid patients had the highest statistically significant adjusted odds of 30-day (OR, 1.63) and 90-day readmission (OR, 1.58) and the longest adjusted LOS. CONCLUSIONS We found higher unadjusted rates and risk adjusted odds ratios of postoperative mortality, morbidity, LOS, and readmissions for patients with Medicaid insurance as compared to patients with Private Insurance. Our study shows that primary payer status serves as a predictor of perioperative risks and that primary payer status should be viewed as a peri-operative risk factor.
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Affiliation(s)
- Hannah F Xu
- New York Presbyterian Hospital- Weill Cornell Medicine, Department of Anesthesiology, 525 East 68th Street, Box 124, New York, NY 10065, USA.
| | - Robert S White
- New York Presbyterian Hospital- Weill Cornell Medicine, Department of Anesthesiology, 525 East 68th Street, Box 124, New York, NY 10065, USA.
| | - Dahniel L Sastow
- Weill Cornell Medicine Center for Perioperative Outcomes, 428 East 72nd St., Ste 800A, New York, NY 10021, USA.
| | - Michael H Andreae
- Penn State Milton S. Hershey Medical Center, 500 University Drive, H187, Hershey, PA 17033, USA.
| | - Licia K Gaber-Baylis
- Weill Cornell Medicine Center for Perioperative Outcomes, 428 East 72nd St., Ste 800A, New York, NY 10021, USA.
| | - Zachary A Turnbull
- New York Presbyterian Hospital- Weill Cornell Medicine, Department of Anesthesiology, 525 East 68th Street, Box 124, New York, NY 10065, USA.
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Bone Morphogenetic Proteins in Pediatric Spinal Arthrodesis: A Statewide Analysis of Trends and Outcome of Utilization. J Pediatr Orthop 2017; 37:e369-e374. [PMID: 28060176 DOI: 10.1097/bpo.0000000000000915] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
INTRODUCTION Bone morphogenetic protein (BMP) is considered off-label when used to augment spinal arthrodesis in children and adolescents. There is a paucity of longer-term information on BMP use in this population. The purpose of this study was to determine the rate of BMP utilization in pediatric spinal arthrodesis, assess factors associated with BMP use in this population, and evaluate long-term outcome. METHODS Spinal arthrodeses in patients 18 years and younger performed in New York State between 2004 and 2014 were identified through the Statewide Planning and Research Cooperative System database. All cases had a minimum 1-year follow-up. The primary outcome was revision arthrodesis. The primary outcome, as well as short-term and longer-term complications were identified using time-to-event analysis. Multivariable Cox proportional hazards models were used to assess the association between BMP and outcomes. RESULTS Of 7312 children and adolescents who underwent spinal arthrodesis, 462 (6.7%) received BMP. Utilization spiked between 2008 and 2010 when (8.6%) of cases received BMP, but subsequently BMP use returned to pre-2008 levels (2004 to 2007: 5.3%; 2011 to 2014: 5.5%). BMP was more likely to be used in children who were older (P=0.027), white and with higher mean family income (P<0.001 for race and income). BMP was more likely to be used for revision surgery, 2 to 3 level fusions, and spondylolisthesis (P<0.001 for all). Revision rates did not differ based on BMP utilization status. Patients receiving BMP did not have increased risk of short-term complications although at 5-year follow-up, BMP was associated with a statistically significant increased risk of mechanical complications (hazard ratio 1.48; 95% confidence interval, 1.02-2.14). CONCLUSIONS Off-label use of BMP for pediatric spinal arthrodesis increased until 2008 and now appears to be decreasing. Racial/ethnic minorities and lower socioeconomic status patients are less likely to receive BMP. The rate of revision after spinal arthrodesis does not differ between those treated with and without BMP. Further long-term studies are required to delineate appropriate guidelines for BMP utilization in children. LEVEL OF EVIDENCE Level III.
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Schairer WW, Nwachukwu BU, Warren RF, Dines DM, Gulotta LV. Operative Fixation for Clavicle Fractures-Socioeconomic Differences Persist Despite Overall Population Increases in Utilization. J Orthop Trauma 2017; 31:e167-e172. [PMID: 28538455 DOI: 10.1097/bot.0000000000000820] [Citation(s) in RCA: 35] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
BACKGROUND Clavicle fractures were traditionally treated conservatively, but recent evidence has shown improved outcomes with surgical management. The purpose of this study was to evaluate the recent trends in operative treatment of clavicle fractures, and to analyze for patient related factors that may affect treatment strategy. METHODS The Healthcare Cost and Utilization Project (HCUP) California and Florida inpatient, outpatient, and the Emergency Department databases were used to identify all patients with clavicle fractures between 2005 and 2010. We evaluated the overall number of procedures over the study period and calculated the rates of operative and nonoperative treatment by tracking a large cohort of emergency department patients with clavicle fractures. Poisson and multivariable regression were used to identify trends and patient factors associated with treatment. RESULTS There was a 290% increase in the annual number clavicle fracture procedures over the study period. The rate of fixation increased from 3.7% to 11.1% (P < 0.001). Significant increases were seen in all patient age groups less than 65 years. Comparatively, higher rates of fixation were found in patients who were white, privately insured, and of high-income status. Lower income status was also associated with delayed surgery. CONCLUSIONS The rates of clavicle fracture fixation have increased. However, there are differences associated with socioeconomic factors including race, insurance type, and income level. In part, this likely representing both underutilization and overutilization but may also show differential access to care. This differential utilization suggests both that further work is needed to more clearly define indications for operative versus nonoperative management and to further evaluate referral systems and access to care to ensure equal and quality treatment is available for all patients. LEVEL OF EVIDENCE Prognostic Level III. See Instructions for Authors for a complete description of levels of evidence.
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Affiliation(s)
- William W Schairer
- Department of Orthopedic Surgery, Hospital for Special Surgery, New York, NY
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Inneh IA, Clair AJ, Slover JD, Iorio R. Disparities in Discharge Destination After Lower Extremity Joint Arthroplasty: Analysis of 7924 Patients in an Urban Setting. J Arthroplasty 2016; 31:2700-2704. [PMID: 27378643 DOI: 10.1016/j.arth.2016.05.027] [Citation(s) in RCA: 78] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2016] [Revised: 05/04/2016] [Accepted: 05/09/2016] [Indexed: 02/01/2023] Open
Abstract
BACKGROUND Discharge destination is an important factor to consider to maximize care coordination and manage patient expectations after total joint arthroplasty (TJA). It also has significant impact on the cost-effectiveness of these procedures given the significant cost of post-acute inpatient care. Therefore, understanding factors that impact discharge destination after TJA is critical. METHODS An evaluation of socioeconomic, geographic, and racial/ethnic factors associated with discharge destination to either home or institution (ie, rehabilitation, skilled nursing facility, and so forth) following joint arthroplasty of the lower extremity was conducted. We analyzed data on patients admitted between 2011 and 2014 for primary or revision hip or knee arthroplasty at a single institution. Bivariate and multivariate statistical techniques were applied to determine associations. RESULTS Included in the analysis were 7924 cases of lower extremity joint procedures, of which 4836 (61%), 785 (10%), and 2770 (35%) were of female gender, low socioeconomic status, and nonwhite race/ethnicity, respectively. A total of 5088 (64%) and 2836 (36%) cases were discharged to home and institution, respectively. Significant predictors of discharge to an institution in the multivariate analysis include SES (low and middle SES [odds ratio {OR}: 1.27, 95% confidence interval {CI}: 1.02-1.57, P = .029; and OR: 1.26, 95% CI: 1.10-1.44, P = .001]), age (OR: 1.05, 95% CI: 1.049-1.060, P < .001), female gender (OR: 1.69, 95% CI: 1.52-1.89, P < .001) and TKA procedure (OR: 1.48, 95% CI: 1.33-1.64, P < .001). Patients of nonblack race/ethnicity were more likely to be discharged home (white OR: 0.84, 95% CI: 0.72-0.98, P = .027; other OR: 0.80, 95% CI: 0.67-0.95, P = .009). CONCLUSION Socioeconomic status and race/ethnicity are important factors related to discharge destination following TJA. Thoroughly understanding and addressing these factors may help increase the rates of discharge to home as opposed to institution.
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Affiliation(s)
- Ifeoma A Inneh
- Department of Orthopaedic Surgery, Hospital for Joint Diseases, NYU Langone Medical Center, New York, New York; Department of Public Health and Policy, School of Medicine, University of Liverpool, Liverpool, United Kingdom
| | - Andrew J Clair
- Department of Orthopaedic Surgery, Hospital for Joint Diseases, NYU Langone Medical Center, New York, New York
| | - James D Slover
- Department of Orthopaedic Surgery, Hospital for Joint Diseases, NYU Langone Medical Center, New York, New York
| | - Richard Iorio
- Department of Orthopaedic Surgery, Hospital for Joint Diseases, NYU Langone Medical Center, New York, New York
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Adelani MA, O’Connor MI. Perspectives of Orthopedic Surgeons on Racial/Ethnic Disparities in Care. J Racial Ethn Health Disparities 2016; 4:758-762. [DOI: 10.1007/s40615-016-0279-z] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2016] [Revised: 08/09/2016] [Accepted: 08/15/2016] [Indexed: 12/17/2022]
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