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Root KT, Burnett AJ, Kakalecik J, Harris AB, Ladehoff L, Taneja K, Patrick MR, Hagen JE, King JJ. The Association between Race and Extended Length of Stay in Low-energy Proximal Humerus Fractures in Elderly Patients. J Am Acad Orthop Surg 2024; 32:e759-e768. [PMID: 38595161 DOI: 10.5435/jaaos-d-23-00925] [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: 10/01/2023] [Accepted: 02/19/2024] [Indexed: 04/11/2024] Open
Abstract
INTRODUCTION Proximal humerus fractures (PHFs) are one of the most common fractures among patients aged 65 years and older, commonly due to low-energy mechanisms. It is essential to identify drivers of increased healthcare utilization in geriatric PHF patients and bring awareness to any disparities in care. Here, we identify factors associated with the likelihood of inpatient admission and prolonged hospital stay among patients aged 65 years and older who sustain PHF due to falls. METHODS A national database was used to identify patients aged 65 years and older who suffered proximal humeral fractures due to a fall. Patient factors were analyzed for association with the likelihood of admission and odds of prolonged stay (≥5 days). RESULTS In the study period, 75,385 PHF patients who met our inclusion criteria presented to the emergency department and 14,118 (18.7%) were admitted. Black race was significantly associated with decreased odds of admission ( P < 0.001) and increased likelihood of prolonged stay ( P = 0.007) compared with White patients. Patients aged 75 to 84 and 85+ were both more likely to be admitted ( P < 0.001) and experienced a prolonged hospital stay ( P = 0.015). Patients undergoing surgical intervention with reverse total shoulder arthroplasty were associated with admission and prolonged length of stay ( P < 0.001). Hospitals in Midwestern ( P < 0.001) and Western ( P < 0.001) regions exhibited lower rates of admission and Northeastern hospitals were associated with prolonged stays ( P = 0.001). Finally, trauma and nonmetropolitan ( P < 0.001) centers were associated with admission. CONCLUSION Our study highlights the notable influence of age and race on the likelihood of hospital admission and prolonged hospital stay. Specifically, Black patients exhibited prolonged hospital stay, which has been associated with lower-quality care, warranting additional exploration. Understanding these demographic and hospital-related factors is essential for optimizing resource allocation and reducing healthcare disparities in the care of PHF patients, especially as the population ages and the incidence of PHF continues to rise.
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Affiliation(s)
- Kevin T Root
- From the College of Medicine, University of Florida, Gainesville, FL (Root and Burnett), Department of Orthopaedic Surgery, University of Florida, Gainesville, FL (Kakalecik, Patrick, Hagen, and King), the Department of Orthopaedic Surgery, Johns Hopkins, Baltimore, MD (Harris), USF Health Morsani College of Medicine, Tampa, FL (Ladehoff), and Renaissance School of Medicine at Stony Brook University, Stony Brook, NY (Taneja)
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Amen TB, Akosman I, Subramanian T, Johnson MA, Rudisill SS, Song J, Maayan O, Barber LA, Lovecchio FC, Qureshi S. Postoperative racial disparities following spine surgery are less pronounced in the outpatient setting. Spine J 2024; 24:1361-1368. [PMID: 38301902 DOI: 10.1016/j.spinee.2024.01.019] [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: 04/15/2023] [Revised: 01/16/2024] [Accepted: 01/22/2024] [Indexed: 02/03/2024]
Abstract
BACKGROUND CONTEXT Racial disparities in spine surgery have been thoroughly documented in the inpatient (IP) setting. However, despite an increasing proportion of procedures being performed as same-day surgeries, whether similar differences have developed in the outpatient (OP) setting remains to be elucidated. PURPOSE This study aimed to investigate racial differences in postoperative outcomes between Black and White patients following OP and IP lumbar and cervical spine surgery. STUDY DESIGN/SETTING Retrospective cohort study. PATIENT SAMPLE Patients who underwent IP or OP microdiscectomy, laminectomy, anterior cervical discectomy and fusion (ACDF), or cervical disc replacement (CDR) between 2017 and 2021. OUTCOME MEASURES Thirty-day rates of serious and minor adverse events, readmission, reoperation, nonhome discharge, and mortality. METHODS A retrospective review of patients who underwent IP or OP microdiscectomy, laminectomy, anterior cervical discectomy and fusion (ACDF), or cervical disc replacement (CDR) between 2017 and 2021 was conducted using the National Surgical Quality Improvement Program (NSQIP) database. Disparities between Black and White patients in (1) adverse event rates, (2) readmission rates, (3) reoperation rates, (4) nonhome discharge rates, (5) mortality rates, (6) operative times, and (7) hospital LOS between Black and White patients were measured and compared between IP and OP surgical settings. Multivariable logistic regression analyses were used to adjust for potential effects of baseline demographic and clinical differences. RESULTS Of 81,696 total surgeries, 49,351 (60.4%) were performed as IP and 32,345 (39.6%) were performed as OP procedures. White patients accounted for a greater proportion of IP (88.2% vs 11.8%) and OP (92.7% vs 7.3%) procedures than Black patients. Following IP surgery, Black patients experienced greater odds of serious (OR 1.214, 95% CI 1.077-1.370, p=.002) and minor adverse events (OR 1.377, 95% CI 1.113-1.705, p=.003), readmission (OR 1.284, 95% CI 1.130-1.459, p<.001), reoperation (OR 1.194, 95% CI 1.013-1.407, p=.035), and nonhome discharge (OR 2.304, 95% CI 2.101-2.528, p<.001) after baseline adjustment. Disparities were less prominent in the OP setting, as Black patients exhibited greater odds of readmission (OR 1.341, 95% CI 1.036-1.735, p=.026) but were no more likely than White patients to experience adverse events, reoperation, individual complications, nonhome discharge, or death (p>.050 for all). CONCLUSIONS Racial inequality in postoperative complications following spine surgery is evident, however disparities in complication rates are relatively less following OP compared to IP procedures. Further work may be beneficial in elucidating the causes of these differences to better understand and mitigate overall racial disparities within the inpatient setting. These decreased differences may also provide promising indication that progress towards reducing inequality is possible as spine care transitions to the OP setting.
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Affiliation(s)
- Troy B Amen
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021, USA.
| | - Izzet Akosman
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021, USA
| | - Tejas Subramanian
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021, USA
| | - Mitchell A Johnson
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021, USA
| | - Samuel S Rudisill
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021, USA
| | - Junho Song
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021, USA
| | - Omri Maayan
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021, USA
| | - Lauren A Barber
- Visiting Fellow at St. George and Sutherland Clinical School, University of New South Wales Medicine, Sydney, NSW 2052, Australia
| | | | - Sheeraz Qureshi
- Hospital for Special Surgery, 535 East 70th Street, New York, NY 10021, USA
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Rudisill SS, Hornung AL, Akosman I, Amen TB, Lovecchio FC, Nwachukwu BU. Differences in total shoulder arthroplasty utilization and 30-day outcomes among White, Black, and Hispanic patients: do disparities exist in the outpatient setting? J Shoulder Elbow Surg 2024; 33:1536-1546. [PMID: 38182016 DOI: 10.1016/j.jse.2023.11.008] [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: 07/24/2023] [Revised: 11/07/2023] [Accepted: 11/14/2023] [Indexed: 01/07/2024]
Abstract
BACKGROUND In the United States, efforts to improve efficiency and reduce healthcare costs are shifting more total shoulder arthroplasty (TSA) surgeries to the outpatient setting. However, whether racial and ethnic disparities in access to high-quality outpatient TSA care exist remains to be elucidated. The purpose of this study was to assess racial/ethnic differences in relative outpatient TSA utilization and perioperative outcomes using a large national surgical database. METHODS White, Black, and Hispanic patients who underwent TSA between 2017 and 2021 were identified from the American College of Surgeons National Surgical Quality Improvement Program (NSQIP) database. Baseline demographic and clinical characteristics were collected, and rates of outpatient utilization, adverse events, readmission, reoperation, nonhome discharge, and mortality within 30 days of surgery were compared between racial/ethnic groups. Race/ethnicity-specific trends in utilization of outpatient TSA were assessed, and multivariable logistic regression was used to adjust for baseline demographic factors and comorbidities. RESULTS A total of 21,186 patients were included, consisting of 19,135 (90.3%) White, 1093 (5.2%) Black, and 958 (4.5%) Hispanic patients and representing 17,649 (83.3%) inpatient and 3537 (16.7%) outpatient procedures. Black and Hispanic patients were generally younger and less healthy than White patients, yet incidences of complications, nonhome discharge, readmission, reoperation, and death within 30 days were similar across groups following outpatient TSA (P > .050 for all). Relative utilization of outpatient TSA increased by 28.7% among White patients, 29.5% among Black patients, and 38.6% among Hispanic patients (ptrend<0.001 for all). Hispanic patients were 64% more likely than White patients to undergo TSA as an outpatient procedure across the study period (OR: 1.64, 95% CI 1.40-1.92, P < .001), whereas odds did not differ between Black and White patients (OR: 1.04, 95% CI 0.87-1.23, P = .673). CONCLUSION Relative utilization of outpatient TSA remains highest among Hispanic patients but has been significantly increasing across all racial and ethnic groups, now accounting for more than one-third of all TSA procedures. Considering outpatient TSA is associated with fewer complications and lower costs, increasing utilization may represent a promising avenue for reducing disparities in orthopedic shoulder surgery.
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Affiliation(s)
| | - Alexander L Hornung
- Department of Orthopedic Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Izzet Akosman
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY, USA
| | - Troy B Amen
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY, USA
| | - Francis C Lovecchio
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY, USA
| | - Benedict U Nwachukwu
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York, NY, USA
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Van Boxtel ME, Jauregui I, Valiquette A, Sullivan C, Graf A, Hanley J. The Effect of Social Deprivation on Hospital Utilization Following Distal Radius Fracture Treatment. JOURNAL OF HAND SURGERY GLOBAL ONLINE 2024; 6:333-337. [PMID: 38817768 PMCID: PMC11133802 DOI: 10.1016/j.jhsg.2024.01.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2024] Open
Abstract
Purpose Social determinants of health disparities have been shown to adversely impact outcomes following distal radius fracture (DRF) treatment. Identifying risk factors for increased hospital use following DRF has been historically difficult; however, it is of utmost concern to orthopedic surgeons to improve outcomes and decrease the total cost of care. The effect of social deprivation following DRF has yet to be fully investigated. Methods This is a retrospective cohort analysis of a single institution's experience in treating DRF with either an operative or nonsurgical modality between 2005 and 2020. Patient demographic information and health care utilization (hospital readmission, emergency department [ED] visitation, office visits, and telephone use) were collected from within 90 days of treatment. Area Deprivation Index (ADI) national percentiles were recorded. Patients were stratified into terciles based on their relative level of deprivation, and their outcomes were compared. Secondary analyses included stratifying patients based on treatment modality, race, and legal sex. Results In total, 2,149 patients were included. The least, intermediate, and most deprived groups consisted of 552, 1,067, and 530 patients, respectively. Risk factors for hospital readmission included higher levels of relative deprivation. Identifying as Black or African American and nonsurgical management were risk factors for increased ED visitation. No differences in rate of hospital readmission, ED visitation, office visitation, or telephone use were seen based on deprivation level. Conclusions High levels of social deprivation, treatment modality, race, and legal sex disparities may influence the amount of hospital resource utilization following DRF treatment. Understanding and identifying risk factors for greater resource utilization can help to mitigate inappropriate use and decrease health care costs. We hope to use these findings to guide clinical decision making, educate patient populations, and optimize outcomes following DRF treatment. Type of Study/Level of Evidence Therapeutic III.
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Affiliation(s)
| | - Isaias Jauregui
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Milwaukee, WI
| | - Andrew Valiquette
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Milwaukee, WI
| | - Connor Sullivan
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Milwaukee, WI
| | - Alexander Graf
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Milwaukee, WI
| | - Jessica Hanley
- Department of Orthopaedic Surgery, Medical College of Wisconsin, Milwaukee, WI
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Allen C, Kumar V, Elwell J, Overman S, Schoch BS, Aibinder W, Parsons M, Watling J, Ko JK, Gobbato B, Throckmorton T, Routman H, Roche CP. Evaluating the fairness and accuracy of machine learning-based predictions of clinical outcomes after anatomic and reverse total shoulder arthroplasty. J Shoulder Elbow Surg 2024; 33:888-899. [PMID: 37703989 DOI: 10.1016/j.jse.2023.08.005] [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: 04/08/2023] [Revised: 07/31/2023] [Accepted: 08/06/2023] [Indexed: 09/15/2023]
Abstract
BACKGROUND Machine learning (ML)-based clinical decision support tools (CDSTs) make personalized predictions for different treatments; by comparing predictions of multiple treatments, these tools can be used to optimize decision making for a particular patient. However, CDST prediction accuracy varies for different patients and also for different treatment options. If these differences are sufficiently large and consistent for a particular subcohort of patients, then that bias may result in those patients not receiving a particular treatment. Such level of bias would deem the CDST "unfair." The purpose of this study is to evaluate the "fairness" of ML CDST-based clinical outcomes predictions after anatomic (aTSA) and reverse total shoulder arthroplasty (rTSA) for patients of different demographic attributes. METHODS Clinical data from 8280 shoulder arthroplasty patients with 19,249 postoperative visits was used to evaluate the prediction fairness and accuracy associated with the following patient demographic attributes: ethnicity, sex, and age at the time of surgery. Performance of clinical outcome and range of motion regression predictions were quantified by the mean absolute error (MAE) and performance of minimal clinically important difference (MCID) and substantial clinical benefit classification predictions were quantified by accuracy, sensitivity, and the F1 score. Fairness of classification predictions leveraged the "four-fifths" legal guideline from the US Equal Employment Opportunity Commission and fairness of regression predictions leveraged established MCID thresholds associated with each outcome measure. RESULTS For both aTSA and rTSA clinical outcome predictions, only minor differences in MAE were observed between patients of different ethnicity, sex, and age. Evaluation of prediction fairness demonstrated that 0 of 486 MCID (0%) and only 3 of 486 substantial clinical benefit (0.6%) classification predictions were outside the 20% fairness boundary and only 14 of 972 (1.4%) regression predictions were outside of the MCID fairness boundary. Hispanic and Black patients were more likely to have ML predictions out of fairness tolerance for aTSA and rTSA. Additionally, patients <60 years old were more likely to have ML predictions out of fairness tolerance for rTSA. No disparate predictions were identified for sex and no disparate regression predictions were observed for forward elevation, internal rotation score, American Shoulder and Elbow Surgeons Standardized Shoulder Assessment Form score, or global shoulder function. CONCLUSION The ML algorithms analyzed in this study accurately predict clinical outcomes after aTSA and rTSA for patients of different ethnicity, sex, and age, where only 1.4% of regression predictions and only 0.3% of classification predictions were out of fairness tolerance using the proposed fairness evaluation method and acceptance criteria. Future work is required to externally validate these ML algorithms to ensure they are equally accurate for all legally protected patient groups.
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Affiliation(s)
| | | | | | | | | | | | - Moby Parsons
- King and Parsons Orthopedic Center, Portsmouth, NH, USA
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Gupta P, Palosaari A, Quan T, Ifarraguerri AM, Tabaie S. Evaluating the association between race and complications following pediatric upper extremity surgery. J Pediatr Orthop B 2023; 32:553-556. [PMID: 36912085 DOI: 10.1097/bpb.0000000000001073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/14/2023]
Abstract
Race can influence perioperative care and outcomes in adult and pediatric orthopedic surgery. However, no prior study has evaluated any associations between race and complications following upper extremity surgery in pediatric patients. Thus, the purpose of this study was to evaluate whether there are any differences in risks for complications, readmission, or mortality following upper extremity surgery between African American and Caucasian pediatric patients. Pediatric patients who had a primary upper extremity procedure from 2012 to 2019 were identified in the National Surgical Quality Improvement Program-Pediatric database. Patients were categorized into two cohorts: patients who were Caucasian and patients who were African American. Differences in demographics, comorbidities, and postoperative complications were assessed and compared between the two-patient population using bivariate and multivariable regression analyses. Of the 25 848 pediatric patients who underwent upper extremity surgeries, 21 693 (83.9%) were Caucasian, and 4155 (16.1%) were African American. Compared to Caucasian patients, African American patients were more likely to have a higher American Society of Anesthesiologists classification ( P < 0.001), as well as pulmonary comorbidities ( P < 0.001) and hematologic disorders ( P = 0.004). Following adjustment on multivariable regression analysis to control for baseline characteristics, there were no differences in any postoperative complications between Caucasian and African American patients. In conclusion, African American pediatric patients are not at an increased risk for postoperative complications compared to Caucasian patients following upper extremity surgery. Race should not be used independently when evaluating patient risk for postoperative complications. Level of Evidence: III.
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Affiliation(s)
- Puneet Gupta
- Department of Orthopaedic Surgery, George Washington University School of Medicine and Health Sciences, Washington, DC, USA
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LaPorte ZL, Cherian NJ, Eberlin CT, Dean MC, Torabian KA, Dowley KS, Martin SD. Operative management of rotator cuff tears: identifying disparities in access on a national level. J Shoulder Elbow Surg 2023; 32:2276-2285. [PMID: 37245619 DOI: 10.1016/j.jse.2023.04.007] [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: 12/19/2022] [Revised: 04/09/2023] [Accepted: 04/12/2023] [Indexed: 05/30/2023]
Abstract
BACKGROUND The purpose of this study was to identify nationwide disparities in the rates of operative management of rotator cuff tears based on race, ethnicity, insurance type, and socioeconomic status. METHODS Patients diagnosed with a full or partial rotator cuff tear from 2006 to 2014 were identified in the Healthcare Cost and Utilization Project's National Inpatient Sample database using International Classification of Diseases, Ninth Revision diagnosis codes. Bivariate analysis using chi-square tests and adjusted, multivariable logistic regression models were used to evaluate differences in the rates of operative vs. nonoperative management for rotator cuff tears. RESULTS This study included 46,167 patients. When compared with white patients, adjusted analysis showed that minority race and ethnicity were associated with lower rates of operative management for Black (adjusted odds ratio [AOR]: 0.31, 95% confidence interval [CI]: 0.29-0.33; P < .001), Hispanic (AOR: 0.49, 95% CI: 0.45-0.52; P < .001), Asian or Pacific Islander (AOR: 0.72, 95% CI: 0.61-0.84; P < .001), and Native American patients (AOR: 0.65, 95% CI: 0.50-0.86; P = .002). In comparison to privately insured patients, our analysis also found that self-payers (AOR: 0.08, 95% CI: 0.07-0.10; P < .001), Medicare beneficiaries (AOR: 0.76, 95% CI: 0.72-0.81; P < .001), and Medicaid beneficiaries (AOR: 0.33, 95% CI: 0.30-0.36; P < .001) had lower odds of receiving surgical intervention. Additionally, relative to those in the bottom income quartile, patients in all other quartiles experienced nominally higher rates of operative repair; these differences were statistically significant for the second quartile (AOR: 1.09, 95% CI: 1.03-1.16; P = .004). CONCLUSION There are significant nationwide disparities in the likelihood of receiving operative management for rotator cuff tear patients of differing race/ethnicity, payer status, and socioeconomic status. Further investigation is needed to fully understand and address causes of these discrepancies to optimize care pathways.
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Affiliation(s)
- Zachary L LaPorte
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham, Boston, MA, USA
| | - Nathan J Cherian
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham, Boston, MA, USA.
| | - Christopher T Eberlin
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham, Boston, MA, USA
| | - Michael C Dean
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham, Boston, MA, USA
| | - Kaveh A Torabian
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham, Boston, MA, USA
| | - Kieran S Dowley
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham, Boston, MA, USA
| | - Scott D Martin
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham, Boston, MA, USA
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Kulkarni R, Guareschi AS, Eichinger JK, Friedman RJ. How using body mass index cutoffs to determine eligibility for total shoulder arthroplasty affects health care disparities. J Shoulder Elbow Surg 2023; 32:2239-2244. [PMID: 37247777 DOI: 10.1016/j.jse.2023.04.019] [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: 10/31/2022] [Revised: 04/05/2023] [Accepted: 04/12/2023] [Indexed: 05/31/2023]
Abstract
BACKGROUND The prevalence of obesity in the United States is continuously rising and is associated with increased morbidity, mortality, and health care costs. Body mass index (BMI) has been used as a risk stratification and counseling tool for patients undergoing total joint arthroplasty in an effort to focus on outcome-driven care. Although the use of BMI cutoffs may have benefits in minimizing complications when selecting patients for total shoulder arthroplasty (TSA), it may impact access to care for some patient populations and further increase disparities. The purpose of this study is to determine the implications of using BMI cutoffs on the eligibility for TSA among different ethnic and gender patient populations. METHODS The American College of Surgeons National Surgical Quality Improvement Program database was queried to identify 20,872 patients who underwent anatomic and reverse TSA between 2015 and 2019. Patient demographics, including age, sex, race and ethnicity, and BMI, were compared between eligible and ineligible patients based on BMI for 5 cutoff values: 30, 35, 40, 45, and 50 kg/m2. RESULTS Of the total patient population studied, the mean age was 69 years, 55% were female, and the mean BMI was 31 kg/m2. For all BMI subgroups, there were more ineligible than eligible patients who were female or Black (P < .001). The relative rate of eligibility for Black patients was lower in each BMI cutoff group, whereas the relative rate of eligibility for White and Asian patients was higher for each group. There were more eligible than ineligible Asian patients for BMI cutoffs of 30 and 35 kg/m2 (both P < .001), and there were no differences in eligibility and ineligibility in Hispanic patients (P > .05). Furthermore, White patients were more eligible than ineligible for all BMI cutoff groups (P < .001). CONCLUSIONS Enforcing BMI cutoffs for access to TSA may limit the procedure for female or Black patients for all BMI cutoffs, thus furthering the health care disparities these populations already face. However, there are more eligible than ineligible White patients for all BMI cutoff groups, which indicates a disparity in the access to TSA based on sex and race. Physicians may inadvertently increase health care disparities observed in TSA if they use BMI as the sole risk stratification tool for patients, even though BMI has been known to increase complications after TSA. Moreover, orthopedic surgeons should only use BMI as one of many factors in a more holistic process when determining if a patient should undergo TSA.
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Affiliation(s)
- Ronit Kulkarni
- Department of Orthopaedics & Physical Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Alexander S Guareschi
- Department of Orthopaedics & Physical Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Josef K Eichinger
- Department of Orthopaedics & Physical Medicine, Medical University of South Carolina, Charleston, SC, USA
| | - Richard J Friedman
- Department of Orthopaedics & Physical Medicine, Medical University of South Carolina, Charleston, SC, USA.
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Tarawneh OH, Quan T, Liu IZ, Pizzarro J, Marquardt C, Tabaie SA. Racial disparities in readmission rates following surgical treatment of pediatric developmental dysplasia of the hip. EUROPEAN JOURNAL OF ORTHOPAEDIC SURGERY & TRAUMATOLOGY : ORTHOPEDIE TRAUMATOLOGIE 2023; 33:2847-2852. [PMID: 36853514 DOI: 10.1007/s00590-023-03496-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: 11/28/2022] [Accepted: 02/13/2023] [Indexed: 03/01/2023]
Abstract
PURPOSE Across orthopedic subspecialties, significant racial disparities have been identified with regard to postoperative outcomes. Despite these findings among adult patients, the literature assessing these disparities within pediatric orthopedics is limited. The purpose of this study was to determine the independent predictors for unplanned readmission following surgical treatment of developmental dysplasia of the hip. METHODS Pediatric patients undergoing hip dysplasia surgery from 2012 to 2019 were identified in the National Surgical Quality Improvement Program-Pediatric database. Two patient groups were defined: patients who had unplanned hospital readmission within 30 days of surgery and patients who were not readmitted. Clinical characteristics assessed included gender, race, and American Society of Anesthesiologists (ASA) class. Risk factors for complications were assessed using bivariate and multivariate analysis. RESULTS Of 6561 pediatric patients undergoing surgical treatment for hip dysplasia, 540 (8.2%) had unplanned readmission. On bivariate analysis, non-white race (Black, Asian, Hispanic, American Indian, and Native Hawaiian), an ASA class of III, IV, or V, pulmonary, renal, neurological, and gastrointestinal comorbidities, as well as immune disease, steroid use, and nutritional support were significantly associated with unplanned readmission (p < 0.05 for all). After controlling for confounding variables on multivariate analysis, non-white race (OR 1.46; p = 0.042) and ASA class of III-V (OR 2.21; p = 0.002) were found to be independent predictors for readmission. CONCLUSION Clinicians should be advised of the increased readmission rates observed in non-white patients and those of higher ASA scores. Further work is needed to combat existing disparities within pediatric orthopedics.
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Affiliation(s)
- Omar H Tarawneh
- School of Medicine, New York Medical College, 40 Sunshine Cottage Rd, Valhalla, NY, 10595, USA.
| | - Theodore Quan
- Department of Orthopaedic Surgery, The George Washington University School of Medicine and Health Sciences, 2300 M St, Washington DC, Washington, DC, 20037, USA
| | - Ivan Z Liu
- The Medical College of Georgia, Augusta University, 1120 15th St, GA, 30912, Augusta, USA
| | - Jordan Pizzarro
- Department of Orthopaedic Surgery, The George Washington University School of Medicine and Health Sciences, 2300 M St, Washington DC, Washington, DC, 20037, USA
| | - Caillin Marquardt
- Department of Orthopaedic Surgery, The George Washington University School of Medicine and Health Sciences, 2300 M St, Washington DC, Washington, DC, 20037, USA
| | - Sean A Tabaie
- Department of Orthopaedic Surgery, Children's National Hospital, 111 Michigan Avenue, Washington, NWDC, 20010, USA
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Ling K, Leatherwood W, Fassler R, Burgan J, Komatsu DE, Wang ED. Disparities in postoperative total shoulder arthroplasty outcomes between Black and White patients. JSES Int 2023; 7:842-847. [PMID: 37719829 PMCID: PMC10499855 DOI: 10.1016/j.jseint.2023.05.009] [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: 09/19/2023] Open
Abstract
Background Despite the rise in surgical volume for total shoulder arthroplasty (TSA) procedures, racial disparities exist in outcomes between White and Black populations. The purpose of this study was to compare 30-day postoperative complication rates between Black and White patients following TSA. Methods The American College of Surgeons National Surgical Quality Improvement Program (NSQIP) database was queried for all patients who underwent TSA between 2015 and 2019. Patient demographics and comorbidities were compared between cohorts using bivariate analysis. Multivariate logistic regression, adjusted for all significantly associated patient demographics and comorbidities, was used to identify associations between Black or African American race and postoperative complications. Results A total of 19,733 patients were included in the analysis, 18,669 (94.6%) patients in the White cohort and 1064 (5.4%) patients in the Black or African American cohort. Demographics and comorbidities that were significantly associated with Black or African American race were age 40-64 years (P < .001), body mass index ≥40 (P < .001), female gender (P < .001), American Society of Anesthesiologists classification ≥3 (P < .001), smoking status (P < .001), non-insulin and insulin dependent diabetes mellitus (P < .001), hypertension requiring medication (P < .001), disseminated cancer (P = .040), and operative duration ≥129 minutes (P = .002). Multivariate logistic regression identified Black or African American race to be independently associated with higher rates of readmission (odds ratio: 1.42, 95% confidence interval: 1.05-1.94; P = .025). Conclusion Black or African American race was independently associated with higher rates of 30-day readmission following TSA.
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Affiliation(s)
- Kenny Ling
- Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, USA
| | | | - Richelle Fassler
- Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, USA
| | - Jane Burgan
- Renaissance School of Medicine at Stony Brook University, Stony Brook, NY, USA
| | - David E. Komatsu
- Department of Orthopaedics, Stony Brook University, Stony Brook, NY, USA
| | - Edward D. Wang
- Department of Orthopaedics, Stony Brook University, Stony Brook, NY, USA
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11
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Amen TB, Chatterjee A, Rudisill SS, Joseph GP, Nwachukwu BU, Ode GE, Williams RJ. National Patterns in Utilization of Knee and Hip Arthroscopy: An Analysis of Racial, Ethnic, and Geographic Disparities in the United States. Orthop J Sports Med 2023; 11:23259671231187447. [PMID: 37655237 PMCID: PMC10467402 DOI: 10.1177/23259671231187447] [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: 03/02/2023] [Accepted: 04/13/2023] [Indexed: 09/02/2023] Open
Abstract
Background Racial and ethnic disparities in the field of orthopaedic surgery have been reported extensively across many subspecialties. However, these data remain relatively sparse in orthopaedic sports medicine, especially with respect to commonly performed procedures including knee and hip arthroscopy. Purpose To assess (1) differences in utilization of knee and hip arthroscopy between White, Black, Hispanic, and Asian or Pacific Islander patients in the United States (US) and (2) how these differences vary by geographical region. Study Design Descriptive epidemiology study. Methods The study sample was acquired from the 2019 National Ambulatory Surgery Sample database. Racial and ethnic differences in age-standardized utilization rates of hip and knee arthroscopy were calculated using survey weights and population estimates from US census data. Poisson regression was used to model age-standardized utilization rates for hip and knee arthroscopy while controlling for several demographic and clinical variables. Results During the study period, rates of knee arthroscopy utilization among White patients were significantly higher than those of Black, Hispanic, and Asian or Pacific Islander patients (ie, per 100,000, White: 180.5, Black: 113.2, Hispanic: 122.2, and Asian: 58.6). Disparities were even more pronounced among patients undergoing hip arthroscopy, with White patients receiving the procedure at almost 4 to 5 times higher rates (ie, per 100,000, White: 12.6, Black: 3.2, Hispanic: 2.3, Asian or Pacific Islander: 1.8). Disparities in knee and hip arthroscopy utilization between White and non-White patients varied significantly by region, with gaps in knee arthroscopy being most pronounced in the Midwest (adjusted rate ratio, 2.0 [95% CI, 1.9-2.1]) and those in hip arthroscopy being greatest in the West (adjusted rate ratio, 5.3 [95% CI, 4.9-5.6]). Conclusion Racial and ethnic disparities in the use of knee and hip arthroscopy were found across the US, with decreased rates among Black, Hispanic, and Asian or Pacific Islander patients compared with White patients. Disparities were most pronounced in the Midwest and South and greater for hip than knee arthroscopy, possibly demonstrating emerging inequality in a rapidly growing and evolving procedure across the country.
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Affiliation(s)
- Troy B. Amen
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York City, New York, USA
| | - Abhinaba Chatterjee
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York City, New York, USA
| | - Samuel S. Rudisill
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York City, New York, USA
| | - Gabriel P. Joseph
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York City, New York, USA
| | - Benedict U. Nwachukwu
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York City, New York, USA
| | - Gabriella E. Ode
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York City, New York, USA
| | - Riley J. Williams
- Department of Orthopaedic Surgery, Hospital for Special Surgery, New York City, New York, USA
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12
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Zareef U, Paul RW, Sudah SY, Erickson BJ, Menendez ME. Influence of Race on Utilization and Outcomes in Shoulder Arthroplasty: A Systematic Review. JBJS Rev 2023; 11:01874474-202306000-00015. [PMID: 37335835 DOI: 10.2106/jbjs.rvw.23.00003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/21/2023]
Abstract
BACKGROUND Studies have shown that utilization and outcomes after shoulder arthroplasty vary by sociodemographic factors, highlighting disparities in care. This systematic review synthesized all available literature regarding the relationship between utilization and outcomes of shoulder arthroplasty and race/ethnicity. METHODS Studies were identified using PubMed, MEDLINE (through Ovid), and CINAHL databases. All English language studies of Level I through IV evidence that specifically evaluated utilization and/or outcomes of hemiarthroplasty, total shoulder arthroplasty, or reverse shoulder arthroplasty by race and/or ethnicity were included. Outcomes of interest included rates of utilization, readmission, reoperation, revision, and complications. RESULTS Twenty-eight studies met inclusion criteria. Since the 1990s, Black and Hispanic patients have demonstrated a lower utilization rate of shoulder arthroplasty compared with White patients. Although utilization has increased among all racial groups throughout the present decade, the rate of increase is greater for White patients. These differences persist in both low-volume and high-volume centers and are independent of insurance status. Compared with White patients, Black patients have a longer postoperative length of stay after shoulder arthroplasty, worse preoperative and postoperative range of motion, a higher likelihood of 90-day emergency department visits, and a higher rate of postoperative complications including venous thromboembolism, pulmonary embolism, myocardial infarction, acute renal failure, and sepsis. Patient-reported outcomes, including the American Shoulder and Elbow Surgeon's score, did not differ between Black and White patients. Hispanics had a significantly lower revision risk compared with White patients. One-year mortality did not differ significantly between Asians, Black patients, White patients, and Hispanics. CONCLUSION Shoulder arthroplasty utilization and outcomes vary by race and ethnicity. These differences may be partly due to patient factors such as cultural beliefs, preoperative pathology, and access to care, as well as provider factors such as cultural competence and knowledge of health care disparities. LEVEL OF EVIDENCE Level IV. See Instructions for Authors for a complete description of levels of evidence.
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Affiliation(s)
- Usman Zareef
- Robert Wood Johnson Medical School, New Brunswick, New Jersey
| | - Ryan W Paul
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, Philadelphia, Pennsylvania
- Hackensack Meridian School of Medicine, Nutley, New Jersey
| | - Suleiman Y Sudah
- Department of Orthopaedic Surgery, Rutgers Health Monmouth Medical Center, Long Branch, New Jersey
| | - Brandon J Erickson
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute, New York, New York
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13
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Best MJ, Fedorka CJ, Belniak RM, Haas DA, Zhang X, Armstrong AD, Abboud JA, Jawa A, O'Donnell EA, Simon JE, Wagner ER, Malik M, Gottschalk MB, Khan AZ, Updegrove GF, Makhni EC, Warner JJP, Srikumaran U. The impact of the COVID-19 pandemic on racial disparities in patients undergoing total shoulder arthroplasty in the United States. JSES Int 2023; 7:252-256. [PMID: 36405932 PMCID: PMC9651989 DOI: 10.1016/j.jseint.2022.10.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 10/23/2022] [Indexed: 11/13/2022] Open
Abstract
Introduction The purpose of this study was to assess racial disparities in total shoulder arthroplasty (TSA) in the United States and to determine whether these disparities were affected by the COVID-19 pandemic. Methods Centers for Medicare and Medicaid Services (CMS) 100% sample was used to examine primary TSA volume from April to December from 2019 to 2020. Utilization was assessed for White, Black, Hispanic, and Asian populations to determine if COVID-19 affected these groups differently. A regression model adjusted for age, sex, CMS-hierarchical condition categories (HCC) score, dual enrollment (proxy for socioeconomic status), time-fixed effects, and core-based statistical area fixed effects was used to study difference across groups. Results In 2019, the TSA volume per 1000 beneficiaries was 1.51 for White and 0.57 for non-White, with a 2.6-fold difference. In 2020, the rate of TSA in White patients (1.30/1000) was 2.9 times higher than non-White (0.45/1000) during the COVID-19 pandemic (P < .01). There was an overall 14% decrease in TSA volume per 1000 Medicare beneficiaries in 2020; non-White patients had a larger percentage decrease in TSA volume than White (21% vs. 14%, estimated difference; 8.7%, P = .02). Black patients experienced the most pronounced disparity with estimated difference of 10.1%, P = .05, compared with White patients. Similar disparities were observed when categorizing procedures into anatomic and reverse TSA, but not proximal humerus fracture. Conclusions During the COVID-19 pandemic, overall TSA utilization decreased by 14% with White patients experiencing a decrease of 14%, and non-White patients experiencing a decrease of 21%. This trend was observed for elective TSA, while disparities were less apparent for proximal humerus fracture.
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Affiliation(s)
| | - Matthew J Best
- Department of Orthopaedic Surgery, Johns Hopkins University School of Medicine, Johns Hopkins Hospital, Baltimore, MD, USA
| | | | - Robert M Belniak
- Department of Orthopaedic Surgery and Sports Medicine, Starling Physicians Group, New Britain, CT, USA
| | | | | | - April D Armstrong
- Department of Orthopaedics and Rehabilitation, Bone and Joint Institute, Penn State Milton S. Hershey Medical Center, Hershey, PA, USA
| | - Joseph A Abboud
- Rothman Institute, Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Andrew Jawa
- Department of Orthopaedic Surgery, New England Baptist Hospital, Tufts University School of Medicine, Boston, MA, USA.,Boston Sports and Shoulder Center, Waltham, MA, USA
| | - Evan A O'Donnell
- Department of Orthopaedic Surgery, Harvard Medical School, Massachusetts General Hospital, Boston Shoulder Institute, Boston, MA, USA
| | - Jason E Simon
- Department of Orthopaedic Surgery, Harvard Medical School, Newton-Wellesley Hospital, Boston, MA, USA
| | - Eric R Wagner
- Department of Orthopaedic Surgery, Emory University, Atlanta, GA, USA
| | | | | | - Adam Z Khan
- Northwest Permanente Physicians and Surgeons, Clackamas, OR, USA
| | - Gary F Updegrove
- Department of Orthopaedics and Rehabilitation, Bone and Joint Institute, Penn State Milton S. Hershey Medical Center, Hershey, PA, USA
| | - Eric C Makhni
- Department of Orthopaedic Surgery, Sports Medicine, Henry Ford Health, Detroit, MI, USA
| | - Jon J P Warner
- Department of Orthopaedic Surgery, Harvard Medical School, Massachusetts General Hospital, Boston Shoulder Institute, Boston, MA, USA
| | - Uma Srikumaran
- Department of Orthopaedic Surgery, Johns Hopkins University School of Medicine, Johns Hopkins Hospital, Baltimore, MD, USA
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14
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Delma S, Langford K, Baylor JL, Ozdag Y, Hayes DS, Klena JC, Grandizio LC. Race and Ethnicity Reporting in Randomized Controlled Trials Published in Upper-Extremity Journals. J Hand Surg Am 2023; 48:340-347. [PMID: 36658049 DOI: 10.1016/j.jhsa.2022.11.019] [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: 06/21/2022] [Revised: 11/05/2022] [Accepted: 11/16/2022] [Indexed: 01/18/2023]
Abstract
PURPOSE Hand surgery remains one of the least racially and ethnically diverse subspecialties in all of medicine, and minority patients demonstrate overall worse health care outcomes compared with White patients. Our purpose was to determine the frequency of race and ethnicity reporting in randomized controlled trials (RCTs) published in journals with an upper-extremity (UE) focus. METHODS A systematic review was conducted in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines by searching EMBASE and MEDLINE for RCTs contained in peer-reviewed journals with an UE focus. All articles from 2000 to 2021 were included. Information such as article sample size, center type, funding, and location was recorded. We assessed each article to determine whether demographic information, including race and ethnicity, was reported for study participants. RESULTS A total of 481 RCTs in 9 UE journals were included. For UE RCTs, 96% of studies reported age, 90% reported sex, and 5% reported either race or ethnicity. Demographic information about economic status, insurance status, mental health, educational level, and marital status were each reported in <10% of RCTs. Racial representation was highest for White participants (80%) and lowest among American Indian participants. Of studies conducted within the United States, all racial groups except for White patients were underrepresented compared with census data. CONCLUSIONS Demographic data related to race and ethnicity for patients involved in UE RCTs are infrequently reported. When reported, the racial demographics of UE RCT patients do not match the demographics of the patients in United States. Black patients remain underrepresented in RCTs. CLINICAL RELEVANCE Academic journals mandating the reporting of demographic data related to race may aid in improved reporting and allow for subsequent aggregation within systematic reviews to assess outcomes for racial minorities.
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Affiliation(s)
- Stephanie Delma
- Department of Orthopaedic Surgery, Geisinger Commonwealth School of Medicine, Geisinger Musculoskeletal Institute, Danville, PA
| | - Katelyn Langford
- Department of Orthopaedic Surgery, Geisinger Commonwealth School of Medicine, Geisinger Musculoskeletal Institute, Danville, PA
| | - Jessica L Baylor
- Department of Orthopaedic Surgery, Geisinger Commonwealth School of Medicine, Geisinger Musculoskeletal Institute, Danville, PA
| | - Yagiz Ozdag
- Department of Orthopaedic Surgery, Geisinger Commonwealth School of Medicine, Geisinger Musculoskeletal Institute, Danville, PA
| | - Daniel S Hayes
- Department of Orthopaedic Surgery, Geisinger Commonwealth School of Medicine, Geisinger Musculoskeletal Institute, Danville, PA
| | - Joel C Klena
- Department of Orthopaedic Surgery, Geisinger Commonwealth School of Medicine, Geisinger Musculoskeletal Institute, Danville, PA
| | - Louis C Grandizio
- Department of Orthopaedic Surgery, Geisinger Commonwealth School of Medicine, Geisinger Musculoskeletal Institute, Danville, PA.
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15
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Perioperative risk stratification tools for shoulder arthroplasty: a systematic review. J Shoulder Elbow Surg 2023; 32:e293-e304. [PMID: 36621747 DOI: 10.1016/j.jse.2022.12.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 11/14/2022] [Accepted: 12/09/2022] [Indexed: 01/07/2023]
Abstract
BACKGROUND Risk stratification tools are being increasingly utilized to guide patient selection for outpatient shoulder arthroplasty. The purpose of this study was to identify the existing calculators used to predict discharge disposition, postoperative complications, hospital readmissions, and patient candidacy for outpatient shoulder arthroplasty and to compare the specific components used to generate their prediction models. METHODS This review was conducted in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analysis protocol. PubMed, Cochrane Library, Scopus, and OVID Medline were searched for studies that developed calculators used to determine patient candidacy for outpatient surgery or predict discharge disposition, the risk of postoperative complications, and hospital readmissions after anatomic or reverse total shoulder arthroplasty (TSA). Reviews, case reports, letters to the editor, and studies including hemiarthroplasty cases were excluded. Data extracted included authors, year of publication, study design, patient population, sample size, input variables, comorbidities, method of validation, and intended purpose. The pros and cons of each calculator as reported by the respective authors were evaluated. RESULTS Eleven publications met inclusion criteria. Three tools assessed patient candidacy for outpatient TSA, 3 tools evaluated the risk of 30- or 90-day hospital readmission and postoperative complications, and 5 tools predicted discharge destination. Four calculators validated previously constructed comorbidity indices used as risk predictors after shoulder arthroplasty, including the Charlson Comorbidity Index, Elixhauser Comorbidity Index, modified Frailty Index, and the Outpatient Arthroplasty Risk Assessment, while 7 developed newcalculators. Nine studies utilized multiple logistic regression to develop their calculators, while 1 study developed their algorithm based on previous literature and 1 used univariate analysis. Five tools were built using data from a single institution, 2 using data pooled from 2 institutions, and 4 from large national databases. All studies used preoperative data points in their algorithms with one tool additionally using intraoperative data points. The number of inputs ranged from 5 to 57 items. Four calculators assessed psychological comorbidities, 3 included inputs for substance use, and 1 calculator accounted for race. CONCLUSION The variation in perioperative risk calculators after TSA highlights the need for standardization and external validation of the existing tools. As the use of outpatient shoulder arthroplasty increases, these calculators may become outdated or require revision. Incorporation of socioeconomic and psychological measures into these calculators should be investigated.
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16
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Kapp KL, Arul AB, Zhang KC, Du L, Yende S, Kellum JA, Angus DC, Peck-Palmer OM, Robinson RAS. Proteomic changes associated with racial background and sepsis survival outcomes. Mol Omics 2022; 18:923-937. [PMID: 36097965 DOI: 10.1039/d2mo00171c] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Intra-abdominal infection is a common cause of sepsis, and intra-abdominal sepsis leads to ∼156 000 U.S. deaths annually. African American/Black adults have higher incidence and mortality rates from sepsis compared to Non-Hispanic White adults. A limited number of studies have traced survival outcomes to molecular changes; however, these studies primarily only included Non-Hispanic White adults. Our goal is to better understand molecular changes that may contribute to differences in sepsis survival in African American/Black and Non-Hispanic White adults with primary intra-abdominal infection. We employed discovery-based plasma proteomics of patient samples from the Protocolized Care for Early Septic Shock (ProCESS) cohort (N = 107). We identified 49 proteins involved in the acute phase response and complement system whose expression levels are associated with both survival outcome and racial background. Additionally, 82 proteins differentially-expressed in survivors were specific to African American/Black or Non-Hispanic White patients, suggesting molecular-level heterogeneity in sepsis patients in key inflammatory pathways. A smaller, robust set of 19 proteins were in common in African American/Black and Non-Hispanic White survivors and may represent potential universal molecular changes in sepsis. Overall, this study identifies molecular factors that may contribute to differences in survival outcomes in African American/Black patients that are not fully explained by socioeconomic or other non-biological factors.
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Affiliation(s)
- Kathryn L Kapp
- Department of Chemistry, Vanderbilt University, 5423 Stevenson Center, Nashville, TN, 37235, USA.,The Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, TN, 32732, USA.
| | - Albert B Arul
- Department of Chemistry, Vanderbilt University, 5423 Stevenson Center, Nashville, TN, 37235, USA
| | - Kevin C Zhang
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37203, USA
| | - Liping Du
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37203, USA.,Vanderbilt Center for Quantitative Sciences, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Sachin Yende
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA.,Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA.,Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA
| | - John A Kellum
- Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA
| | - Derek C Angus
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA.,Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA.,Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA
| | - Octavia M Peck-Palmer
- The Clinical Research, Investigation, and Systems Modeling of Acute Illnesses (CRISMA) Center, University of Pittsburgh, Pittsburgh, PA, 15213, USA.,Department of Critical Care Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA, 15213, USA.,Department of Clinical and Translational Science, University of Pittsburgh, PA, 15261, USA.,Department of Pathology, University of Pittsburgh, Pittsburgh, PA, 15213, USA
| | - Renã A S Robinson
- Department of Chemistry, Vanderbilt University, 5423 Stevenson Center, Nashville, TN, 37235, USA.,The Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, TN, 32732, USA.
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17
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Linker JA, Eberlin CT, Naessig SA, Rudisill SS, Kucharik MP, Cherian NJ, Best MJ, Martin SD. Racial disparities in arthroscopic rotator cuff repair: an analysis of utilization and perioperative outcomes. JSES Int 2022; 7:44-49. [PMID: 36820422 PMCID: PMC9937823 DOI: 10.1016/j.jseint.2022.09.002] [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: 11/19/2022] Open
Abstract
Background There remains a paucity of literature addressing racial disparities in utilization and perioperative metrics in arthroscopic rotator cuff repair procedures. Methods The American College of Surgeons National Surgical Quality Improvement Program database was used to evaluate patients undergoing arthroscopic rotator cuff repair from 2010 to 2019. Baseline demographics, utilization trends, and perioperative measures, including adverse events, operative time, length of hospital stay, days from operation to discharge, and readmission, were analyzed. Results Of 42,443 included patients, 38,090 (89.7%) were White, and 4353 (10.3%) were Black or African American. Black or African American patients had a significantly higher percentage of diabetes mellitus (23.6% vs. 15.6%), smoking (16.9% vs. 14.8%), congestive heart failure (0.3% vs. 0.1%), and hypertension (59.2% vs. 45.9%). In addition, logistic regression showed that Black or African American patients had increased odds of longer operative time (adjusted rate ratio 1.07, 95% confidence interval 1.05-1.08) and time from operation to discharge (adjusted rate ratio 1.19, 95% confidence interval 1.04-1.37). Disparities in relative utilization decreased as the proportion of Black or African American patients undergoing arthroscopic rotator cuff repair increased (7.4% in 2010 vs. 10.4% in 2019) compared with White patients (P trend < .0001). Conclusion Racial disparities exist regarding baseline comorbidities and perioperative metrics in arthroscopic rotator cuff repair. Further investigation is needed to fully understand and address the causes of these inequalities to provide equitable care.
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Affiliation(s)
- Jacob A. Linker
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham Integrated Healthcare System, Boston, MA, USA
- Geisinger Commonwealth School of Medicine, Scranton, PA, USA
| | - Christopher T. Eberlin
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham Integrated Healthcare System, Boston, MA, USA
| | - Sara A. Naessig
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham Integrated Healthcare System, Boston, MA, USA
| | | | - Michael P. Kucharik
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham Integrated Healthcare System, Boston, MA, USA
| | - Nathan J. Cherian
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham Integrated Healthcare System, Boston, MA, USA
- Corresponding author: Nathan J. Cherian, MD, Department of Orthopaedic Surgery, Sports Medicine Center, Massachusetts General Hospital, Mass General Brigham, 175 Cambridge Avenue, Suite 400, Boston, MA 02114.
| | - Matthew J. Best
- Department of Orthopaedic Surgery, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Scott D. Martin
- Sports Medicine, Department of Orthopaedic Surgery, Massachusetts General Hospital, Mass General Brigham Integrated Healthcare System, Boston, MA, USA
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18
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Lu Y, Lavoie-Gagne O, Forlenza EM, Pareek A, Kunze KN, Forsythe B, Levy BA, Krych AJ. Duration of Care and Operative Time Are the Primary Drivers of Total Charges After Ambulatory Hip Arthroscopy: A Machine Learning Analysis. Arthroscopy 2022; 38:2204-2216.e3. [PMID: 34921955 DOI: 10.1016/j.arthro.2021.12.012] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 12/03/2021] [Accepted: 12/04/2021] [Indexed: 02/02/2023]
Abstract
PURPOSE To develop a machine learning algorithm to predict total charges after ambulatory hip arthroscopy and create a risk-adjusted payment model based on patient comorbidities. METHODS A retrospective review of the New York State Ambulatory Surgery and Services database was performed to identify patients who underwent elective hip arthroscopy between 2015 and 2016. Features included in initial models consisted of patient characteristics, medical comorbidities, and procedure-specific variables. Models were generated to predict total charges using 5 algorithms. Model performance was assessed by the root-mean-square error, root-mean-square logarithmic error, and coefficient of determination. Global variable importance and partial dependence curves were constructed to show the impact of each input feature on total charges. For performance benchmarking, the best candidate model was compared with a multivariate linear regression using the same input features. RESULTS A total of 5,121 patients were included. The median cost after hip arthroscopy was $19,720 (interquartile range, $12,399-$26,439). The gradient-boosted ensemble model showed the best performance (root-mean-square error, $3,800 [95% confidence interval, $3,700-$3,900]; logarithmic root-mean-square error, 0.249 [95% confidence interval, 0.24-0.26]; R2 = 0.73). Major cost drivers included total hours in facility less than 12 or more than 15, longer procedure time, performance of a labral repair, age younger than 30 years, Elixhauser Comorbidity Index (ECI) of 1 or greater, African American race, residence in extreme urban and rural areas, and higher household and neighborhood income. CONCLUSIONS The gradient-boosted ensemble model effectively predicted total charges after hip arthroscopy. Few modifiable variables were identified other than anesthesia type; nonmodifiable drivers of total charges included duration of care less than 12 hours or more than 15 hours, operating room time more than 100 minutes, age younger than 30 years, performance of a labral repair, and ECI greater than 0. Stratification of patients based on the ECI highlighted the increased financial risk borne by physicians via flat reimbursement schedules given variable degrees of comorbidities. LEVEL OF EVIDENCE Level III, retrospective cohort study.
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Affiliation(s)
- Yining Lu
- Department of Orthopaedic Surgery, Mayo Clinic, Rochester, Minnesota, U.S.A..
| | | | | | - Ayoosh Pareek
- Department of Orthopaedic Surgery, Mayo Clinic, Rochester, Minnesota, U.S.A
| | - Kyle N Kunze
- Hospital for Special Surgery, New York, New York, U.S.A
| | - Brian Forsythe
- Rush University Medical Center, Chicago, Illinois, U.S.A
| | - Bruce A Levy
- Department of Orthopaedic Surgery, Mayo Clinic, Rochester, Minnesota, U.S.A
| | - Aaron J Krych
- Department of Orthopaedic Surgery, Mayo Clinic, Rochester, Minnesota, U.S.A
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19
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Ruberto RA, Schweppe EA, Ahmed R, Swindell HW, Cordero CA, Lanham NS, Jobin CM. Disparities in Telemedicine Utilization During COVID-19 Pandemic: Analysis of Demographic Data from a Large Academic Orthopaedic Practice. JB JS Open Access 2022; 7:JBJSOA-D-21-00116. [PMID: 35425872 PMCID: PMC9000049 DOI: 10.2106/jbjs.oa.21.00116] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
The coronavirus-19 (COVID-19) pandemic has prompted a shift in health-care provision toward implementation of telemedicine. This study investigated demographic information on orthopaedic telemedicine utilization at a single academic orthopaedic institution in an effort to identify factors associated with telemedicine usage.
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Affiliation(s)
- Richard A Ruberto
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY
| | - Eric A Schweppe
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY
| | - Rifat Ahmed
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY
| | - Hasani W Swindell
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY
| | - Christopher A Cordero
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY
| | - Nathan S Lanham
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY
| | - Charles M Jobin
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY
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21
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Johnson AH, Parkison A, Petre BM, Turcotte JJ, Redziniak DE. Racial disparities in outcomes of arthroscopic rotator cuff repair: A propensity score matched analysis using multiple national data sets. J Orthop 2022; 30:103-107. [PMID: 35250198 PMCID: PMC8894139 DOI: 10.1016/j.jor.2022.02.022] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 02/09/2022] [Accepted: 02/19/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Disparities in access, utilization and outcomes exist throughout the healthcare system for minority groups, including racial and ethnic minorities; these disparities have wide-reaching implications for individuals as well as the healthcare system as a whole. This study will examine the impact of race on short and medium term outcomes for patients undergoing rotator cuff repair (RCR) using matched cohorts. METHODS Patients undergoing arthroscopic rotator cuff repair from 2016 to 2018 were extracted from two national databases: the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) and TriNetX Research Network. Using the ACS-NSQIP database, univariate analysis was performed to identify differences in comorbidities between white and minority patients. Patients were propensity score matched based on significant differences between groups and 30-day postoperative outcomes were assessed. These comorbidities were then used to propensity score match white and minority patients in the TriNetX database and two-year postoperative outcomes were evaluated. RESULTS Following propensity score matching, 3716 patients remained in each group from the ACS-NSQIP database and 4185 patients remained in each group from the TriNetX database. The OR time for minority patients was longer than white patient in the ACS-NSQIP database (92.2 vs. 87.6 min, p < .001). There was no difference in medium-term outcomes for repeat RCR, infection or frozen shoulder between white and minority patients in the TriNetX database. CONCLUSION After propensity score matching the only significant short-term outcome between white and minority patients undergoing RCR was a difference in OR time; there were no differences in medium-term outcomes. This may indicate that the source of racial disparities is one of access to healthcare rather than an innate difference in the patients' outcomes. Further study is needed to elucidate this issue.
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Affiliation(s)
| | | | | | - Justin J. Turcotte
- Corresponding author. 2000 Medical Parkway Suite 503, Annapolis, MD, 21401, USA.
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22
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Markes AR, Pareek A, Mesfin A, Benjamin Ma C, Ward D. Racial and Gender Shoulder Arthroplasty Utilization Disparities of High- and Low-Volume Centers in New York State. J Shoulder Elb Arthroplast 2022; 5:24715492211041901. [PMID: 34993381 PMCID: PMC8492025 DOI: 10.1177/24715492211041901] [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] [Received: 05/26/2021] [Accepted: 08/06/2021] [Indexed: 11/16/2022] Open
Abstract
Introduction The literature has consistently demonstrated utilization disparities in joint replacement procedures, though no studies have evaluated disparities in total shoulder arthroplasty with regard to operative volume. Methods We queried the New York (NY) Statewide Planning and Research Cooperative System (SPARCS) database for 32 410 total shoulder arthroplasties performed between 2009 and 2017. Patients were identified using Clinical Classifications Software code 154 for Non-Hip/Knee Arthroplasty and All Patient Refined-Diagnosis Related Group code 322 for Shoulder. Racial groups included Hispanic, non-Hispanic white, non-Hispanic black, and Other. High-volume centers were facilities that performed 2 standard deviations above the mean annual procedures. Utilization rates were calculated by dividing total shoulder arthroplasties per group by the 2010 NY Census population of that group. The Fisher exact test was used to determine significance. Results Total shoulder arthroplasty utilization increased from 43/100 000 to 73/100 000, two-thirds of which was driven by an increase in white resident utilization. More White residents per 100 000 underwent shoulder arthroplasty than Black, Hispanic, and Other residents per 100 000 residents of their respective race. White residents were 90% more likely than Hispanic residents to undergo total shoulder arthroplasty at high-volume centers (P = .04). There were no differences in utilization rate regarding operative volume comparing Black or Other residents to White residents. More females underwent total shoulder arthroplasty than males, though there was no difference in utilization rate regarding operative volume. Conclusion Though total shoulder arthroplasty utilization nearly doubled, disparities persisted across gender and minority groups particularly in Hispanic utilization as White residents were 90% more likely than Hispanic residents to undergo shoulder arthroplasty at high-volume centers.
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Affiliation(s)
- Alexander R Markes
- University of California San Francisco, 1500 Owens Street, San Francisco, CA 94158, USA
| | - Ayoosh Pareek
- Mayo Clinic, 200 First Street SW, Rochester, MN 55905, USA
| | - Addisu Mesfin
- University of Rochester School of Medicine and Dentistry, 601 Elmwood Avenue, Rochester, NY 14642, USA
| | - C Benjamin Ma
- University of California San Francisco, 1500 Owens Street, San Francisco, CA 94158, USA
| | - Derek Ward
- University of California San Francisco, 1500 Owens Street, San Francisco, CA 94158, USA
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23
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Regional Implicit Bias Does Not Account for Racial Disparity in Total Joint Arthroplasty Utilization. J Arthroplasty 2021; 36:3845-3849. [PMID: 34479764 DOI: 10.1016/j.arth.2021.08.011] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 07/23/2021] [Accepted: 08/11/2021] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND Racial disparities surrounding the utilization of total hip and total knee arthroplasty (THA, TKA) are well documented. The Implicit Association Test (IAT) is a validated tool used to measure implicit and explicit bias. The purpose of this study is to evaluate if variations in IAT scores by geographical region in the United States (US) correspond with regional variations in THA and TKA utilization by blacks compared to whites. METHODS Data from the US Census and National Inpatient Sample from 2012 to 2014 were used to calculate THA and TKA utilization rates among Medicare-aged blacks and whites. Data were aggregated by US Census Bureau Division. Regional implicit bias was assessed by calculating a weighted average of IAT scores for each division. RESULTS Across all geographic regions and years, the surveyed population demonstrated an implicit bias favoring whites over blacks. The population adjusted ratio of white-to-black utilization of THA and TKA by geographic division varied between 0.86-1.85 and 0.87-2.01, respectively. The difference in utilization between geographic divisions reached statistical significance (P < .001). No correlation was found between the IAT scores and race-specific utilization ratios among geographic divisions. CONCLUSION Implicit bias as measured by regional IAT did not reflect THA and TKA utilization disparities. The racial disparity in utilization of THA and TKA significantly varied between divisions. The observed disparity was greater in divisions with a relatively higher proportion of blacks. To the authors' knowledge, this is the first study to evaluate the impact of implicit bias on utilization of THA and TKA.
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Complications After Anatomic Shoulder Arthroplasty: Revisiting Leading Causes of Failure. Orthop Clin North Am 2021; 52:269-277. [PMID: 34053572 DOI: 10.1016/j.ocl.2021.03.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
For practicing shoulder arthroplasty surgeons, it is advisable to consider a breadth of data sources concerning complications and outcomes. Although published series from high-volume centers are the primary source of data, these results may not be generalizable to a wide range of practice settings. National or health system-specific registry and medical device databases are useful adjuncts to assess the changing complication profile of shoulder arthroplasty, as well as to understand the complications specific to certain implants or implant types. To reduce the risk of postoperative complications, surgeons must have a clear understanding of the most common modes of failure.
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Marigi EM, Duquin TR, Throckmorton TQ, Sperling JW. Hybrid fixation in anatomic shoulder arthroplasty: surgical technique and review of the literature. JSES REVIEWS, REPORTS, AND TECHNIQUES 2021; 1:113-117. [PMID: 37588152 PMCID: PMC10426519 DOI: 10.1016/j.xrrt.2021.01.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 08/18/2023]
Abstract
Hybrid constructs have been used as a primary fixation technique in primary anatomic total shoulder arthroplasty for more than a decade. A highly porous metal central peg, metal cage, or coatings attached to the surface of cemented polyethylene glenoid component have been used with the concept of providing an additional adjunct in promoting osseointegration, preventing glenoid component loosening, and promoting longer-term success. The purpose of this article is to analyze the published results, complications, as well as rate of revision using this form of glenoid fixation. In addition, key aspects of the surgical technique that may be considered to facilitate optimal results when hybrid fixation is considered in total shoulder arthroplasty are also reviewed.
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Affiliation(s)
- Erick M. Marigi
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN, USA
| | - Thomas R. Duquin
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN, USA
| | | | - John W. Sperling
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN, USA
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Factors Influencing Appropriate Implant Selection and Position in Reverse Total Shoulder Arthroplasty. Orthop Clin North Am 2021; 52:157-166. [PMID: 33752837 DOI: 10.1016/j.ocl.2020.12.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Reverse shoulder arthroplasty has increased in popularity and has provided improved but somewhat variable results. These variable outcomes may be related to many factors, including implant design, component positioning, specific indication, and patient anatomy. The original Grammont design provided a solution to the high failure rate at the time but was found to have a high rate of scapular notching and poor restoration of rotation. Modern lateralized designs are more consistent in reducing scapular notching while improving range of motion, especially in regards to external rotation. This review article summarizes the effects of modern reverse shoulder prostheses on outcomes.
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