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Lambrechts MJ, Issa TZ, Lee Y, McCurdy MA, Siegel N, Toci GR, Sherman M, Baker S, Becsey A, Christianson A, Nanavati R, Canseco JA, Hilibrand AS, Vaccaro AR, Schroeder GD, Kepler CK. Community-level Socioeconomic Status Is a Poor Predictor of Outcomes Following Lumbar and Cervical Spine Surgery. Clin Spine Surg 2025; 38:132-140. [PMID: 39652626 DOI: 10.1097/bsd.0000000000001676] [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: 02/24/2023] [Accepted: 06/28/2024] [Indexed: 03/27/2025]
Abstract
STUDY DESIGN Retrospective Cohort study. OBJECTIVE Our objective was to compare 3 socioeconomic status (SES) indexes and evaluate associations with outcomes after anterior cervical discectomy and fusion (ACDF) or lumbar fusion. BACKGROUND DATA Socioeconomic disparities affect patients' baseline health and clinical outcomes following spine surgery. It is still unclear whether community-level indexes are accurate surrogates for patients' socioeconomic status (SES) and whether they are predictive of postoperative outcomes. METHODS Adult patients undergoing ACDF (N=1189) or lumbar fusion (N=1136) from 2014 to 2020 at an urban tertiary medical center were retrospectively identified. Patient characteristics, patient-reported outcomes (PROMs), and surgical outcomes (90-day readmissions, complications, and nonhome discharge) were collected from the electronic medical record. SES was extracted from 3 indexes (Area Deprivation Index, Social Vulnerability Index, and Distressed Communities Index). Patients were classified into SES quartiles for bivariate and multivariate regression analysis. We utilized Youden's index to construct receiver operating characteristic curves for all surgical outcomes using indexes as continuous variables. RESULTS Preoperatively, lumbar fusion patients in the poorest ADI community exhibited the greatest ODI ( P =0.001) and in the poorest DCI and SVI communities exhibited worse VAS back ( P <0.001 and 0.002, respectively). Preoperatively, ACDF patients in the lowest DCI community had significantly worse MCS-12, VAS neck, and NDI, and in the poorest ADI community had worse MCS-12 and NDI. There were no differences in the magnitude of improvement for any PROM. All indexes performed poorly at predicting surgical outcomes (AUC: 0.467-0.636, all P >0.05). CONCLUSIONS Community-wide SES indexes are not accurate proxies for individual SES. While patients from poorer communities present with worse symptoms, community-level SES is not associated with overall outcomes following spine fusion. Patient-specific factors should be employed when attempting to stratify patients based on SES given the inherent limitations present with these indexes. LEVEL OF EVIDENCE Level III.
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Affiliation(s)
- Mark J Lambrechts
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
- Department of Orthopaedic Surgery, Washington University School of Medicine, St. Louis, MO
| | - Tariq Z Issa
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Yunsoo Lee
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Michael A McCurdy
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Nicholas Siegel
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Gregory R Toci
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Matthew Sherman
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Sydney Baker
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Alexander Becsey
- Department of Orthopaedic Surgery, Drexel University College of Medicine, Philadelphia, PA
| | - Alexander Christianson
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Ruchir Nanavati
- Department of Orthopaedic Surgery, Rowan University School of Osteopathic Medicine, Stratford, NJ
| | - Jose A Canseco
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Alan S Hilibrand
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Alexander R Vaccaro
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Gregory D Schroeder
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
| | - Christopher K Kepler
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA
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Truong BQ, Samuel LT, Goheer HE, Lyon ZT, Carmouche JJ. Racial disparities in anterior cervical discectomy and fusion: an analysis of 67,621 patients. Spine J 2025:S1529-9430(25)00173-1. [PMID: 40154639 DOI: 10.1016/j.spinee.2025.03.024] [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: 08/13/2024] [Revised: 03/08/2025] [Accepted: 03/23/2025] [Indexed: 04/01/2025]
Abstract
BACKGROUND CONTEXT Racial disparities have been demonstrated in the analysis of perioperative outcomes in minority populations in the field of spine surgery when compared to nonminorities. However, there are limited studies investigating the role of racial disparities in cervical spine surgery in a recent, large patient sample. PURPOSE We assessed race and ethnicity as an independent risk factor in outcome disparities following anterior cervical discectomy and fusion (ACDF) among Black or African American (AA), Asian or Pacific Islander (AP), Hispanic (HA), and Native American or Alaska Native (NA) patients compared to White or Caucasian (CA) patients. STUDY DESIGN/SETTING A retrospective cohort, large multicenter database study. PATIENT SAMPLE The American College of Surgeons National Surgical Quality Improvement Program database was queried for ACDFs from 2011 to 2021 by Common Procedural Terminology codes (22551, 22552, 22585, and 22554). Patients were categorized into five cohorts based on race and ethnicity: Asian American or Pacific Islander, Black or African American, Hispanic, Native American or Alaskan Native, and White or Caucasian. OUTCOME MEASURES The outcome measures for this study were surgical complications, perioperative, and postoperative outcomes within 30-days postoperative. METHODS Baseline characteristics were analyzed using analysis of variance (ANOVA) for continuous variables or chi-squared test for categorical variables with Bonferroni correction. Controlling for racial demographic and comorbidity differences via model selection by Akaike information criterion by backward stepwise regression, race and ethnicity were isolated as possible independent risk factors for short-term patient outcomes. RESULTS 67621 patients (54679 CA, 7358 AA, 1429 AP, 399 NA, and 3756 HA) were included in this study. AA race was an independent risk factor for medical complications (OR: 1.330, 95% CI [1.137-1.549], p < .001), operative time (β: 12.162 minutes, 95% CI [10.565-13.758], p < .001), length of stay (β: 0.514 days, 95% CI [0.431-0.597], p < .001), postoperative discharge time (β: 0.439 days, 95% CI [0.388-0.491], p < 0.001), 30-day reoperation (OR: 1.379, 95% CI [1.142-1.654], p < .001), and a nonhome discharge destination (OR: 2.256, 95% CI [2.022-2.514], p < .001). AP race was an independent risk factor for operative time (β: 14.293 minutes, 95% CI [10.854-17.732], p < .001). HA ethnicity was an independent risk factor for a nonhome discharge destination (OR: 1.395, 95% CI [1.171-1.652], p < .001). CONCLUSIONS Compared to CA patients, AA, AP, HA, and NA ACDF patients experience greater comorbidity burden and/or unfavorable 30-day surgical outcomes. These findings support the need for the exploration of interdisciplinary care focused on addressing known causes of disparities in minority patients. Future studies should account for social determinants of health by race and ethnicity to identify additional factors that may contribute to higher rates of complications.
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Affiliation(s)
- Brian Q Truong
- Edward Via College of Osteopathic Medicine, 2265 Kraft Drive, Blacksburg, Virginia, 24060, USA
| | - Linsen T Samuel
- Department of Orthopaedic Surgery, Institute for Orthopaedics and Neurosciences, 2331 Franklin Road Southwest, Roanoke, Virginia, 24014, USA; Department of Orthopaedic Surgery, Larkin Community Hospital, 7031 SW 62nd Avenue, Miami, Florida, 33143, USA
| | - Haseeb E Goheer
- Virginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, Virginia, 24016, USA
| | - Zachary T Lyon
- Department of Orthopaedic Surgery, Institute for Orthopaedics and Neurosciences, 2331 Franklin Road Southwest, Roanoke, Virginia, 24014, USA; Virginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, Virginia, 24016, USA
| | - Jonathan J Carmouche
- Department of Orthopaedic Surgery, Institute for Orthopaedics and Neurosciences, 2331 Franklin Road Southwest, Roanoke, Virginia, 24014, USA; Virginia Tech Carilion School of Medicine, 2 Riverside Circle, Roanoke, Virginia, 24016, USA.
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Opara OA, Narayanan R, Issa T, Tarawneh OH, Lee Y, Patrizio HA, Glover A, Brown B, McCormick C, Kurd MF, Kaye ID, Canseco JA, Hilibrand AS, Vaccaro AR, Kepler CK, Schroeder GD. Socioeconomic Status Impacts Length of Stay and Nonhome Discharge Disposition After Posterior Cervical Decompression and Fusion. Spine (Phila Pa 1976) 2025; 50:E22-E28. [PMID: 39175429 DOI: 10.1097/brs.0000000000005125] [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: 05/28/2024] [Accepted: 06/22/2024] [Indexed: 08/24/2024]
Abstract
STUDY DESIGN Retrospective cohort study. OBJECTIVE To examine how community-level economic disadvantage impacts short-term outcomes following posterior cervical decompression and fusion (PCDF) for cervical spondylotic myelopathy. SUMMARY OF BACKGROUND DATA The effects of socioeconomic factors, measured by the Distress Community Index (DCI), on postoperative outcomes after PCDF are underexplored. By understanding the impact of socioeconomic status (SES) on PCDF outcomes, disparities in care can be addressed. MATERIALS AND METHODS Retrospective review of 554 patients who underwent PCDF for cervical spondylotic myelopathy between 2017 and 2022. SES was assessed using DCI obtained from patient zip codes. Patients were stratified into quintiles from Prosperous to Distressed based on DCI. Bivariate analyses and multivariate regressions were performed to evaluate the associations between social determinants of health and surgical outcomes, including length of stay, home discharge, complications, and readmissions. RESULTS Patients living in at-risk/distressed communities were more likely to be Black (53.3%). Patients living in at-risk/distressed communities had the longest hospitalization (6.24 d vs. prosperous: 3.92, P =0.006). Significantly less at-risk/distressed patients were discharged home without additional services (37.3% vs. mid-tier: 52.5% vs. comfortable: 53.4% vs. prosperous: 56.4%, P <0.001). On multivariate analysis, residing in an at-risk/distressed community was independently associated with nonhome discharge [odds ratio (OR): 2.28, P =0.007] and longer length of stay (E:1.54, P =0.017). CONCLUSIONS Patients from socioeconomically disadvantaged communities experience longer hospitalizations and are more likely to be discharged to a rehabilitation or skilled nursing facility following PCDF. Social and economic barriers should be addressed as part of presurgical counseling and planning in elective spine surgery to mitigate these disparities and improve the quality and value of health care delivery, regardless of socioeconomic status.
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Affiliation(s)
- Olivia A Opara
- Rothman Orthopaedic Institute, Thomas Jefferson University
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Dondapati A, Zaronias C, Tran JN, Fowler CC, Carroll TJ, Mahmood B. Timing of Carpal Tunnel Syndrome Treatment Based on Social Deprivation. Cureus 2024; 16:e75894. [PMID: 39822423 PMCID: PMC11737865 DOI: 10.7759/cureus.75894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/17/2024] [Indexed: 01/19/2025] Open
Abstract
INTRODUCTION This study sought to investigate the impact of the area deprivation index (ADI) on the treatment timeline from carpal tunnel syndrome (CTS) to carpal tunnel release (CTR). We hypothesize that increased social deprivation will correlate with increased time between care milestones from presentation to surgery. METHODS This is a retrospective review of patients diagnosed with CTS who underwent CTR at a single academic institution. Variables including gender, race, ethnicity, smoking status, medical comorbidities, ADI, timing of visits and surgery, and electrodiagnostic (EDX) studies were collected. The analysis included univariate chi-square tests, ANOVA, and multivariate linear and logistic regressions. RESULTS In total, 501 patients were divided by ADI national percentiles from least to most deprived tertiles. Univariate analysis demonstrated increased time from EDX to CTR comparing the least and most deprived tertiles (52 days vs. 95 days). On multivariate analysis, this correlation was no longer significant. Multivariate analysis also revealed a non-significant trend towards least deprived ADI correlating with a trial of corticosteroid injections. Injections prior to surgery correlated with an increased time from EDX to CTR and time from initial presentation to CTR. A diagnosis of severe CTS on EDX correlated with a decreased likelihood of corticosteroid injections. CONCLUSIONS Although previous studies have demonstrated mixed outcome results in CTS, we found that social deprivation does not correlate with delays in the treatment timeline. Factors other than delays in the treatment timeline may be contributing to the potentially worse outcomes in CTS patients with greater social deprivation.
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Affiliation(s)
- Akhil Dondapati
- Department of Orthopedic Surgery, University of Rochester Medical Center, Rochester, USA
| | - Callista Zaronias
- Department of Orthopedic Surgery, University of Rochester Medical Center, Rochester, USA
| | - Janet N Tran
- Department of Orthopedic Surgery, University of Rochester Medical Center, Rochester, USA
| | - Cody C Fowler
- Department of Orthopedic Surgery, University of Rochester Medical Center, Rochester, USA
| | - Thomas J Carroll
- Department of Orthopedic Surgery, University of Rochester Medical Center, Rochester, USA
| | - Bilal Mahmood
- Department of Orthopedic Surgery, University of Rochester Medical Center, Rochester, USA
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Khan AMA, Quiceno E, Soliman MAR, Elbayomy AM, Malueg MD, Aguirre AO, Greisman JD, Kuo CC, Whelan TJ, Im J, Levy HW, Nichol REM, Khan A, Pollina J, Mullin JP. Association Between Median Household Income and Perioperative Outcomes of Lumbar Spinal Fusion: An Analysis of the National Inpatient Sample (2009-2020). World Neurosurg 2024; 192:e318-e331. [PMID: 39326665 DOI: 10.1016/j.wneu.2024.09.096] [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: 08/22/2024] [Accepted: 09/18/2024] [Indexed: 09/28/2024]
Abstract
BACKGROUND Relationships between low socioeconomic status and surgical outcomes are well established for certain procedures. However, scant literature has focused on relationships between median household income and lumbar fusion outcomes. METHODS Patients who underwent fusion procedures between January 1, 2009 and December 31, 2020 were identified from the National Inpatient Sample database. They were categorized into 4 quartiles, from lowest to highest, based on median household incomes in respective zip codes. We applied univariable and multivariable linear and logistic regression models to analyze perioperative data according to income quartiles. RESULTS We included 2,826,396 patients. In multivariable regression, patients in the 3 lowest income quartiles exhibited higher rates of in-hospital cardiac events perioperatively, with odds ratios (ORs) of 1.19 (95% confidence interval [CI]1.13-1.26, P < 0.001), 1.10 (95% CI 1.05-1.16, P < 0.001), and 1.06 (95% CI 1.01-1.12, P = 0.011) for the first, second, and third quartiles, respectively. Patients in the lowest income (first) quartile had a higher occurrence of perioperative urinary complications (OR = 1.07, 95% CI 1.03-1.12, P = 0.001), systemic infectious complications (OR = 1.17, 95% CI 1.04-1.32, P = 0.006), neurological deficit (OR = 1.17, 95% CI 1.06-1.30, P = 0.002), and wound infections (OR = 1.22, 95% CI 1.12-1.34, P < 0.001). Those in the 3 lowest income quartiles were less likely to experience respiratory, gastrointestinal, and venous thrombotic complications (P < 0.05). The lowest income quartile had protective associations for dural tears (OR 0.93, 95% CI 0.89-0.99, P = 0.038) and postprocedure anemia across all 3 lower quartiles, with OR < 1 and P < 0.001. CONCLUSIONS Reduced household income significantly affected perioperative outcomes after lumbar fusion and should be taken into consideration during the perioperative period.
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Affiliation(s)
- Ali M A Khan
- Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA
| | - Esteban Quiceno
- Department of Neurosurgery, Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA; Department of Neurosurgery, Buffalo General Medical Center, Kaleida Health, Buffalo, New York, USA
| | - Mohamed A R Soliman
- Department of Neurosurgery, Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA; Department of Neurosurgery, Buffalo General Medical Center, Kaleida Health, Buffalo, New York, USA; Department of Neurosurgery, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Ahmed M Elbayomy
- Department of Neurological Surgery, University of Wisconsin School of Medicine and Public Health, Madison, USA
| | - Megan D Malueg
- Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA
| | - Alexander O Aguirre
- Department of Neurosurgery, Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA; Department of Neurosurgery, Buffalo General Medical Center, Kaleida Health, Buffalo, New York, USA
| | - Jacob D Greisman
- Department of Neurosurgery, Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA; Department of Neurosurgery, Buffalo General Medical Center, Kaleida Health, Buffalo, New York, USA
| | - Cathleen C Kuo
- Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA
| | - Timothy J Whelan
- Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA
| | - Justin Im
- Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA
| | - Hannon W Levy
- The George Washington University School of Medicine and Health Sciences, Seattle, Washington, USA
| | | | - Asham Khan
- Department of Neurosurgery, Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA; Department of Neurosurgery, Buffalo General Medical Center, Kaleida Health, Buffalo, New York, USA
| | - John Pollina
- Department of Neurosurgery, Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA; Department of Neurosurgery, Buffalo General Medical Center, Kaleida Health, Buffalo, New York, USA
| | - Jeffrey P Mullin
- Department of Neurosurgery, Jacobs School of Medicine and Biomedical Sciences at University at Buffalo, Buffalo, New York, USA; Department of Neurosurgery, Buffalo General Medical Center, Kaleida Health, Buffalo, New York, 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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Peterman N, Shivdasani K, Naik A, Dharnipragada R, Harrop J, Vaccaro AR, Arnold PM. Geospatial Evaluation of Disparities in Access to Cervical Spine Fusion in Metropolitan Areas Across the United States. Clin Spine Surg 2024; 37:E208-E215. [PMID: 38158598 DOI: 10.1097/bsd.0000000000001564] [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: 03/28/2023] [Accepted: 11/29/2023] [Indexed: 01/03/2024]
Abstract
STUDY DESIGN Retrospective study with epidemiologic analysis of public Medicare data. OBJECTIVE The purpose of this study is to use geospatial analysis to identify disparities in access to cervical spine fusions in metropolitan Medicare populations. SUMMARY OF BACKGROUND DATA Cervical spine fusion is among the most common elective procedures performed by spine surgeons and is the most common surgical intervention for degenerative cervical spine disease. Although some studies have examined demographic and socioeconomic trends in cervical spine fusion, few have attempted to identify where disparities exist and quantify them at a community level. METHODS Center for Medicare and Medicaid Services physician billing and Medicare demographic data sets from 2013 to 2020 were filtered to contain only cervical spine fusion procedures and then combined with US Census socioeconomic data. The Moran Index geospatial clustering algorithm was used to identify statistically significant hotspot and coldspots of cervical spine fusions per 100,000 Medicare members at a county level. Univariate and multivariate analysis was subsequently conducted to identify demographic and socioeconomic factors that are associated with access to care. RESULTS A total of 285,405 cervical spine fusions were analyzed. Hotspots of cervical spine fusion were located in the South, while coldspots were throughout the Northern Midwest, the Northeast, South Florida, and West Coast. The percent of Medicare patients that were Black was the largest negative predictor of cervical spine fusions per 100,000 Medicare members ( β =-0.13, 95% CI: -0.16, -0.10). CONCLUSIONS Barriers to access can have significant impacts on health outcomes, and these impacts can be disproportionately felt by marginalized groups. Accounting for socioeconomic disadvantage and geography, this analysis found the Black race to be a significant negative predictor of access to cervical spine fusions. Future studies are needed to further explore potential socioeconomic barriers that exist in access to specialized surgical care. LEVEL OF EVIDENCE Level III-retrospective.
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Affiliation(s)
- Nicholas Peterman
- Carle Illinois College of Medicine, University of Illinois Urbana Champaign, Champaign
| | - Krishin Shivdasani
- Carle Illinois College of Medicine, University of Illinois Urbana Champaign, Champaign
- Department of Orthopaedic Surgery & Rehabilitation, Loyola Medicine, Maywood IL
| | - Anant Naik
- Carle Illinois College of Medicine, University of Illinois Urbana Champaign, Champaign
- Department of Neurosurgery, University of Minnesota Twin-Cities, Minneapolis MN
| | - Rajiv Dharnipragada
- Department of Neurosurgery, University of Minnesota Twin-Cities, Minneapolis MN
| | - James Harrop
- Department of Neurosurgery, Thomas Jefferson Hospital
| | - Alexander R Vaccaro
- Department of Orthopedic Surgery, Rothman Orthopedic Institute, Philadelphia PA
| | - Paul M Arnold
- Carle Illinois College of Medicine, University of Illinois Urbana Champaign, Champaign
- Department of Neurosurgery, Carle Foundation Hospital, Urbana IL
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Touponse G, Theologitis M, Beach I, Rangwalla T, Li G, Zygourakis C. Socioeconomic Influence on Cervical Fusion Outcomes. Clin Spine Surg 2024; 37:E65-E72. [PMID: 37691156 DOI: 10.1097/bsd.0000000000001533] [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: 08/29/2022] [Accepted: 08/10/2023] [Indexed: 09/12/2023]
Abstract
STUDY DESIGN A retrospective observational study. OBJECTIVE The aim of this study was to compare postoperative outcomes following cervical fusion based on socioeconomic status (SES) variables including race, education, net worth, and homeownership status. SUMMARY OF BACKGROUND DATA Previous studies have demonstrated the effects of patient race and income on outcomes following cervical fusion procedures. However, no study to date has comprehensively examined the impact of multiple SES variables. We hypothesized that race, education, net worth, and homeownership influence important outcomes following cervical fusion. MATERIALS AND METHODS Optum's de-identified Clinformatics Data Mart (CDM) database was queried for patients undergoing first-time inpatient cervical fusion from 2003 to 2021. Patient demographics, SES variables, and the Charlson comorbidity index were obtained. Primary outcomes were hospital length of stay and 30-day rates of reoperation, readmission, and postoperative complications. Secondary outcomes included postoperative emergency room visits, discharge status, and total hospital charges. RESULTS A total of 111,914 patients underwent cervical spinal fusion from 2003 to 2021. Multivariate analysis revealed that after controlling for age, sex, and Charlson comorbidity index, Black race was associated with a higher rate of 30-day readmissions [odds ratio (OR): 1.11, 95% CI: 1.03-1.20]. Lower net worth (vs. >$500K) and renting (vs. owning a home) were significantly associated with both higher rates of 30-day readmissions (OR: 1.29, 95% CI: 1.17-1.41; OR: 1.34, 95% CI: 1.22-1.49), and emergency room visits (OR: 1.29, 95% CI: 1.18-1.42; OR: 1.11, 95% CI: 1.00-1.23). Lower net worth (vs. >$500K) was also associated with increased complications (OR: 1.22, 95% CI: 1.14-1.31). CONCLUSION Socioeconomic variables, including patient race, education, and net worth, influence postoperative metrics in cervical spinal fusion surgery. Future studies should focus on developing and implementing targeted interventions based on patient SES to reduce disparity.
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Affiliation(s)
- Gavin Touponse
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA
| | | | - Isidora Beach
- Dell Medical School at The University of Texas at Austin, Austin, TX
| | - Taiyeb Rangwalla
- Dell Medical School at The University of Texas at Austin, Austin, TX
| | - Guan Li
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA
| | - Corinna Zygourakis
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, CA
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McCurdy M, Narayanan R, Tarawneh O, Lee Y, Sherman M, Ezeonu T, Carter M, Canseco JA, Hilibrand AS, Vaccaro AR, Kepler CK, Schroeder GD. In-hospital mortality trends after surgery for traumatic thoracolumbar injury: A national inpatient sample database study. BRAIN & SPINE 2024; 4:102777. [PMID: 38465282 PMCID: PMC10924174 DOI: 10.1016/j.bas.2024.102777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Revised: 02/13/2024] [Accepted: 02/22/2024] [Indexed: 03/12/2024]
Abstract
Introduction Given the increasing incidence of traumatic thoracolumbar injuries in recent years, studies have sought to investigate potential risk factors for outcomes in these patients. Research question The aim of this study was to investigate trends and risk factors for in-hospital mortality after fusion for traumatic thoracolumbar injury. Materials and methods Patients undergoing thoracolumbar fusion after traumatic injury were queried from the National Inpatient Sample (NIS) from 2012 to 2017. Analysis was performed to identify risk factors for inpatient mortality after surgery. Results Patients in 2017 were on average older (51.0 vs. 48.5, P = 0.004), had more admitting diagnoses (15.5 vs. 10.7, p < 0.001), were less likely to be White (75.8% vs. 81.2%, p = 0.006), were from a ZIP code with a higher median income quartile (Quartile 1: 31.4% vs. 28.6%, p = 0.011), and were more likely to have Medicare as a primary payer (22.9% vs. 30.1%, p < 0.001). Bivariate analysis of demographics and surgical characteristics demonstrated that patients in the in-hospital mortality group (n = 90) were older (70.2 vs. 49.6, p < 0.001), more likely to be male (74.4% vs. 62.8%, p = 0.031), had a great number of admitted diagnoses (21.3 vs. 12.7, p < 0.001), and were more likely to be insured by Medicare (70.0% vs. 27.0%, p < 0.001). Multivariate regression analysis found age (OR 1.06, p < 0.001) and Black race (OR 3.71, p = 0.007) were independently associated with in-hospital mortality. Conclusion Our study of nationwide, traumatic thoracolumbar fusion procedures from 2012 to 2017 in the NIS database found older, black patients were at increased risk for in-hospital mortality after surgery.
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Affiliation(s)
- Michael McCurdy
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Rajkishen Narayanan
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Omar Tarawneh
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Yunsoo Lee
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Matthew Sherman
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Teeto Ezeonu
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Michael Carter
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Jose A Canseco
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Alan S Hilibrand
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Alexander R Vaccaro
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Christopher K Kepler
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
| | - Gregory D Schroeder
- Department of Orthopaedic Surgery, Rothman Orthopaedic Institute at Thomas Jefferson University Hospital, Philadelphia, PA, USA
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Ghali A, Prabhakar G, Momtaz D, Ahmad F, Abbas A, Shamim M, Issa M, Bora V, Chaput C. Preoperative Dehydration Predicts Adverse Events Following Anterior Cervical Discectomy and Fusion. Int J Spine Surg 2023; 17:835-842. [PMID: 37770192 PMCID: PMC10753349 DOI: 10.14444/8544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/03/2023] Open
Abstract
BACKGROUND Anterior cervical discectomy and fusion (ACDF) is a common procedure for neck arthritis, typically alleviating pain and improving function. Preoperative dehydration has been correlated with postoperative infection, acute renal failure, deep vein thrombosis, and increased hospital length of stay. However, some studies have suggested that preoperative dehydration has a minimal relationship with postoperative outcomes, specifically in arthroplasty and lumbar surgery candidates. METHODS Patients who underwent ACDF from 2015 to 2020 as part of the American College of Surgeons National Surgical Quality Improvement Program database were identified. We excluded patients who presented with acute trauma. Dehydration was determined using the accepted definition of preoperative blood urea nitrogen to creatinine ratio greater than 20. Lengths of stay and 30-day postoperative adverse events were compared between dehydrated and nondehydrated cohorts, adjusting for baseline features using standard multivariate regression. RESULTS We identified 14,932 patients, and 4206 (28.1%) of whom were preoperatively dehydrated. Dehydrated patients had significantly higher odds of wound, hematological, and pulmonary complications; Clavien-Dindo grade IV, delayed length of stay (>5 days); and a lower likelihood of being discharged home (P < 0.005), even after controlling for demographic features (eg, sex, age, body mass index, race, and ethnicity). Furthermore, linear regression suggested an overall half-day increased length of hospital stay for dehydrated patients (95% CI [0.36, 0.60], P < 0.001). CONCLUSION Preoperative dehydration is common among ACDF surgery patients and appears to correlate with an increased risk of postoperative complications and prolonged length of hospital stay. Evaluation of a patient's hydration status from standard preoperative laboratory metrics can be employed for risk stratification, patient counseling, and timing of ACDF surgeries. LEVEL OF EVIDENCE: 3
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Affiliation(s)
- Abdullah Ghali
- Department of Orthopedics, Baylor College of Medicine, Houston, TX, USA
| | - Gautham Prabhakar
- Department of Orthopedics, UT Health San Antonio, San Antonio, TX, USA
| | - David Momtaz
- Department of Orthopedics, UT Health San Antonio, San Antonio, TX, USA
| | - Farhan Ahmad
- Department of Orthopedics, Rush University Medical Center, Chicago, IL, USA
| | - Adam Abbas
- Department of Orthopedics, Baylor College of Medicine, Houston, TX, USA
| | - Muhammad Shamim
- Department of Orthopedics, Baylor College of Medicine, Houston, TX, USA
| | - Mahmoud Issa
- Department of Orthopedics, Baylor College of Medicine, Houston, TX, USA
| | - Varun Bora
- Department of Orthopedics, Baylor College of Medicine, Houston, TX, USA
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Touponse G, Li G, Rangwalla T, Beach I, Zygourakis C. Socioeconomic Effects on Lumbar Fusion Outcomes. Neurosurgery 2023; 92:905-914. [PMID: 36606803 PMCID: PMC10158874 DOI: 10.1227/neu.0000000000002322] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Accepted: 10/21/2022] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Recent studies suggest that socioeconomic status (SES) influences outcomes after spinal fusion. The influence of SES on postoperative outcomes is increasingly relevant as rates of lumbar fusion rise. OBJECTIVE To determine the influence of SES variables including race, education, net worth, and homeownership on postoperative outcomes. METHODS Optum's deidentified Clinformatics Data Mart Database was used to conduct a retrospective review of SES variables for patients undergoing first-time, inpatient lumbar fusion from 2003 to 2021. Primary outcomes included hospital length of stay (LOS) and 30-day reoperation, readmission, and postoperative complication rates. Secondary outcomes included postoperative emergency room visits, discharge status, and total hospital charges. RESULTS In total, 217 204 patients were identified. On multivariate analysis, Asian, Black, and Hispanic races were associated with increased LOS (Coeff. [coefficient] 0.92, 95% CI 0.68-1.15; Coeff. 0.61, 95% CI 0.51-0.71; Coeff. 0.43, 95% CI 0.32-0.55). Less than 12th grade education (vs greater than a bachelor's degree) was associated with increased odds of reoperation (OR [odds ratio] 1.88, 95% CI 1.03-3.42). Decreased net worth was associated with increased odds of readmission (OR 1.32, 95% CI 1.25-1.40) and complication (OR 1.14, 95% CI 1.10-1.20). Renting a home (vs homeownership) was associated with increased LOS, readmissions, and total charges (Coeff. 0.30, 95% CI 0.17-0.43; OR 1.19, 95% CI 1.11-1.30; Coeff. 13 200, 95% CI 9000-17 000). CONCLUSION Black race, less than 12th grade education, <$25K net worth, and lack of homeownership were associated with poorer postoperative outcomes and increased costs. Increasing perioperative support for patients with these sociodemographic risk factors may improve postoperative outcomes.
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Affiliation(s)
- Gavin Touponse
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, California, USA
| | - Guan Li
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, California, USA
| | - Taiyeb Rangwalla
- Department of Neurosurgery, Dell Medical School, The University of Texas at Austin, Austin, Texas, USA
| | - Isidora Beach
- University of Vermont Larner College of Medicine, Burlington, Vermont, USA
| | - Corinna Zygourakis
- Department of Neurosurgery, Stanford University School of Medicine, Stanford, California, USA
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12
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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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13
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Sequeira SB, Boucher HR. Payor Type is Associated With Increased Rates of Reoperation and Health-care Utilization Following Unicompartmental Knee Arthroplasty: A National Database Study. Arthroplast Today 2022; 19:101074. [PMID: 36605496 PMCID: PMC9807856 DOI: 10.1016/j.artd.2022.101074] [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: 09/12/2022] [Revised: 11/19/2022] [Accepted: 11/25/2022] [Indexed: 12/28/2022] Open
Abstract
Background Unicompartmental knee arthroplasty (UKA) is a common orthopedic procedure with overall good clinical outcomes; however, more recent literature has identified disparities in treatment access and outcomes based on sociodemographic factors. There is a paucity of literature examining whether payor type, including Medicare, Medicaid, and commercial insurance types, impacts early medical complications and rates of reoperation following a UKA. Methods Patients with Medicare, Medicaid, or commercial payor type who underwent primary medial or lateral UKA between 2010 and 2019 were identified using a large national database. Ninety-day incidence of emergency department visit and 1-year incidence of revision, revision to arthroplasty, reimbursement, and cost of care were evaluated. Propensity score matching was used to control for patient demographic factors and comorbidities as covariates. Results Medicaid insurance was associated with an increased risk of emergency room visit (odds ratio [OR] 2.77; P < .001), revision surgery (OR 1.85; P < .001), and conversion to total knee arthroplasty (OR 1.50; P = .0292) compared to commercially insured patients. Medicaid insurance was associated with an increased risk of emergency room visit (OR 3.58; P < .001), revision surgery (OR 1.97; P < .001), and conversion to total knee arthroplasty (OR 1.80; P = .003). Medicaid patients were associated with a higher overall cost of care and lower reimbursement than commercial and Medicare patients (P < .001 and P < .001, respectively). Conclusions These findings demonstrate that payor type is associated with increased rates of reoperation and health-care utilization following UKA despite controlling for covariates. Additional work is required to understand the complex relationship between socioeconomic status and outcomes to ensure appropriate health-care access for all patients and pursue appropriate risk stratification. Level of Evidence III, retrospective chart review.
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Affiliation(s)
- Sean B. Sequeira
- Corresponding author. Department of Orthopaedic Surgery, MedStar Union Memorial Hospital, 3333 North Calvert, Street, Suite 400, Baltimore, MD 21218, USA. Tel.: +1 804 916 0847.
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14
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Patients From Socioeconomically Distressed Communities Experience Similar Clinical Improvements Following Anterior Cervical Discectomy and Fusion. Spine (Phila Pa 1976) 2022; 47:1701-1709. [PMID: 35960599 DOI: 10.1097/brs.0000000000004455] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Accepted: 07/25/2022] [Indexed: 02/01/2023]
Abstract
STUDY DESIGN Retrospective cohort. OBJECTIVES The aim was to compare patient-reported outcome measures (PROMs) following anterior cervical discectomy and fusion (ACDF) when categorizing patients based on socioeconomic status. Secondarily, we sought to compare PROMs based on race. SUMMARY OF BACKGROUND DATA Social determinants of health are believed to affect outcomes following spine surgery, but there is limited literature on how combined socioeconomic status metrics affect PROMs following ACDF. MATERIALS AND METHODS The authors identified patients who underwent primary elective one-level to four-level ACDF from 2014 to 2020. Patients were grouped based on their distressed community index (DCI) quintile (Distressed, At-Risk, Mid-tier, Comfortable, and Prosperous) and then race (White or Black). Multivariate regression for ∆PROMs was performed based on DCI group and race while controlling for baseline demographics and surgical characteristics. RESULTS Of 1204 patients included in the study, all DCI groups improved across all PROMs, except mental health component score (MCS-12) for the Mid-tier group ( P =0.091). Patients in the Distressed/At-Risk group had worse baseline MCS-12, visual analog scale (VAS) Neck, and neck disability index (NDI). There were no differences in magnitude of improvement between DCI groups. Black patients had significantly worse baseline VAS Neck ( P =0.002) and Arm ( P =0.012) as well as worse postoperative MCS-12 ( P =0.016), PCS-12 ( P =0.03), VAS Neck ( P <0.001), VAS Arm ( P =0.004), and NDI ( P <0.001). Multivariable regression analysis did not identify any of the DCI groupings to be significant independent predictors of ∆PROMs, but being White was an independent predictor of greater improvement in ∆PCS-12 (β=3.09, P =0.036) and ∆NDI (β=-7.32, P =0.003). CONCLUSIONS All patients experienced clinical improvements regardless of DCI or race despite patients in Distressed communities and Black patients having worse preoperative PROMs. Being from a distressed community was not an independent predictor of worse improvement in any PROMs, but Black patients had worse improvement in NDI compared with White patients. LEVEL OF EVIDENCE 3.
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15
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Gowd AK, Agarwalla A, Beck EC, Derman PB, Yasmeh S, Albert TJ, Liu JN. Prediction of Admission Costs Following Anterior Cervical Discectomy and Fusion Utilizing Machine Learning. Spine (Phila Pa 1976) 2022; 47:1549-1557. [PMID: 36301923 DOI: 10.1097/brs.0000000000004436] [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: 03/12/2022] [Accepted: 05/09/2022] [Indexed: 02/01/2023]
Abstract
STUDY DESIGN Retrospective case series. OBJECTIVE Predict cost following anterior cervical discectomy and fusion (ACDF) within the 90-day global period using machine learning models. BACKGROUND The incidence of ACDF has been increasing with a disproportionate decrease in reimbursement. As bundled payment models become common, it is imperative to identify factors that impact the cost of care. MATERIALS AND METHODS The Nationwide Readmissions Database (NRD) was accessed in 2018 for all primary ACDFs by the International Classification of Diseases 10th Revision (ICD-10) procedure codes. Costs were calculated by utilizing the total hospital charge and each hospital's cost-to-charge ratio. Hospital characteristics, such as volume of procedures performed and wage index, were also queried. Readmissions within 90 days were identified, and cost of readmissions was added to the total admission cost to represent the 90-day healthcare cost. Machine learning algorithms were used to predict patients with 90-day admission costs >1 SD from the mean. RESULTS There were 42,485 procedures included in this investigation with an average age of 57.7±12.3 years with 50.6% males. The average cost of the operative admission was $24,874±25,610, the average cost of readmission was $25,371±11,476, and the average total cost was $26,977±28,947 including readmissions costs. There were 10,624 patients who were categorized as high cost. Wage index, hospital volume, age, and diagnosis-related group severity were most correlated with the total cost of care. Gradient boosting trees algorithm was most predictive of the total cost of care (area under the curve=0.86). CONCLUSIONS Bundled payment models utilize wage index and diagnosis-related groups to determine reimbursement of ACDF. However, machine learning algorithms identified additional variables, such as hospital volume, readmission, and patient age, that are also important for determining the cost of care. Machine learning can improve cost-effectiveness and reduce the financial burden placed upon physicians and hospitals by implementing patient-specific reimbursement.
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Affiliation(s)
- Anirudh K Gowd
- Department of Orthopaedic Surgery, Wake Forest University Baptist Medical Center, Winston-Salem, NC
| | - Avinesh Agarwalla
- Department of Orthopedic Surgery, Westchester Medical Center, Valhalla, NY
| | - Edward C Beck
- Department of Orthopaedic Surgery, Wake Forest University Baptist Medical Center, Winston-Salem, NC
| | | | - Siamak Yasmeh
- Department of Orthopedic Surgery, Loma Linda University Medical Center, Loma Linda, CA
| | - Todd J Albert
- Department of Orthopedic Surgery, Weill Cornell Medical College, Hospital for Special Surgery, New York, NY
| | - Joseph N Liu
- USC Epstein Family Center for Sports Medicine, Keck Medicine of USC, Los Angeles, CA
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16
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Spirollari E, Vazquez S, Das A, Wang R, Ampie L, Carpenter AB, Zeller S, Naftchi AF, Beaudreault C, Ming T, Thaker A, Vaserman G, Feldstein E, Dominguez JF, Kazim SF, Al-Mufti F, Houten JK, Kinon MD. Characteristics of Patients Selected for Surgical Treatment of Spinal Meningioma. World Neurosurg 2022; 165:e680-e688. [PMID: 35779754 DOI: 10.1016/j.wneu.2022.06.121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 06/23/2022] [Accepted: 06/23/2022] [Indexed: 12/14/2022]
Abstract
BACKGROUND Spinal meningiomas are benign extra-axial tumors that can present with neurological deficits. Treatment partly depends on the degree of disability as there is no agreed-upon patient selection algorithm at present. We aimed to elucidate general patient selection patterns in patients undergoing surgery for spinal meningioma. METHODS Data for patients with spinal tumors admitted between 2016 and 2019 were extracted from the U.S. Nationwide Inpatient Sample. We identified patients with a primary diagnosis of spinal meningioma (using International Classification of Disease, 10th revision codes) and divided them into surgical and nonsurgical treatment groups. Patient characteristics were evaluated for intergroup differences. RESULTS Of 6395 patients with spinal meningioma, 5845 (91.4%) underwent surgery. Advanced age, nonwhite race, obesity, diabetes mellitus, chronic renal failure, and anticoagulant/antiplatelet use were less prevalent in the surgical group (all P < 0.001). The only positive predictor of surgical treatment was elective admission status (odds ratio, 3.166; P < 0.001); negative predictors were low income, Medicaid insurance, anxiety, obesity, and plegia. Patients with bowel-bladder dysfunction, plegia, or radiculopathy were less likely to undergo surgical treatment. The surgery group was less likely to experience certain complications (deep vein thrombosis, P < 0.001; pulmonary embolism, P = 0.002). Increased total hospital charges were associated with nonwhite race, diabetes, depression, obesity, myelopathy, plegia, and surgery. CONCLUSIONS Patients treated surgically had a decreased incidence of complications, comorbidities, and Medicaid payer status. A pattern of increased utilization of health care resources and spending was also observed in the surgery group. The results indicate a potentially underserved population of patients with spinal meningioma.
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Affiliation(s)
| | - Sima Vazquez
- New York Medical College, Valhalla, New York, USA
| | - Ankita Das
- New York Medical College, Valhalla, New York, USA
| | - Richard Wang
- New York Medical College, Valhalla, New York, USA
| | - Leonel Ampie
- Department of Neurosurgery, University of Virginia, Charlottesville, Virginia, USA
| | - Austin B Carpenter
- Department of Neurosurgery, Westchester Medical Center, New York Medical College, Valhalla, New York, USA
| | - Sabrina Zeller
- Department of Neurosurgery, Westchester Medical Center, New York Medical College, Valhalla, New York, USA
| | | | | | - Tiffany Ming
- New York Medical College, Valhalla, New York, USA
| | - Akash Thaker
- New York Medical College, Valhalla, New York, USA
| | | | - Eric Feldstein
- Department of Neurosurgery, Westchester Medical Center, New York Medical College, Valhalla, New York, USA
| | - Jose F Dominguez
- Department of Neurosurgery, Westchester Medical Center, New York Medical College, Valhalla, New York, USA.
| | - Syed Faraz Kazim
- Department of Neurosurgery, University of New Mexico Hospital, Albuquerque, New Mexico, USA
| | - Fawaz Al-Mufti
- Department of Neurosurgery, Westchester Medical Center, New York Medical College, Valhalla, New York, USA
| | - John K Houten
- Department of Neurosurgery, Maimonides Medical Center, Northwell School of Medicine, Brooklyn, New York, USA
| | - Merritt D Kinon
- Department of Neurosurgery, Westchester Medical Center, New York Medical College, Valhalla, New York, USA
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Singal AK, Kuo YF, Arab JP, Bataller R. Racial and Health Disparities among Cirrhosis-related Hospitalizations in the USA. J Clin Transl Hepatol 2022; 10:398-404. [PMID: 35836764 PMCID: PMC9240250 DOI: 10.14218/jcth.2021.00227] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 08/15/2021] [Accepted: 10/10/2021] [Indexed: 12/04/2022] Open
Abstract
BACKGROUND AND AIMS Alcohol-associated liver disease (ALD) is the most common cause of advanced liver disease worldwide, including in the USA. Alcohol use and cirrhosis mortality is higher in American Indian/Alaska Native (AI/AN) compared to Whites. Data are scanty on ALD as a liver disease etiology in AI/AN compared to other races and ethnicities. METHODS The National Inpatient Sample on 199,748 cirrhosis-related hospitalizations, 14,241 (2,893 AI/AN, 2,893 Whites, 2,882 Blacks, 2,879 Hispanics, and 2,694 Asians or other races) matched 1:1 for race/ethnicity on demographics, insurance, and income quartile of the residence zip code analyzed. RESULTS After controlling for geographic location and hospital type, odds ratio (OR) and 95% confidence interval (CI) for ALD as cirrhosis etiology was higher among admissions in AI/AN vs. Whites [1.55 (1.37-1.75)], vs. Blacks [1.87 (1.65-2.11)], vs. Hispanic [1.89 (1.68-2.13)] and Asians/other races [2.24 (1.98-2.53)]. OR was also higher for AI/AN vs. all other races for alcohol-associated hepatitis (AH) as one of the discharge diagnoses. The findings were similar in a subgroup of 4,649 admissions with decompensated cirrhosis and in a cohort of 350 admissions with acute-on-chronic liver failure as defined by EASL-CLIF criteria. Alcohol use disorder diagnosis was present in 38% of admissions in AI/AN vs. 24-30% in other races, p<0.001. A total of 838 (5.9%) admissions were associated with in-hospital mortality. OR (95% CI) for in-hospital mortality in AI/AN individuals was 34% reduced vs. Blacks [0.66 (0.51-0.84)], but no difference was observed on comparison with other races. CONCLUSIONS ALD, including AH, is the most common etiology among cirrhosis-related hospitalizations in the USA among AI/AN individuals. In-hospital mortality was observed in about 6% of admissions, which was higher for Blacks and similar in other races compared to admissions for AI/AN. Public health policies should be implemented to reduce the burden of advanced ALD among AI/AN individuals.
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Affiliation(s)
- Ashwani K. Singal
- Department of Medicine, University of SD Sanford School of Medicine, Sioux Falls, SD, USA
- Division of Transplant Hepatology, Avera Transplant Institute, Sioux Falls, SD, USA
- Correspondence to: Ashwani K. Singal, University of South Dakota, Sanford School of Medicine, Avera McKennan University Hospital Transplant Institute, Sioux Falls, SD 57105, USA. ORCID: https://orcid.org/0000-0003-1207-3998. Tel: +1-605-322-8545, Fax: +1-605-322-8536, E-mail:
| | - Yong-Fang Kuo
- Department of Biostatistics, University of Texas Medical Branch at Galveston, Galveston, TX, USA
| | - Juan P. Arab
- Departamento de Gastroenterología, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Ramon Bataller
- Division of Gastroenterology and Hepatology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
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Gatto AP, Feeley BT, Lansdown DA. Low socioeconomic status worsens access to care and outcomes for rotator cuff repair: a scoping review. JSES REVIEWS, REPORTS, AND TECHNIQUES 2022; 2:26-34. [PMID: 37588282 PMCID: PMC10426503 DOI: 10.1016/j.xrrt.2021.09.007] [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
Background Poor socioeconomic status (SES) is consistently associated with poor quality of health care, particularly in the field of orthopedics. Expanding insurance coverage has created a larger patient population by specifically making health care more accessible, translating to greater demand for care in the low-SES population. The purpose of this article is to provide a scoping review of literature observing access and outcomes of rotator cuff repair surgery among low-SES populations. Methods We performed a systematic review of articles using PubMed, Embase, and EBSCO (May 2021) from 2010 onward. Peer-reviewed articles that recorded at least one SES measure specific to patients who underwent rotator cuff repair from the United States were included. SES measures were methodically defined as income, occupation, employment, education, and race. All data that aligned with these SES measures were extracted. Results Of the 1009 titles reviewed, 109 studies were screened by abstract, 23 were reviewed in full, and 7 studies met criteria for inclusion. Of the 5 studies investigating access, all 5 found disparities among postoperative physical therapy, orthopedic consult, and surgery, using Medicaid status as a proxy for income in addition to other income measures. Of the 3 studies analyzing outcomes, 2 found that low-SES patients had worse pain and function, again based on Medicaid status and other income measures. Education did not have a significant impact on outcomes, as per the 1 study that included it. No studies included measures of occupation or employment. Conclusion Patients of low SES face reduced access to cuff repair care and worse associated outcomes, despite federal and state government efforts to reduce health care disparity through health care reform. The small nature of this review reflects how measures of SES are often not examined in rotator cuff repair studies.
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Affiliation(s)
- Andrew P. Gatto
- Touro University California, College of Osteopathic Medicine, Vallejo, CA, USA
- Department of Orthopedic Surgery, University of California San Francisco, San Francisco, CA, USA
| | - Brian T. Feeley
- Touro University California, College of Osteopathic Medicine, Vallejo, CA, USA
- Department of Orthopedic Surgery, University of California San Francisco, San Francisco, CA, USA
| | - Drew A. Lansdown
- Touro University California, College of Osteopathic Medicine, Vallejo, CA, USA
- Department of Orthopedic Surgery, University of California San Francisco, San Francisco, CA, USA
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Kerbel YE. CORR Insights®: Is There an Association Between Bundled Payments and "Cherry Picking" and "Lemon Dropping" in Orthopaedic Surgery? A Systematic Review. Clin Orthop Relat Res 2021; 479:2444-2446. [PMID: 34061803 PMCID: PMC8509929 DOI: 10.1097/corr.0000000000001836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/18/2021] [Accepted: 05/03/2021] [Indexed: 01/31/2023]
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Singal AK, Arsalan A, Dunn W, Arab JP, Wong RJ, Kuo YF, Kamath PS, Shah VH. Alcohol-associated liver disease in the United States is associated with severe forms of disease among young, females and Hispanics. Aliment Pharmacol Ther 2021; 54:451-461. [PMID: 34247424 DOI: 10.1111/apt.16461] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Revised: 03/12/2021] [Accepted: 05/18/2021] [Indexed: 02/06/2023]
Abstract
BACKGROUND Alcohol use and alcohol-associated liver disease (ALD) burden are increasing in young individuals. AIM To assess host factors associated with this burden. METHODS National Health and Nutrition Examination Survey (NHANES), National Inpatient Sample (NIS), and United Network for Organ Sharing (UNOS) databases (2006-2016) were used to identify individuals with harmful alcohol use, ALD-related admissions, and ALD-related LT listings respectively. RESULTS Of 15 981 subjects in NHANES database, weighted prevalence of harmful alcohol use was 17.7%, 29.3% in <35 years (G1) versus 16.9% in 35-64 years (G2) versus 5.1% in ≥65 years (G3). Alcohol use was about 11 and 4.7 folds higher in G1 and G2 versus G3, respectively. Male gender and Hispanic race associated with harmful alcohol use. Of 593 600 ALD admissions (5%, 77%, and 18% in G1-G3 respectively), acute on chronic liver failure (ACLF) occurred in 7.2%, (7.2 in G2 vs 6.7% in G1 and G3, P < 0.001). After controlling for other variables, ACLF development among ALD hospitalizations was higher by 14% and 10% in G1 and G2 versus G3, respectively. Female gender and Hispanic race were associated with increased ACLF risk by 8% and 17% respectively. Of 20,245 ALD LT listings (3.4%, 84.4%, and 12.2% in G1-G3 respectively), ACLF occurred in 28% candidates. Risk of severe (grade 2 or 3) ACLF was higher by about 1.7 fold in G1, 1.5 fold in females and 20% in Hispanics. CONCLUSION Young age, female gender, and Hispanic race are independently associated with ALD-related burden and ACLF in the United States. If these findings are validated in prospective studies, strategies will be needed to reduce alcohol use in high risk individuals to reduce burden from ALD.
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Affiliation(s)
- Ashwani K Singal
- Department of Internal Medicine, University of South Dakota Sanford School of Medicine, Sioux Falls, SD, USA.,Division of Gastroenterology and Hepatology, Avera Transplant Institute, Sioux Falls, SD, USA
| | - Arshad Arsalan
- Department of Internal Medicine, University of South Dakota Sanford School of Medicine, Sioux Falls, SD, USA
| | - Winston Dunn
- Division of Gastroenterology and Hepatology, Kansas University Medical Center, Kansas City, KS, USA
| | - Juan P Arab
- Departamento de Gastroenterología, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Robert J Wong
- Division of Gastroenterology and Hepatology, Palo Alto VA Medical Center, Stanford University, Stanford, CA, USA
| | - Yong-Fang Kuo
- Department of Biostatistics, University of Texas Medical Branch, Galveston, TX, USA
| | - Patrick S Kamath
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA
| | - Vijay H Shah
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN, USA
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Sosnova M, Zeitlberger AM, Ziga M, Gautschi OP, Regli L, Weyerbrock A, Bozinov O, Stienen MN, Maldaner N. Patients undergoing surgery for lumbar degenerative spinal disorders favor smartphone-based objective self-assessment over paper-based patient-reported outcome measures. Spine J 2021; 21:610-617. [PMID: 33346155 DOI: 10.1016/j.spinee.2020.11.013] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 11/21/2020] [Accepted: 11/26/2020] [Indexed: 02/03/2023]
Abstract
BACKGROUND CONTEXT Smartphone-based applications enable new prospects to monitor symptoms and assess functional outcome in patients with lumbar degenerative spinal disorders. However, little is known regarding patient acceptance and preference towards new modes of digital objective outcome assessment. PURPOSE To assess patient preference of an objective smartphone-based outcome measure compared to conventional paper-based subjective methods of outcome assessment. STUDY DESIGN Prospective observational cohort study. PATIENT SAMPLE Fourty-nine consecutive patients undergoing surgery for lumbar degenerative spinal disorder. OUTCOME MEASURES Patients completed a preference survey to assess different methods of outcome assessment. A 5-level Likert scale ranged from strong disagreement (2 points) over neutral (6 points) to strong agreement (10 points) was used. METHODS Patients self-determined their objective functional impairment using the 6-minute Walking Test application (6WT-app) and completed a set of paper-based patient-reported outcome measures (PROMs) before and 6 weeks after surgery. Patients were then asked to rate the methods of outcome assessment in terms of suitability, convenience, and responsiveness to their symptoms. RESULTS The majority of patients considered the 6WT-app a suitable instrument (median 8.0, interquartile range [IQR] 4.0). Patients found the 6WT more convenient (median 10.0, IQR 2.0) than the Zurich Claudication Questionnaire (ZCQ; median 8.0, IQR 4.0, p=.019) and Core Outcome Measure Index (COMI; median 8.0, IQR 4.0, p=.007). There was good agreement that the 6WT-app detects change in physical performance (8.0, IQR 4.0). 78 % of patients considered the 6WT superior in detecting differences in symptoms (vs. 22% for PROMs). Seventy-six percent of patients would select the 6WT over the other, 18% the ZCQ and 6% the COMI. Eighty-two percent of patients indicated their preference to use a smartphone app for the assessment and monitoring of their spine-related symptoms in the future. CONCLUSIONS Patients included in this study favored the smartphone-based evaluation of objective functional impairment over paper-based PROMs. Involving patients more actively by means of digital technology may increase patient compliance and satisfaction as well as diagnostic accuracy.
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Affiliation(s)
- Marketa Sosnova
- Department of Neurosurgery, Kantonsspital St.Gallen, St. Gallen, Switzerland.
| | | | - Michal Ziga
- Department of Neurosurgery, Kantonsspital St.Gallen, St. Gallen, Switzerland
| | - Oliver P Gautschi
- Neuro- and Spine Center, Hirslanden Clinic St. Anna, Lucerne, Switzerland
| | - Luca Regli
- Department of Neurosurgery, University Hospital Zurich & Clinical Neuroscience Center, University of Zurich, Zurich, Switzerland
| | - Astrid Weyerbrock
- Department of Neurosurgery, Kantonsspital St.Gallen, St. Gallen, Switzerland
| | - Oliver Bozinov
- Department of Neurosurgery, Kantonsspital St.Gallen, St. Gallen, Switzerland
| | - Martin N Stienen
- Department of Neurosurgery, Kantonsspital St.Gallen, St. Gallen, Switzerland; Department of Neurosurgery, University Hospital Zurich & Clinical Neuroscience Center, University of Zurich, Zurich, Switzerland
| | - Nicolai Maldaner
- Department of Neurosurgery, Kantonsspital St.Gallen, St. Gallen, Switzerland; Department of Neurosurgery, University Hospital Zurich & Clinical Neuroscience Center, University of Zurich, Zurich, Switzerland
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