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Patten M, Myers QWO, Thomas M, Garofalo D, Carmichael H, Graham R, Estrella J, Tran W, Dickinson K, Urban S, Velopulos CG. The Complexity of Social Vulnerability of Person and Place on Mortality After Penetrating Trauma. J Surg Res 2025; 310:98-110. [PMID: 40279918 DOI: 10.1016/j.jss.2025.03.048] [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: 03/01/2023] [Revised: 03/19/2025] [Accepted: 03/22/2025] [Indexed: 04/29/2025]
Abstract
INTRODUCTION Social determinants of health impact outcomes after traumatic injury. Patient factors, including race, insurance status, and household income, have been associated with increased risk of mortality and worse outcomes. The social vulnerability index (SVI) is a comprehensive tool that quantifies these factors at the census tract or county level. We hypothesized that mortality after admission for penetrating trauma would be associated with higher vulnerability. MATERIALS AND METHODS We queried our level 1 trauma center supplemental database from 2019 to 2021 for mortality among adult patients presenting with a penetrating traumatic injury (n = 103). We assigned SVI based on patient address and location of injury. We used chi-square tests for association for all categorical variables and Mann-Whitney U tests for continuous variables. We then conducted a logistic regression and mediation analysis to assess the effect of injury severity score on mortality. RESULTS We found a significant association between SVI and mortality after comparing low and high SVI. While most patients with penetrating trauma came from the areas of highest SVI (64%), patients with low SVI (2nd and 3rd quartiles) had a higher mortality than those of the highest quartile (33.3% versus 14.1%, P = 0.021). High vulnerability was associated with improved survival and lower rates of all-cause mortality; however, this association was entirely mediated by the greater range of injury severity seen in the high-vulnerability group. The correlation between individual SVI and SVI of place of injury was strong. CONCLUSIONS SVI is associated with patient mortality after penetrating trauma in our locale, but not in the ways that we assumed. Our data suggest that we are missing the areas where disparity in care exists when considering only patients who make it to a trauma center. This may reflect the vulnerability of the immediate area around our institution such that a greater range of survivable injury presents and emphasizes the utility of secondary and tertiary violence prevention in the communities immediately surrounding our hospital.
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Affiliation(s)
- Monica Patten
- Department of Surgery, Western Michigan Univeristy, Kalamoazoo, Michigan
| | - Quintin W O Myers
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado.
| | - Madeline Thomas
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Denise Garofalo
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Heather Carmichael
- Department of Surgery, Icahn School of Medicine at Mt. Sinai, New York, New York
| | - Rachel Graham
- Department of Surgery, St. Joeseph Hospital Denver, Denver, Colorado
| | - Josue Estrella
- Department of Surgery, Boston University, Boston, Massachusetts
| | - Wesley Tran
- Department of Surgery, University of Texas Southwestern Medical Center, Dallas, Texas
| | | | - Shane Urban
- UCHealth, University of Colorado Health, Aurora, Colorado
| | - Catherine G Velopulos
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
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Duncan AJ, Bloomsburg SJ, Ahmeti M. Social Vulnerability Index in Emergency General Surgery Outcomes: A Systematic Review. Am Surg 2025:31348251337152. [PMID: 40258231 DOI: 10.1177/00031348251337152] [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: 04/23/2025]
Abstract
BackgroundThe Social Vulnerability Index (SVI) has also been used as a measure of social determinants of health (SDOH), with several studies showing worse health outcomes in patients with higher burdens of SDOH. This systematic review focuses on the application of SVI in Emergency General Surgery (EGS), exploring the impact of patient vulnerability on individual health outcomes.MethodsA systematic literature search was conducted using PubMed, EMBASE and Web of Science. Inclusion criteria consisted of studies that were peer reviewed, obtainable in English, used SVI as a measurement applied to EGS. Of the initial 1216 papers 11 studies met inclusion criteria.ResultsHigh SVI is associated with increased mortality, respiratory, cardiac and bleeding complications, and readmissions. Acute cholecystitis showed higher SVI linked to an increased likelihood of requiring emergent cholecystectomy. Investigations into bowel-related surgeries show connections between high SVI and increased stoma creation and likelihood of emergent operations.ConclusionThere is evidence of correlation between SVI and a variety of poor outcomes in emergency general surgery patient. This suggests that SVI can serve as an indicator of high risk patients as well as allow there to be inventions in specific communities to improve health care outcomes.
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Affiliation(s)
- Anthony J Duncan
- University of North Dakota School of Medicine and Health Sciences, Department of Surgery, Fargo, ND, USA
| | - Samuel J Bloomsburg
- University of North Dakota School of Medicine and Health Sciences, Department of Surgery, Fargo, ND, USA
| | - Mentor Ahmeti
- University of North Dakota School of Medicine and Health Sciences, Department of Surgery, Fargo, ND, USA
- Sanford Medical Center Fargo, Department of Trauma and Acute Care Surgery, Fargo, ND, USA
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McElroy LM, Thirukumaran CP, Velopulos CG. Quantifying Social Vulnerability and Its Impact on Health Care Delivery, Payment, and Performance. JAMA Surg 2025:2830133. [PMID: 39937500 DOI: 10.1001/jamasurg.2024.6580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/13/2025]
Abstract
This Viewpoint advocates for the inclusion of social determinants of health and health-related social needs data into the electronic health record as a measure for improving provision of equitable surgical care.
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Affiliation(s)
- Lisa M McElroy
- Department of Surgery, Duke University School of Medicine, Durham, North Carolina
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Agoubi LL, Murphy S, McMullen K, Carrougher GJ, Mason SA, Carter DW, Thompson CM, Kowalske K, Scott JW, Stewart BT. Association between community distress and return to work after burn injury. Burns 2025; 51:107294. [PMID: 39522135 DOI: 10.1016/j.burns.2024.107294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 10/10/2024] [Accepted: 10/15/2024] [Indexed: 11/16/2024]
Abstract
INTRODUCTION Community-level disadvantage is associated with reduced quality of life after burn injury. We evaluated the association between community-level disadvantage and return to work after burn injury. METHODS A multicenter burn injury database was queried from 1998-2021. Participants 18-65 years old with documented employment status and ZIP codes were included. Exposures were community distress (Distressed Communities Index, DCI), patient demographics, and burn characteristics. The primary outcome was odds of employment 6 months after burn injury using stepwise logistic regression models, first with patient-level variables, then DCI. An interaction term was included to evaluate the modification of DCI and post-injury employment by race. RESULTS 1960 participants were included, with a median age of 39.2 years (IQR 29.2, 49.3); 81 % were White, 75 % male, and 74 % were working at the time of injury. Participants unemployed 6 months post-injury were more often older, female, non-White, and unemployed at injury, with larger burn sizes and longer hospitalizations. 59 % of participants unemployed at 6 months were employed at the time of injury. Residence in the highest distress ZIP codes was associated with 2.21 (95 % CI 1.39-3.52) odds of 6 month unemployment. Older age, larger burn size, more operations, Black race, and pre-injury unemployment were associated with the greatest odds of unemployment. The interaction between race and DCI was not statistically significant. CONCLUSION Patients from the highest distress communities have twice the odds of unemployment 6 months after injury. This association did not vary by race. Screening for DCI by ZIP code may be a useful tool to focus vocational rehabilitation resources.
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Affiliation(s)
- Lauren L Agoubi
- Harborview Injury Prevention and Research Center, Seattle, WA, USA.
| | | | - Kara McMullen
- Department of Rehabilitation Medicine, University of Washington, Seattle, WA, USA
| | - Gretchen J Carrougher
- UW Medicine Regional Burn Center, Department of Surgery, Harborview Medical Center, Seattle, WA, USA
| | - Stephanie A Mason
- Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, USA
| | | | | | - Karen Kowalske
- Department of Physical Medicine and Rehabilitation, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - John W Scott
- Department of Surgery, Harborview Medical Center, University of Washington, Seattle, WA, USA
| | - Barclay T Stewart
- UW Medicine Regional Burn Center, Department of Surgery, Harborview Medical Center, Seattle, WA, USA
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Evans EE, Kunnath N, Oh EJ, Scott JW, Janeway M. Housing Instability and Outcomes Among Patients With Access-Sensitive Surgical Conditions. J Surg Res 2025; 305:56-64. [PMID: 39647192 DOI: 10.1016/j.jss.2024.10.050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2024] [Revised: 10/13/2024] [Accepted: 10/15/2024] [Indexed: 12/10/2024]
Abstract
INTRODUCTION Housing instability is a significant contributor to poor health but remains understudied among surgical patients. We evaluated the association between housing instability and rates of unplanned surgical procedures, as well as resultant health and financial outcomes, for patients with access-sensitive conditions. METHODS Using the Healthcare Cost and Utilization Project National Inpatient Sample, we identified patients who underwent one of four selected procedures for access-sensitive surgical conditions (abdominal aortic aneurysm repair, colectomy, incisional hernia repair, and lower extremity bypass). Housing status was determined using International Classification of Disease, 10th Revision, Clinical Modification codes Z59.0 (homelessness) and Z59.1 (lack of adequate housing). Risk-adjusted multivariable logistic regression compared outcomes between patients with and without housing instability. RESULTS Of 1,761,965 individuals admitted for access-sensitive surgical conditions, 2280 were experiencing housing instability. Housing-unstable individuals had more than four times the odds of undergoing unplanned surgery than housing-stable individuals (odds ratio 4.41, P < 0.001). Across all procedures, individuals with housing instability experienced longer lengths of stay (planned: 5 d versus 4 d, P < 0.001; unplanned: 8 d versus 7 d, P < 0.001) and higher costs per admission following planned surgery ($20,379 versus $18,152, P < 0.001) than housing-stable individuals. Housing-unstable individuals had lower odds of complications and in-hospital mortality following planned surgeries. No differences in morbidity or mortality were identified following unplanned surgeries. CONCLUSIONS Patients experiencing housing instability had higher odds of undergoing unplanned surgical procedures, had longer hospital stays and higher costs, and had similar or better outcomes following surgery. Efforts to expand affordable housing opportunities may improve access to timely surgical care.
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Affiliation(s)
- Emily E Evans
- University of Michigan Medical School, Ann Arbor, Michigan.
| | - Nicholas Kunnath
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, Michigan; Department of Surgery, University of Michigan, Ann Arbor, Michigan
| | - Esther J Oh
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, Michigan; Department of Surgery, University of Michigan, Ann Arbor, Michigan
| | - John W Scott
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, Michigan; Department of Surgery, University of Michigan, Ann Arbor, Michigan
| | - Megan Janeway
- Department of Surgery, University of Michigan, Ann Arbor, Michigan
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Mathai SK, Garofalo DM, Myers QW, Heron CH, Clair VS, Bonner I, Dyas AR, Velopulos CG, Hazel K. Analyzing the Social Vulnerability Index With Metabolic Surgery. J Surg Res 2024; 303:164-172. [PMID: 39357347 PMCID: PMC11778274 DOI: 10.1016/j.jss.2024.09.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 08/01/2024] [Accepted: 09/02/2024] [Indexed: 10/04/2024]
Abstract
INTRODUCTION The social vulnerability index (SVI) is a census tract-level population-based measure generated from 16 socioeconomic and demographic variables on a scale from 1 (least) to 100 (most) vulnerable. This study has three objectives as follows: 1) to analyze multiple ways of utilizing SVI, 2) compare SVI as a group measure of marginalization to individual markers, and 3) to understand how SVI is associated with choice of surgery in metabolic surgery. METHODS We retrospectively identified adults undergoing Roux-en-Y gastric bypass and gastric sleeve in 2013-2018 National Surgical Quality Improvement Program data from a single academic center. High SVI was defined as >75th percentile. Low SVI was coded as <75th percentile in measure 1 and < 25th percentile in measure 2. Chi-square and Mann-Whitney U tests were utilized for categorical and continuous variables, respectively. Multivariable regression models were performed comparing SVI to marginalized status as a predictor for type of metabolic surgery. RESULTS We identified 436 patients undergoing metabolic surgery, with a low overall morbidity (6.1%). Complication and readmission rates were similar across comparator groups. The logistic regression models had similar area under the curve, supporting SVI as a proxy for individual measures of marginalization. CONCLUSIONS SVI performed as well as marginalized status in predicting preoperative risk. This suggests the validity of using SVI to identify high risk patients. By providing a single, quantitative score encompassing many social determinants of health, SVI is a useful tool in identifying patients facing the greatest health disparities.
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Affiliation(s)
- Samuel K Mathai
- University of Colorado School of Medicine, Aurora, Colorado.
| | - Denise M Garofalo
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Quintin W Myers
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Charlotte H Heron
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | | | - India Bonner
- University of Colorado School of Medicine, Aurora, Colorado
| | - Adam R Dyas
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Catherine G Velopulos
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Kweku Hazel
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, Colorado
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Choi J, Horan MR, Brinkman TM, Srivastava DK, Ness KK, Armstrong GT, Hudson MM, Huang IC. Neighborhood vulnerability and associations with poor health-related quality of life among adult survivors of childhood cancer. JNCI Cancer Spectr 2024; 8:pkae088. [PMID: 39288319 PMCID: PMC11549958 DOI: 10.1093/jncics/pkae088] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Revised: 08/09/2024] [Accepted: 09/09/2024] [Indexed: 09/19/2024] Open
Abstract
BACKGROUND Few studies have investigated the relationship between neighborhood vulnerability and health-related quality of life (HRQOL) in the childhood cancer population. This study evaluated the impact of neighborhood vulnerability on HRQOL among adult survivors of childhood cancer. METHODS This cross-sectional study included 4393 adult survivors of childhood cancer from the St Jude Lifetime Cohort Study. At the baseline (2007-2020), HRQOL was assessed using the SF36v2's physical and mental components summaries (PCS and MCS). Neighborhood vulnerability was assessed using the overall, domain, and indicator-specific scores of the Social Vulnerability Index (SVI) and Minority Health SVI (MHSVI). Multivariable logistic regression was used to evaluate associations of neighborhood vulnerability (quartiles: Q1-Q4) with impaired HRQOL (1SD below the norm), adjusting for diagnosis, demographics, personal socioeconomic status (SES), lifestyle, and chronic health condition burden. Interactions of SVI and MHSVI with personal SES on impaired HRQOL were analyzed. RESULTS Among survivors, 51.9% were male, averaging 30.3 years of age at evaluation and 21.5 years since diagnosis. Comparing neighborhoods with higher vs lower vulnerability (Q4 vs Q1), overall (odds ratio [OR] = 1.60, 95% confidence interval [CI] = 1.19 to 2.16) and domain-specific vulnerability (socioeconomic: OR = 1.59, 95% CI = 1.18 to 2.15; household composition: OR = 1.54, 95% CI = 1.16 to 2.06; housing and transportation: OR = 1.33, 95% CI = 1.00 to 1.76; medical vulnerability: OR = 1.60, 95% CI = 1.22 to 2.09) were significantly associated with impaired PCS, but not MCS. Residing in neighborhoods lacking urgent care clinics was significantly associated with impaired PCS (OR = 1.39, 95% CI = 1.08 to 1.78). Having lower vs higher personal education and living in higher vulnerability neighborhoods were associated with more impaired PCS (Pinteraction = .021). CONCLUSIONS Specific aspects of neighborhood vulnerability increase the risk for impaired physical HRQOL. Addressing these neighborhood factors is essential to enhance the HRQOL of survivors.
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Affiliation(s)
- Jaesung Choi
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, TN, USA
| | - Madeline R Horan
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Pediatrics, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Tara M Brinkman
- Department of Psychology and Biobehavioral Sciences, St Jude Children’s Research Hospital, Memphis, TN, USA
| | - D Kumar Srivastava
- Department of Biostatistics, St Jude Children’s Research Hospital, Memphis, TN, USA
| | - Kirsten K Ness
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, TN, USA
| | - Gregory T Armstrong
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, TN, USA
| | - Melissa M Hudson
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, TN, USA
- Department of Oncology, St Jude Children’s Research Hospital, Memphis, TN, USA
| | - I-Chan Huang
- Department of Epidemiology and Cancer Control, St Jude Children’s Research Hospital, Memphis, TN, USA
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Parikh N, Hu KG, Ihnat JM, Allam O, Diatta F, Rancu AL, Wood S, Flores Perez P, Persing JA, Alperovich M. The Most Socially Vulnerable Patients Benefit the Most Following Gender Affirming Facial Surgery. J Craniofac Surg 2024:00001665-990000000-02032. [PMID: 39637358 DOI: 10.1097/scs.0000000000010718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Accepted: 08/29/2024] [Indexed: 12/07/2024] Open
Abstract
OBJECTIVE While studies have shown that access to facial feminization surgery can be restricted by financial and geographic limitations, there is a lack of information on the impact of surgery on the most vulnerable patients. Therefore, this study assessed the impact of social vulnerability and neighborhood socioeconomic disadvantage on patient-reported outcomes after facial feminization surgery. METHODS Patients were surveyed pre and postoperatively using the FACE-Q Aesthetics Questionnaire and geo-coded using home addresses to obtain social vulnerability index (SVI) and Area Deprivation Index scores. Two sets of Pearson correlation values were calculated: (1) between SVI scores and each of the pre and postoperative FACE-Q modules and (2) between SVI scores and differences between pre and postoperative FACE-Q modules. Univariate linear regression analyses were performed for the latter. All analyses were repeated for Area Deprivation Index scores. RESULTS Twenty patients participated in this study. Postoperative facial appearance satisfaction positively correlated with total SVI (r = 0.48, P = 0.031), socioeconomic status theme (r=0.47, P=0.037), and racial and ethnic minority theme (r = 0.48, P = 0.031) scores. The difference between pre and postoperative facial appearance satisfaction positively correlated with total SVI (coefficient = 37.40, r = 0.47, P = 0.035), racial and ethnic minority theme (coefficient = 44.00, r = 0.46, P = 0.040), and housing type and transportation theme (coefficient = 46.97, r = 0.46, P = 0.042) scores. CONCLUSION Patients impacted by greater social vulnerability disproportionally experience the greatest benefit from gender-affirming facial surgery.
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Affiliation(s)
- Neil Parikh
- Department of Surgery, Division of Plastic and Reconstructive Surgery, Yale School of Medicine, New Haven, CT
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Wolf A, Heron C, Bonner I, Dyas A, Garofalo D, Velopulos CG, Myers QWO. Vulnerable populations and the emergency ventral hernia: A retrospective cohort study. Surgery 2024; 176:1138-1142. [PMID: 39089935 PMCID: PMC11665595 DOI: 10.1016/j.surg.2024.06.046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Revised: 05/28/2024] [Accepted: 06/20/2024] [Indexed: 08/04/2024]
Abstract
INTRODUCTION Ventral hernias can be repaired electively; however, many circumstances require emergency repair. The association between sociodemographic status and rate of emergency repair are unclear and the Social Vulnerability Index may be a useful tool to better understanding this association. The purpose of this study was to investigate the association between Social Vulnerability Index and emergency ventral hernia repair. METHODS This was a retrospective cohort study using the National Surgical Quality Improvement Program (2012-2018) data for patients at a level 1 trauma center. We included patients who had an open ventral hernia repair. Social Vulnerability Index was based on residential address at the time of surgery. We conducted univariate and bivariate statistics, including χ2 and Mann-Whitney U tests to compare high and low social vulnerability. RESULTS Our sample had 1,017 patients. Patients who underwent emergency operations were older (P = .025) and had higher Social Vulnerability Index (P = .029). Patients in the high Social Vulnerability Index group were 1.5 times more likely to receive emergency surgery (P = .047). Emergency repair was also associated with increased frequency of nonhome discharge (9% vs 2%, P = .001) and higher mean work relative value unit (15.4 vs 11.9, P < .001). CONCLUSION Patients requiring emergency ventral hernia repair have significantly higher Social Vulnerability Index than those undergoing elective repair. This vulnerable population also has increased cost associated with the repair and higher rates of nonhome discharge. This work provides a foundation for efforts to reach patients in high Social Vulnerability Index environments at an earlier stage to achieve earlier elective repair.
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Affiliation(s)
- Ariel Wolf
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, CO.
| | - Charlotte Heron
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - India Bonner
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Adam Dyas
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, CO
| | - Denise Garofalo
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, CO
| | | | - Quintin W O Myers
- Department of Surgery, University of Colorado Anschutz Medical Campus, Aurora, CO
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Hao S, Quinn AW, Iasiello JA, Lea CS, Popowicz P, Fu Y, Irish W, Parikh AA, Snyder RA. Correlation of Patient-Reported Social Determinants of Health With Census Tract Measures of Socioeconomic Disadvantage in Patients With GI Cancers in Eastern North Carolina. JCO Oncol Pract 2024; 20:1280-1288. [PMID: 38759124 DOI: 10.1200/op.23.00703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Revised: 03/13/2024] [Accepted: 04/08/2024] [Indexed: 05/19/2024] Open
Abstract
PURPOSE Investigating the impact of social determinants of health (SDOHs) on cancer care in large populations relies on census estimates. Routine clinic SDOH screening provides timely patient-level information which could inform best practices. This study evaluated the correlation between patient-reported SDOH needs and population-level census tract measures. METHODS This was a retrospective cross-sectional study of a cohort of adult patients with GI malignancy screened for SDOHs such as financial insecurity, transportation, and food insecurity during initial outpatient evaluation at East Carolina University (formerly Vidant) Health Medical Center in Greenville, NC (November 2020-July 2021). Primary outcomes included number and severity of identified SDOH needs and area deprivation index (ADI) and census tract measures for each patient. Spearman rank correlations were calculated among patient-level needs and between patient-level needs and similar census tract measures. RESULTS Of 112 patients screened, 58.9% self-identified as White (n = 66) and 41.1% as Black (n = 46). A total of 50.5% (n = 54) resided in a rural county. The collective median state ADI rank was 7 (IQR, 5-9). The median household income was $38,125 in US dollars (USD) (IQR, $31,436-$48,934 [USD]). Only 12.5% (n = 14) reported a moderate or severe financial need. Among reported needs, financial need moderately correlated with food insecurity (coefficient, 0.46; P < .001) and transportation (coefficient, 0.45; P < .001). Overall, census tract measures and reported needs poorly correlated. Lack of transportation correlated with percentage of households without a vehicle (coefficient, 0.18; P = .03) and limited access to healthy foods (coefficient, 0.18; P = .04). CONCLUSION Given the poor correlation between reported and census needs, population-level measures may not accurately predict patient-reported needs. These findings highlight the importance of SDOH screening in the clinical setting to reduce health disparities and identify opportunities to improve care delivery.
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Affiliation(s)
- Scarlett Hao
- Department of Surgery, Brody School of Medicine at East Carolina University, Greenville, NC
| | - Ashley W Quinn
- Department of Surgery, Brody School of Medicine at East Carolina University, Greenville, NC
| | - John A Iasiello
- Department of Surgery, Brody School of Medicine at East Carolina University, Greenville, NC
| | - C Suzanne Lea
- Department of Public Health, Brody School of Medicine at East Carolina University, Greenville, NC
| | - Patrycja Popowicz
- Department of Surgery, Brody School of Medicine at East Carolina University, Greenville, NC
| | - Yuanyuan Fu
- Department of Surgery, Brody School of Medicine at East Carolina University, Greenville, NC
| | - William Irish
- Department of Surgery, Brody School of Medicine at East Carolina University, Greenville, NC
- Department of Public Health, Brody School of Medicine at East Carolina University, Greenville, NC
| | - Alexander A Parikh
- Department of Surgery, Brody School of Medicine at East Carolina University, Greenville, NC
- Division of Surgical Oncology, University of Texas Health San Antonio, San Antonio, TX
| | - Rebecca A Snyder
- Department of Surgery, Brody School of Medicine at East Carolina University, Greenville, NC
- Division of Surgery, Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
- Department of Health Services Research, The University of Texas MD Anderson Cancer Center, Houston, TX
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Dubin JA, Bains SS, Hameed D, Monárrez R, Moore MC, Mont MA, Nace J, Delanois RE. The Utility of the Social Vulnerability Index as a Proxy for Social Disparities Following Total Knee Arthroplasty. J Arthroplasty 2024; 39:S33-S38. [PMID: 38325529 DOI: 10.1016/j.arth.2024.01.049] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Revised: 12/18/2023] [Accepted: 01/28/2024] [Indexed: 02/09/2024] Open
Abstract
BACKGROUND In 2021, alternative payment models accounted for 40% of traditional Medicare reimbursements. As such, we sought to examine health disparities through a standardized categorization of social disparity using the social vulnerability index (SVI). We examined (1) risk factors for SVI ≥ 0.50, (2) incidences of complications, and (3) risk factors for total complications between patients who have SVI < 0.50 and SVI ≥ 0.50 who had a total knee arthroplasty (TKA). METHODS Patients who underwent TKA between January 1, 2022 and December 31, 2022 were identified in the state of Maryland. A total of 4,952 patients who had complete social determinants of health data were included. Patients were divided into 2 cohorts according to SVI: < 0.50 (n = 2,431) and ≥ 0.50 (n = 2,521) based on the national mean SVI of 0.50. The SVI identifies communities that may need support caused by external stresses on human health based on 4 themed scores: socioeconomic status, household composition and disability, minority status and language, and housing and transportation. The SVI theme of household composition and disability encompassed patients aged 65 years and more, patients aged 17 years and less, civilians who have a disability, single-parent households, and English language deficiencies. The higher the SVI, the more social vulnerability or resources are needed to thrive in a geographic area. RESULTS When controlling for risk factors and patient comorbidities, the theme of household composition and disability (odds ratio 2.0, 95% confidence interval 1.1 to 5.0, P = .03) was the only independent risk factor for total complications. Patients who had an SVI ≥0.50 were more likely to be women (65.8% versus 61.0%, P < .001), Black (34.4% versus 12.9%, P < .001), and have a median household income < $87,999 (21.3% versus 10.2%, P < .001) in comparison to the patients who had an SVI < 0.50, respectively. CONCLUSIONS The SVI theme of household composition and disability, encompassing patients aged 65 years and more, patients aged 17 years and less, civilians who have a disability, single-parent households, and English language deficiencies, were independent risk factors for total complications following TKA. Together, these findings offer opportunities for interventions with selected patients to address social disparities.
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Affiliation(s)
- Jeremy A Dubin
- LifeBridge Health, Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
| | - Sandeep S Bains
- LifeBridge Health, Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
| | - Daniel Hameed
- LifeBridge Health, Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
| | - Rubén Monárrez
- LifeBridge Health, Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
| | - Mallory C Moore
- LifeBridge Health, Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
| | - Michael A Mont
- LifeBridge Health, Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
| | - James Nace
- LifeBridge Health, Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
| | - Ronald E Delanois
- LifeBridge Health, Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
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12
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Agoubi LL, Banks S, Hink AB, Kuhls D, Kirkendoll SD, Winchester A, Hoeft C, Patel B, Nathens A. Community-Level Disadvantage of Adults With Firearm- vs Motor Vehicle-Related Injuries. JAMA Netw Open 2024; 7:e2419844. [PMID: 38967925 PMCID: PMC11227070 DOI: 10.1001/jamanetworkopen.2024.19844] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Accepted: 04/26/2024] [Indexed: 07/06/2024] Open
Abstract
Importance Motor vehicle crash (MVC) and firearm injuries are 2 of the top 3 mechanisms of adult injury-related deaths in the US. Objective To understand the differing associations between community-level disadvantage and firearm vs MVC injuries to inform mechanism-specific prevention strategies and appropriate postdischarge resource allocation. Design, Setting, and Participants This multicenter cross-sectional study analyzed prospectively collected data from the American College of Surgeons (ACS) Firearm Study. Included patients were treated either for firearm injury between March 1, 2021, and February 28, 2022, or for MVC-related injuries between January 1 and December 31, 2021, at 1 of 128 participating ACS trauma centers. Exposures Community distress. Main outcome and Measure Odds of presenting with a firearm as compared with MVC injury based on levels of community distress, as measured by the Distressed Communities Index (DCI) and categorized in quintiles. Results A total of 62 981 patients were included (mean [SD] age, 42.9 [17.7] years; 42 388 male [67.3%]; 17 737 Black [28.2%], 9052 Hispanic [14.4%], 36 425 White [57.8%]) from 104 trauma centers. By type, there were 53 474 patients treated for MVC injuries and 9507 treated for firearm injuries. Patients with firearm injuries were younger (median [IQR] age, 31.0 [24.0-40.0] years vs 41.0 [29.0-58.0] years); more likely to be male (7892 of 9507 [83.0%] vs 34 496 of 53 474 [64.5%]), identified as Black (5486 of 9507 [57.7%] vs 12 251 of 53 474 [22.9%]), and Medicaid insured or uninsured (6819 of 9507 [71.7%] vs 21 310 of 53 474 [39.9%]); and had a higher DCI score (median [IQR] score, 74.0 [53.2-94.8] vs 58.0 [33.0-83.0]) than MVC injured patients. Among admitted patients, the odds of presenting with a firearm injury compared with MVC injury were 1.50 (95% CI, 1.35-1.66) times higher for patients living in the most distressed vs least distressed ZIP codes. After controlling for age, sex, race, ethnicity, and payer type, the DCI components associated with the highest adjusted odds of presenting with a firearm injury were a high housing vacancy rate (OR, 1.11; 95% CI, 1.04-1.19) and high poverty rate (OR, 1.17; 95% CI, 1.10-1.24). Among patients sustaining firearm injuries patients, 4333 (54.3%) received no referrals for postdischarge rehabilitation, home health, or psychosocial services. Conclusions and Relevance In this cross-sectional study of adults with firearm- and motor vehicle-related injuries, we found that patients from highly distressed communities had higher odds of presenting to a trauma center with a firearm injury as opposed to an MVC injury. With two-thirds of firearm injury survivors treated at trauma centers being discharged without psychosocial services, community-level measures of disadvantage may be useful for allocating postdischarge care resources to patients with the greatest need.
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Affiliation(s)
- Lauren L. Agoubi
- Harborview Injury Prevention and Research Center and the Department of Surgery, University of Washington, Seattle
| | - Samantha Banks
- Firearm Injury and Policy Research Program, University of Washington, Seattle
| | - Ashley B. Hink
- Department of Surgery, Medical University of South Carolina, Charleston
| | - Deborah Kuhls
- Department of Surgery, Kirk Kerkorian School of Medicine at University of Nevada, Las Vegas
| | - Shelbie D. Kirkendoll
- Department of Surgery, Northwestern Feinberg School of Medicine, Chicago, Illinois
- American College of Surgeons
| | | | | | | | - Avery Nathens
- American College of Surgeons
- Department of Surgery, Sunnybrook Health Sciences Center, University of Toronto, Toronto, Ontario, Canada
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13
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Hasjim BJ, Huang AA, Paukner M, Polineni P, Harris A, Mohammadi M, Kershaw KN, Banea T, VanWagner LB, Zhao L, Mehrotra S, Ladner DP. Where you live matters: Area deprivation predicts poor survival and liver transplant waitlisting. Am J Transplant 2024; 24:803-817. [PMID: 38346498 PMCID: PMC11070293 DOI: 10.1016/j.ajt.2024.02.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 01/25/2024] [Accepted: 02/08/2024] [Indexed: 03/03/2024]
Abstract
Social determinants of health (SDOH) are important predictors of poor clinical outcomes in chronic diseases, but their associations among the general cirrhosis population and liver transplantation (LT) are limited. We conducted a retrospective, multiinstitutional analysis of adult (≥18-years-old) patients with cirrhosis in metropolitan Chicago to determine the associations of poor neighborhood-level SDOH on decompensation complications, mortality, and LT waitlisting. Area deprivation index and covariates extracted from the American Census Survey were aspects of SDOH that were investigated. Among 15 101 patients with cirrhosis, the mean age was 57.2 years; 6414 (42.5%) were women, 6589 (43.6%) were non-Hispanic White, 3652 (24.2%) were non-Hispanic Black, and 2662 (17.6%) were Hispanic. Each quintile increase in area deprivation was associated with poor outcomes in decompensation (sHR [subdistribution hazard ratio] 1.07; 95% CI 1.05-1.10; P < .001), waitlisting (sHR 0.72; 95% CI 0.67-0.76; P < .001), and all-cause mortality (sHR 1.09; 95% CI 1.06-1.12; P < .001). Domains of SDOH associated with a lower likelihood of waitlisting and survival included low income, low education, poor household conditions, and social support (P < .001). Overall, patients with cirrhosis residing in poor neighborhood-level SDOH had higher decompensation, and mortality, and were less likely to be waitlisted for LT. Further exploration of structural barriers toward LT or optimizing health outcomes is warranted.
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Affiliation(s)
- Bima J Hasjim
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA
| | - Alexander A Huang
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA
| | - Mitchell Paukner
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA; Division of Biostatistics, Department of Preventive Medicine, Northwestern University, Chicago, Illinois, USA
| | - Praneet Polineni
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA
| | - Alexandra Harris
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA; Institute for Public Health and Medicine (IPHAM), Northwestern University, Chicago, Illinois, USA
| | - Mohsen Mohammadi
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA; Department of Industrial Engineering and Management Sciences, McCormick School of Engineering, Northwestern University, Evanston, Illinois, USA
| | - Kiarri N Kershaw
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA; Division of Epidemiology, Department of Preventive Medicine, Northwestern University, Chicago, Illinois, USA
| | - Therese Banea
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA
| | - Lisa B VanWagner
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA; Division of Digestive and Liver Diseases, Department of Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Lihui Zhao
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA; Division of Biostatistics, Department of Preventive Medicine, Northwestern University, Chicago, Illinois, USA
| | - Sanjay Mehrotra
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA; Department of Industrial Engineering and Management Sciences, McCormick School of Engineering, Northwestern University, Evanston, Illinois, USA
| | - Daniela P Ladner
- Northwestern University Transplant Outcomes Research Collaborative (NUTORC), Comprehensive Transplant Center (CTC), Northwestern University, Chicago, Illinois, USA; Division of Organ Transplantation, Department of Surgery, Northwestern University, Chicago, Illinois, USA.
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14
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Azap L, Diaz A, Gouchoe DA, Mokadam NA, Smith S, Henn MC, Whitson BA, Habib A, Lampert BC, Pawlik TM, Ganapathi AM. Trends in survival after heart transplantation based on Social Vulnerability Index in the United States. JHLT OPEN 2024; 4:100079. [PMID: 40144229 PMCID: PMC11935411 DOI: 10.1016/j.jhlto.2024.100079] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 03/28/2025]
Abstract
Background The association of social vulnerability (SV) and cardiac transplant survival remains poorly defined, particularly related to long-term outcomes. The purpose of this study was to define the impact of SV on survival among heart transplant recipients with at least 1 year of survival post-transplant. Methods Heart transplant recipients were identified using the United Network for Organ Sharing database between June 1, 2006, and December 31, 2020. The Center for Disease Control's Social Vulnerability Index (SVI) database was used to stratify patients based on SVI into 3 groups: low: <25; average: 26 to 74; high: 75+. The groups were analyzed with comparative statistics, and unadjusted survival was assessed using Kaplan-Meier methods. To determine the independent association between SVI and survival, a multivariable Cox proportional hazard model was created. Results There were 27,740 recipients identified. High SVI patients more commonly identified as Black individuals and had a higher incidence of diabetes, pretransplant intensive care unit admission, and need for concomitant kidney transplant (p < 0.05 for all). Additionally, high SVI patients had the longest length of stay post-transplant (21.4 days) (p < 0.05). High and average SVI patients had inferior 3-year, 5-year, and 10-year survival vs low SVI patients (p < 0.05). After adjustment, average (hazard ratio [HR]: 1.12) and high (HR: 1.16) SVI were independently associated with an increased risk of mortality on multivariable analysis (both p < 0.001). Conclusion High or average SVI is independently associated with increased mortality following heart transplantation in patients with 1-year conditional survival. These findings demonstrate that disparities persist among heart transplant recipients during long-term follow-up.
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Affiliation(s)
- Lovette Azap
- Division of Cardiac Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Adrian Diaz
- Division of Cardiac Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Doug A. Gouchoe
- Division of Cardiac Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Nahush A. Mokadam
- Division of Cardiac Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Sakima Smith
- Division of Cardiovascular Medicine, Department of Medicine, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Matthew C. Henn
- Division of Cardiac Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Bryan A. Whitson
- Division of Cardiac Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Alim Habib
- Division of Cardiac Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Brent C. Lampert
- Division of Cardiovascular Medicine, Department of Medicine, The Ohio State University Wexner Medical Center, Columbus, OH
| | - Timothy M. Pawlik
- Division of Surgical Oncology, Department of Surgery, The Ohio State University Wexner Medical Center and James Cancer Center, Columbus, OH
| | - Asvin M. Ganapathi
- Division of Cardiac Surgery, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH
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Abla H, Collins RA, Dhanasekara CS, Shrestha K, Dissanaike S. Using the Social Vulnerability Index to Analyze Statewide Health Disparities in Cholecystectomy. J Surg Res 2024; 296:135-141. [PMID: 38277949 DOI: 10.1016/j.jss.2023.12.031] [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: 08/16/2023] [Revised: 11/27/2023] [Accepted: 12/25/2023] [Indexed: 01/28/2024]
Abstract
INTRODUCTION Addressing the effects of social determinants of health in surgery has become a national priority. We evaluated the utility of the Social Vulnerability Index (SVI) in determining the likelihood of receiving cholecystectomy for cholecystitis in Texas. METHODS A retrospective study of adults with cholecystitis in the Texas Hospital Inpatient Discharge Public Use Data File and Texas Outpatient Surgical and Radiological Procedure Data Public Use Data File from 2016 to 2019. Patients were stratified into SVI quartiles, with the lowest quartile as low vulnerability, the middle two as average vulnerability, and the highest as high vulnerability. The relative risk (RR) of undergoing surgery was calculated using average vulnerability as the reference category and subgroup sensitivity analyses. RESULTS A total of 67,548 cases were assessed, of which 48,603 (72.0%) had surgery. Compared with the average SVI groups, the low vulnerability groups were 21% more likely to undergo cholecystectomy (RR = 1.21, 95% confidence interval [CI] 1.18-1.24), whereas the high vulnerability groups were 9% less likely to undergo cholecystectomy (RR = 0.91, 95% CI 0.88-0.93). The adjusted model showed similar results (RR = 1.05, 95% CI 1.04-1.06 and RR = 0.97, 95% CI 0.96-0.99, for low and high vulnerability groups, respectively). These results remained significant after stratifying for age, sex, ethnicity, and insurance status. However, the differences between low, average, and high vulnerability groups diminished in rural settings, with lower surgery rates in all groups. CONCLUSIONS Patients with higher SVI were less likely to receive an elective cholecystectomy. SVI is an effective method of identifying social determinants impacting access to and receipt of surgical care.
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Affiliation(s)
- Habib Abla
- Department of Surgery, Texas Tech University Health Science Center, Lubbock, Texas
| | - Reagan A Collins
- Department of Surgery, Texas Tech University Health Science Center, Lubbock, Texas
| | | | - Kripa Shrestha
- Department of Surgery, Texas Tech University Health Science Center, Lubbock, Texas
| | - Sharmila Dissanaike
- Department of Surgery, Texas Tech University Health Science Center, Lubbock, Texas.
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16
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Salafian K, Mazimba C, Volodin L, Varadarajan I, Pilehvari A, You W, Knio ZO, Ballen K. The impact of social vulnerability index on survival following autologous stem cell transplant for multiple myeloma. Bone Marrow Transplant 2024; 59:459-465. [PMID: 38238453 PMCID: PMC10994832 DOI: 10.1038/s41409-024-02200-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 12/29/2023] [Accepted: 01/05/2024] [Indexed: 04/06/2024]
Abstract
Autologous hematopoietic stem cell transplantation (ASCT) is the standard of care for eligible patients with multiple myeloma (MM) to prolong progression-free survival (PFS). While several factors affect survival following ASCT, the impact of social determinants of health such as the CDC Social Vulnerability Index (SVI) is not well documented. This single-center retrospective analysis evaluated the impact of SVI on PFS following ASCT in MM patients. 225 patients with MM who underwent ASCT participated, with 51% transplanted in the last 5 years. At 5 years post-transplant, 55 (50%) achieved PFS and 66 (60%) remained alive. Higher SVI values were significantly associated with lower odds of PFS (OR = 0.521, p < 0.01, 95% CI [0.41, 0.66]) and OS (OR = 0.592, p < 0.01, 95% CI [0.46, 0.76]) post-transplant. Greater vulnerability scores in the socioeconomic status (OR = 0.890; 95% CI: [0.82, 0.96]), household characteristics (OR = 0.912; 95% CI: [0.87, 0.95]), and racial and ethnic minority status (OR = 0.854; 95% CI: [0.81, 0.90]) themes significantly worsened the odds of PFS. These results suggest high SVI areas may need more resources to achieve optimal PFS and OS. Future studies will focus on addressing factors within the socioeconomic status, household characteristics, and racial and ethnic minority subthemes, as these have a more pronounced effect on PFS.
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Affiliation(s)
- Kiarash Salafian
- Department of Medicine, University of Virginia Health, Charlottesville, VA, USA
| | - Christine Mazimba
- Division of Hematology/Oncology, University of Virginia Health, Charlottesville, VA, USA
| | - Leonid Volodin
- Division of Hematology/Oncology, University of Virginia Health, Charlottesville, VA, USA
| | - Indumathy Varadarajan
- Division of Hematology/Oncology, University of Virginia Health, Charlottesville, VA, USA
| | - Asal Pilehvari
- Department of Public Health Sciences, University of Virginia, and University of Virginia Comprehensive Cancer Center, Charlottesville, VA, USA
| | - Wen You
- Department of Public Health Sciences, University of Virginia, and University of Virginia Comprehensive Cancer Center, Charlottesville, VA, USA
| | - Ziyad O Knio
- Department of Anesthesiology, University of Virginia Health, Charlottesville, VA, USA
| | - Karen Ballen
- Division of Hematology/Oncology, University of Virginia Health, Charlottesville, VA, USA.
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Dubin JA, Bains SS, Hameed D, Monárrez R, Gilmor R, Chen Z, Nace J, Delanois RE. The Utility of the Area Deprivation Index in Assessing Complications After Total Joint Arthroplasty. JB JS Open Access 2024; 9:e23.00115. [PMID: 38577548 PMCID: PMC10984656 DOI: 10.2106/jbjs.oa.23.00115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/06/2024] Open
Abstract
Background Vulnerable populations, including patients from a lower socioeconomic status, are at an increased risk for infection, revision surgery, mortality, and complications after total joint arthroplasty (TJA). An effective metric to quantify and compare these populations has not yet been established in the literature. The Area Deprivation Index (ADI) provides a composite area-based indicator of socioeconomic disadvantage consisting of 17 U.S. Census indicators, based on education, employment, housing quality, and poverty. We assessed patient risk factor profiles and performed multivariable regressions of total complications at 30 days, 90 days, and 1 year. Methods A prospectively collected database of 3,024 patients who underwent primary elective total knee arthroplasty or total hip arthroplasty performed by 3 fellowship-trained orthopaedic surgeons from January 1, 2015, through December 31, 2021, at a tertiary health-care center was analyzed. Patients were divided into quintiles (ADI ≤20 [n = 555], ADI 21 to 40 [n = 1,001], ADI 41 to 60 [n = 694], ADI 61 to 80 [n = 396], and ADI 81 to 100 [n = 378]) and into groups based on the national median ADI, ≤47 (n = 1,896) and >47 (n = 1,128). Results Higher quintiles had significantly more females (p = 0.002) and higher incidences of diabetes (p < 0.001), congestive heart failure (p < 0.001), chronic obstructive pulmonary disease (p < 0.001), hypertension (p < 0.001), substance abuse (p < 0.001), and tobacco use (p < 0.001). When accounting for several confounding variables, all ADI quintiles were not associated with increased total complications at 30 days, but age (p = 0.023), female sex (p = 0.019), congestive heart failure (p = 0.032), chronic obstructive pulmonary disease (p = 0.001), hypertension (p = 0.003), and chronic kidney disease (p = 0.010) were associated. At 90 days, ADI > 47 (p = 0.040), female sex (p = 0.035), and congestive heart failure (p = 0.001) were associated with increased total complications. Conclusions Balancing intrinsic factors, such as patient demographic characteristics, and extrinsic factors, such as social determinants of health, may minimize postoperative complications following TJA. The ADI is one tool that can account for several extrinsic factors, and can thus serve as a starting point to improving patient education and management in the setting of TJA. Level of Evidence Prognostic Level III. See Instructions for Authors for a complete description of levels of evidence.
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Affiliation(s)
- Jeremy A. Dubin
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Lifebridge Health, Baltimore, Maryland
| | - Sandeep S. Bains
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Lifebridge Health, Baltimore, Maryland
| | - Daniel Hameed
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Lifebridge Health, Baltimore, Maryland
| | - Rubén Monárrez
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Lifebridge Health, Baltimore, Maryland
| | - Ruby Gilmor
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Lifebridge Health, Baltimore, Maryland
| | - Zhongming Chen
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Lifebridge Health, Baltimore, Maryland
| | - James Nace
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Lifebridge Health, Baltimore, Maryland
| | - Ronald E. Delanois
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Lifebridge Health, Baltimore, Maryland
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18
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Xiong S, Humble S, Barnette A, Brandt H, Thompson V, Klesges LM, Silver MI. Associations of geographic-based socioeconomic factors and HPV vaccination among male and female children in five US states. BMC Public Health 2024; 24:702. [PMID: 38443823 PMCID: PMC10916280 DOI: 10.1186/s12889-024-18206-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Accepted: 02/24/2024] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND We assessed whether five geographic-based socioeconomic factors (medically underserved area (MUA); healthcare provider shortage area (HPSA); persistent poverty; persistent child poverty; and social vulnerability index (SVI)) were associated with the odds of HPV vaccination initiation, series completion, and parental vaccine hesitancy, and whether the observed relationships varied by gender of the child. METHODS An online panel service, administered through Qualtrics®, was used to recruit parents of adolescents 9-17 years of age to complete a one-time survey in 2021. Coverage of the panel included five US states: Arkansas, Mississippi, Missouri, Tennessee, and Southern Illinois. Generalized estimating equation (GEE) models were used to assess population-level associations between five geographic-based socioeconomic factors (MUA; HPSA; persistent poverty; persistent child poverty; and SVI) and three HPV vaccination outcomes (initiation, series completion, and hesitancy). All GEE models were adjusted for age of child and clustering at the state level. RESULTS Analyses were conducted using responses from 926 parents about their oldest child in the target age range (9-17 years). The analytic sample consisted of 471 male children and 438 female children across the five states. In adjusted GEE models, persistent child poverty and HPSA were negatively associated with HPV vaccination initiation and series completion among female children, respectively. Among male children, high social vulnerability was negatively associated with HPV vaccine series completion. Additionally, persistent poverty and high social vulnerability were negatively associated with HPV vaccine hesitancy in male children. CONCLUSIONS The results of this cross-sectional study suggest that geographic-based socioeconomic factors, particularly, HPSA, persistent poverty, and SVI, should be considered when implementing efforts to increase HPV vaccine coverage for adolescents. The approaches to targeting these geographic factors should also be evaluated in future studies to determine if they need to be tailored for male and female children.
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Affiliation(s)
- Serena Xiong
- Department of Family Medicine and Community Health, University of Minnesota Medical School, 717 Delaware St SE, Suite 166, 55414, Minneapolis, MN, USA.
| | - Sarah Humble
- Department of Surgery, Washington University School of Medicine, 600 S Taylor Avenue, 63110, St. Louis, MO, USA
| | - Alan Barnette
- Saint Francis Medical Center, 211 St. Francis Drive, 63703, Cape Girardeau, MO, USA
| | - Heather Brandt
- HPV Cancer Prevention Program, St. Jude Children's Research Hospital, 262 Danny Thomas Place, 38105-3678, Memphis, TN, USA
| | - Vetta Thompson
- Barnes-Jewish Hospital, Alvin J. Siteman Cancer Center, Washington University School of Medicine, 63110, St. Louis, MO, USA
- Department of Medicine and Pediatrics, Washington University School of Medicine, Washington University in St. Louis, 63110, St. Louis, MO, USA
| | - Lisa M Klesges
- Department of Surgery, Washington University School of Medicine, 600 S Taylor Avenue, 63110, St. Louis, MO, USA
| | - Michelle I Silver
- Department of Surgery, Washington University School of Medicine, 600 S Taylor Avenue, 63110, St. Louis, MO, USA
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Diaz A, Azap L, Moazzam Z, Knight-Davis J, Pawlik TM. Association of social determinants of health International Classification of Disease, Tenth Edition clinical modification codes with outcomes for emergency general surgery and trauma admissions. Surgery 2024; 175:899-906. [PMID: 37863693 DOI: 10.1016/j.surg.2023.08.046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 06/22/2023] [Accepted: 08/08/2023] [Indexed: 10/22/2023]
Abstract
BACKGROUND Patients with Acute Care Surgery needs (ie, emergency general surgery diagnosis or trauma admission) are at particularly high risk for nonmedical patient-related factors that can be important drivers of healthcare outcomes. These social determinants of health are typically ascertained at the geographic area level (ie, county or neighborhood) rather than at the individual patient level. Recently, the International Classification of Diseases Tenth Revision, Tenth Edition created codes to capture health hazards related to patient socioeconomic and psychosocial circumstances. We sought to characterize the impact of these social determinants of health-related codes on perioperative outcomes among patients with acute care surgery needs. METHODS Patients diagnosed between 2017 and 2020 with acute care surgery needs (ie, emergency general surgery diagnosis or a trauma admission) were identified in the California Department of Healthcare Access and information Patient Discharge database. Data on concomitant social determinants of health-related codes (International Classification of Diseases Tenth Revision, Tenth Edition Z55-Z65), which designated health hazards related to socioeconomic and psychosocial (socioeconomic and psychosocial, respectively) circumstances, were obtained. After controlling for patient factors, including age, sex, race, payer type, and admitting hospital, the association of socioeconomic and psychosocial codes with perioperative outcomes and hospital disposition was analyzed. RESULTS Among 483,280 with an acute care surgery admission (emergency general surgery: n = 289,530, 59.9%; trauma: n = 193,705, 40.1%) mean age was 56.5 years (standard deviation: 21.5) and 271,911 (56.3%) individuals were male. Overall, 16,263 (3.4%) patients had a concomitant socioeconomic and psychosocial diagnosis code. The percentage of patients with a concurrent social determinants of health International Classification of Diseases Tenth Revision, Tenth Edition diagnosis increased throughout the study period from 2.6% in 2017 to 4.4% in 2020. Patients that were male (odds ratio 1.89; 95% confidence interval 1.82, 1.96), insured by Medicaid (odds ratio 5.43; 95% confidence interval 5.15, 5.72) or self-pay (odds ratio 3.04; 95% confidence interval 2.75, 3.36) all had higher odds of having an social determinants of health International Classification of Diseases Tenth Revision, Tenth Edition diagnosis. Black race did not have a significant association with an social determinants of health International Classification of Diseases Tenth Revision, Tenth Edition diagnosis (odds ratio 0.99; 95% confidence interval 0.94, 1.04); however, Hispanic (odds ratio 0.44; 95% confidence interval 0.43, 0.46) and Asian (odds ratio 0.40; 95% confidence interval 0.36, 0.44) race/ethnicity was associated with a lower odds of having an social determinants of health International Classification of Diseases Tenth Revision, Tenth Edition diagnosis. After controlling for competing risk factors on multivariable analyses, the risk-adjusted probability of hospital postoperative death was 3.1% (95% confidence interval 2.8, 3.4) among patients with a social determinants of health diagnosis versus 5.9% (95% confidence interval 5.9, 6.0) (odds ratio 0.48; 95% confidence interval 0.44, 0.54) among patients without a social determinants of health diagnosis. Risk-adjusted complications were 26.7% (95% confidence interval 26.1, 37.3) among patients with a social determinants of health diagnosis compared with 31.9% (95% confidence interval 31.7, 32.0) (odds ratio 0.74; 95% confidence interval 0.71, 0.77) among patients without a social determinants of health diagnosis. CONCLUSION International Classification of Diseases Tenth Revision, Tenth Edition social determinants of health code use was low, with only 3.4% of patients having documentation of a socioeconomic and psychosocial circumstance. The presence of an International Classification of Diseases Tenth Revision, Tenth Edition social determinants of health code was not associated with greater odds of complications or death; however, it was associated with longer length of stay and higher odds of being discharged to a skilled nursing facility.
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Affiliation(s)
- Adrian Diaz
- The Ohio State University, Department of Surgery, Columbus, OH.
| | - Lovette Azap
- The Ohio State University, Department of Surgery, Columbus, OH
| | - Zorays Moazzam
- The Ohio State University, Department of Surgery, Columbus, OH
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20
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Zogg CK, Falvey JR, Kodadek LM, Staudenmayer KL, Davis KA. The interaction between geriatric and neighborhood vulnerability: Delineating prehospital risk among older adult emergency general surgery patients. J Trauma Acute Care Surg 2024; 96:400-408. [PMID: 37962136 PMCID: PMC10922165 DOI: 10.1097/ta.0000000000004191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
BACKGROUND When presenting for emergency general surgery (EGS) care, older adults frequently experience increased risk of adverse outcomes owing to factors related to age ("geriatric vulnerability") and the social determinants of health unique to the places in which they live ("neighborhood vulnerability"). Little is known about how such factors collectively influence adverse outcomes. We sought to explore how the interaction between geriatric and neighborhood vulnerability influences EGS outcomes among older adults. METHODS Older adults, 65 years or older, hospitalized with an AAST-defined EGS condition were identified in the 2016 to 2019, 2021 Florida State Inpatient Database. Latent variable models combined the influence of patient age, multimorbidity, and Hospital Frailty Risk Score into a single metric of "geriatric vulnerability." Variations in geriatric vulnerability were then compared across differences in "neighborhood vulnerability" as measured by variations in Area Deprivation Index, Social Vulnerability Index, and their corresponding subthemes (e.g., access to transportation). RESULTS A total of 448,968 older adults were included. For patients living in the least vulnerable neighborhoods, increasing geriatric vulnerability resulted in up to six times greater risk of death (30-day risk-adjusted hazards ratio [HR], 6.32; 95% confidence interval [CI], 4.49-8.89). The effect was more than doubled among patients living in the most vulnerable neighborhoods, where increasing geriatric vulnerability resulted in up to 15 times greater risk of death (30-day risk-adjusted HR, 15.12; 95% CI, 12.57-18.19). When restricted to racial/ethnic minority patients, the multiplicative effect was four-times as high, resulting in corresponding 30-day HRs for mortality of 11.53 (95% CI, 4.51-29.44) versus 40.67 (95% CI, 22.73-72.78). Similar patterns were seen for death within 365 days. CONCLUSION Both geriatric and neighborhood vulnerability have been shown to affect prehospital risk among older patients. The results of this study build on that work, presenting the first in-depth look at the powerful multiplicative interaction between these two factors. The results show that where a patient resides can fundamentally alter expected outcomes for EGS care such that otherwise less vulnerable patients become functionally equivalent to those who are, at baseline, more aged, more frail, and more sick. LEVEL OF EVIDENCE Prognostic and Epidemiological; Level III.
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Affiliation(s)
- Cheryl K. Zogg
- Department of Surgery, Yale School of Medicine, New Haven, CT
| | - Jason R. Falvey
- Department of Physical Therapy and Rehabilitation Science, University of Maryland School of Medicine, Baltimore, MD
- Department of Epidemiology & Public Health, University of Maryland School of Medicine, Baltimore, MD
| | - Lisa M. Kodadek
- Department of Surgery, Yale School of Medicine, New Haven, CT
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21
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Collins RA, Abla H, Dhanasekara CS, Shrestha K, Dissanaike S. Association of social vulnerability with receipt of hernia repair in Texas. Surgery 2024; 175:457-462. [PMID: 38016898 DOI: 10.1016/j.surg.2023.10.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 09/21/2023] [Accepted: 10/25/2023] [Indexed: 11/30/2023]
Abstract
BACKGROUND The effect of social health determinants on hernia surgery receipt is unclear. We aimed to assess the association of the social vulnerability index with the likelihood of undergoing elective and emergency hernia repair in Texas. METHODS This is a retrospective cohort analysis of the Texas Hospital Inpatient Discharge Public Use Data File and Texas Outpatient Surgical and Radiological Procedure Public Use Data File from 2016 to 2019. Patients ≥18 years old with inguinal or umbilical hernia were included. Social vulnerability index and urban/rural status were merged with the database at the county level. Patients were stratified based on social vulnerability index quartiles, with the lowest quartile (Q1) designated as low vulnerability, Q2 and Q3 as average, and Q4 as high vulnerability. Wilcoxon rank sum, t test, and χ2 analysis were used, as appropriate. The relative risk of undergoing surgery was calculated with subgroup sensitivity analysis. RESULTS Of 234,843 patients assessed, 148,139 (63.1%) underwent surgery. Compared to patients with an average social vulnerability index, the low social vulnerability index group was 36% more likely to receive surgery (relative risk: 1.36, 95% CI 1.34-1.37), whereas the high social vulnerability index group was 14% less likely to receive surgery (relative risk: 0.86, 95% CI 0.85-0.86). This remained significant after stratifying for age, sex, insurance status, ethnicity, and urban/rural status (P < .05). For emergency admissions, there was no difference in receipt of surgery by social vulnerability index. CONCLUSION Vulnerable patients are less likely to undergo elective surgical hernia repair, even after adjusting for demographics, insurance, and urbanicity. The social vulnerability index may be a useful indicator of social determinants of health barriers to hernia repair.
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Affiliation(s)
- Reagan A Collins
- Department of Surgery, Texas Tech University Health Science Center, Lubbock, TX. https://twitter.com/ReaganACollins
| | - Habib Abla
- Department of Surgery, Texas Tech University Health Science Center, Lubbock, TX
| | | | - Kripa Shrestha
- Department of Surgery, Texas Tech University Health Science Center, Lubbock, TX
| | - Sharmila Dissanaike
- Department of Surgery, Texas Tech University Health Science Center, Lubbock, TX.
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22
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Dirago C, Poulson M, Hatchimonji J, Byrne J, Scantling D. Geospatial Analysis of Social Vulnerability, Race, and Firearm Violence in Chicago. J Surg Res 2024; 294:66-72. [PMID: 37866068 DOI: 10.1016/j.jss.2023.08.058] [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: 05/03/2023] [Revised: 07/31/2023] [Accepted: 08/31/2023] [Indexed: 10/24/2023]
Abstract
INTRODUCTION Urban firearm violence (UFV) is associated with inequities rooted in structural racism and socioeconomic disparities. Social vulnerability index (SVI) is a composite measure that encompasses both. We sought to understand the relationship between SVI and the incidence of UFV in Chicago using geospatial analysis for the first time. MATERIALS AND METHODS Firearm assaults in Chicago 2001-2019 were obtained from the Trace. Locations of incidents were geocoded using ArcGIS and overlaid with census tract vector files. These data were linked to 2018 SVI measures obtained from the Center for Disease Control and Prevention. Shooting rates were calculated by tabulating the total number of shootings per capita in each census tract. We used Poisson regression with robust error variance to estimate the incident rate of UFV in different levels of social vulnerability and Local Moran's I to evaluate spatial autocorrelation. RESULTS In total, 642 census tracts were analyzed. The median shooting rate was 2.6 per 1000 people (interquartile 0.77, 7.0). When compared to those census tracts with very low SVI, census tracts with low SVI had a 1.7-time increased incident rate of shootings (incidence rate ratio [IRR] 1.74, 95% CI 1.08, 2.81), tracts with moderate SVI had a 3.1-time increased incident rate (IRR 3.07, 95% CI 2.31, 4.10), and tracts with high SVI had a 7-time increased incident rate (IRR 7.03, 95% CI 5.45, 9.07). CONCLUSIONS In Chicago, social vulnerability has a significant association with rates of firearm violence, providing a focus point for policy intervention to address high rates of interpersonal violence in similar cities.
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Affiliation(s)
- Camille Dirago
- Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts
| | - Michael Poulson
- Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts
| | | | - James Byrne
- Department of Surgery, Johns Hopkins Hospital, Baltimore, Maryland
| | - Dane Scantling
- Boston University Chobanian and Avedisian School of Medicine, Boston, Massachusetts; Department of Surgery, Boston Medical Center, Boston, Massachusetts.
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23
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Agoubi LL, Banks SN, Kwon EG, Rowhani-Rahbar A, Nehra D, Rivara FP. Modification of Firearm Law-Firearm Injury Association by Economic Disadvantage. Am J Prev Med 2024; 66:291-298. [PMID: 37714415 PMCID: PMC10872934 DOI: 10.1016/j.amepre.2023.09.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Revised: 09/05/2023] [Accepted: 09/06/2023] [Indexed: 09/17/2023]
Abstract
INTRODUCTION Firearm-related injuries in the U.S. have risen 37% since 2015. Understanding how the association between firearm incidents and state-level firearm restrictiveness is modified by community-level distress and economic connectedness (EC) may inform upstream injury prevention efforts. METHODS A national cross-sectional study of firearm incidents (interpersonal and unintentional firearm events) occurring between 1/2015 and 12/2021 was performed using the Gun Violence Archive. The exposures were community distress (Distressed Communities Index, DCI), EC, and year-state-level firearm restrictiveness. The primary outcome was mean annual urban firearm incidence rate per ZIP Code Tabulation Area. Generalized linear mixed models were fit to evaluate the modification of the firearm law-firearm incident association by DCI and EC. Data analyses took place in 2022. RESULTS About 266,020 firearm incidents were included. The mean rate was higher with each DCI tertile, with a RR of 3.18 (95% CI: 3.06, 3.30) in high versus low distress communities. Low EC was associated with over 1.8 times greater rate of firearm-related injury. The least restrictive firearm laws were associated with 1.20 times higher risk of firearm incidents (95% CI: 1.12, 1.28). The association between restrictive laws and lower incidence rates was strongest in low and medium distress and high EC communities. CONCLUSIONS Stricter firearm laws are associated with lower rate of firearm incidents. The magnitude of this association is smallest for communities experiencing the greatest economic disadvantage.
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Affiliation(s)
- Lauren L Agoubi
- Department of Surgery, University of Washington School of Medicine, Seattle, Washington; Harborview Injury Prevention and Research Center, Seattle, Washington.
| | - Samantha N Banks
- Firearm Injury and Policy Research Program, University of Washington, Seattle, Washington
| | - Eustina G Kwon
- Department of Surgery, University of Washington School of Medicine, Seattle, Washington
| | - Ali Rowhani-Rahbar
- Firearm Injury and Policy Research Program, University of Washington, Seattle, Washington; Department of Epidemiology, University of Washington, Seattle, Washington; Department of Pediatrics, University of Washington, Seattle, Washington
| | - Deepika Nehra
- Department of Surgery, University of Washington School of Medicine, Seattle, Washington
| | - Frederick P Rivara
- Harborview Injury Prevention and Research Center, Seattle, Washington; Firearm Injury and Policy Research Program, University of Washington, Seattle, Washington; Department of Epidemiology, University of Washington, Seattle, Washington; Department of Pediatrics, University of Washington, Seattle, Washington
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24
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Varagur K, Murphy J, Skolnick GB, Naidoo SD, Grames LM, Dunsky KA, Menezes M, Snyder-Warwick AK, Patel KB. Impact of Neighborhood Deprivation and Social Vulnerability on Outcomes and Interventions in Patients with Cleft Palate. Cleft Palate Craniofac J 2024:10556656231226070. [PMID: 38196266 DOI: 10.1177/10556656231226070] [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: 01/11/2024] Open
Abstract
OBJECTIVE To examine whether neighborhood disadvantage impacts length of follow-up, interventions, and outcomes for patients with cleft palate. DESIGN Retrospective cohort. SETTING Cleft Palate Craniofacial Institute Database at St. Louis Children's Hospital. PATIENTS/PARTICIPANTS Patients with cleft palate following in St. Louis Children's Hospital Cleft Palate Multidisciplinary Team Clinic. INTERVENTIONS Primary palatoplasty between 2012-2017. Patients were divided into quartiles across area deprivation index (ADI) and social vulnerability index (SVI), two validated, composite metrics of neighborhood disadvantage, to examine whether living in neighborhoods from different deprivation quartiles impacts outcomes of interest. MAIN OUTCOME MEASURE Follow-up through age 5, surgeries and surgical complications, speech, developmental, and behavioral outcomes. RESULTS 205 patients were included. 39% of patients belonged to the most deprived ADI quartile, while 15% belonged to the most vulnerable SVI quartile. There were no differences between ADI or SVI quartiles in number of operations received (p ≥ 0.40). Patients in the most deprived ADI quartile were significantly more likely to have speech/language concerns (OR 2.32, 95% CI [1.20-4.89], p = 0.01). Being in a more vulnerable SVI quartile was associated with developmental delay (OR 2.29, 95% CI [1.04-5.15], p = 0.04). ADI and SVI quartile did not impact risk of loss to follow-up in the isolated and combined cleft lip and palate subgroups (p ≥ 0.21). CONCLUSIONS Neighborhood disadvantage impacts speech and developmental outcomes in patients with cleft palate despite comparable length of follow-up in multidisciplinary team clinic.
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Affiliation(s)
- Kaamya Varagur
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis, St. Louis, MO, USA
| | - John Murphy
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis, St. Louis, MO, USA
| | - Gary B Skolnick
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis, St. Louis, MO, USA
| | - Sybill D Naidoo
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis, St. Louis, MO, USA
| | - Lynn M Grames
- The Cleft Palate-Craniofacial Institute, St. Louis Children's Hospital, St. Louis, MO, USA
| | - Katherine A Dunsky
- Department of Otolaryngology, Washington University in St. Louis, St. Louis, MO, USA
| | - Maithilee Menezes
- Department of Otolaryngology, Washington University in St. Louis, St. Louis, MO, USA
| | - Alison K Snyder-Warwick
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis, St. Louis, MO, USA
| | - Kamlesh B Patel
- Division of Plastic and Reconstructive Surgery, Washington University in St. Louis, St. Louis, MO, USA
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25
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Al-Mansour MR, Gabriel KH, Neal D. Gender, racial, and socioeconomic disparity of preoperative optimization goals in ventral hernia repair. Surg Endosc 2023; 37:9399-9405. [PMID: 37658198 DOI: 10.1007/s00464-023-10365-7] [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: 04/05/2023] [Accepted: 07/30/2023] [Indexed: 09/03/2023]
Abstract
BACKGROUND Preoperative optimization cut-offs are frequently utilized to determine eligibility for elective ventral hernia repair. Our objective was to assess the relationship between gender, race, and socioeconomic status and preoperative optimization goals. METHODS We queried our institutional database for adults with ventral hernia diagnoses between 2016 and 2021. Demographics, comorbidities, laboratory, and operative data were collected and analyzed. The following cut-offs were used to determine eligibility for elective repair: body mass index (BMI) < 40 kg/m2, no active smoking, and glycated hemoglobin (HbA1c) < 8%. Socioeconomic status was assessed using the Distressed Communities Index. RESULTS A total of 5638 patients were included [Whites = 4321 (77%), Blacks = 794 (14%), Hispanics = 318 (6%), and other/unknown 205 (4%)]. Median age was 61 years and 50% were male. Most common hernia types were umbilical (36%) and incisional (20%). 10% had BMI > 40 kg/m2, 9% were active smokers and 4% had HbA1c > 8%. 21% of all patients did not meet the preoperative optimization cut-offs at time of diagnosis and those were less likely to undergo hernia repair during the study timeframe compared to those who did (OR 0.50; 95% CI [0.42-0.60]). There was a higher proportion of females (21%) and Blacks (22%) with BMI > 40 kg/m2 compared to males (11%) and other races (11-15%), p = 0.002. As the level of socioeconomic distress increased, there was a corresponding increase in the proportion of patients who did not meet preoperative optimization cut-offs from 16% in prosperous communities to 25% in distressed communities (p < 0.0001). CONCLUSION Nearly 1 of 5 patients with ventral hernias is affected by commonly used arbitrary preoperative optimization cut-offs. These cut-offs disproportionately impact females, Black patients and those with higher socioeconomic distress. These disparities need to be considered when planning preoperative optimization protocols and resource allocation to ensure equitable access to elective ventral hernia repair.
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Affiliation(s)
- Mazen R Al-Mansour
- Department of Surgery, University of Florida, Gainesville, FL, USA.
- Department of Surgery, University of Florida Health, PO Box 100108, Gainesville, FL, 32610-0108, USA.
| | | | - Dan Neal
- Department of Surgery, University of Florida, Gainesville, FL, USA
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Dubin JA, Bains SS, Hameed D, Mont MA, Delanois RE. The Utility of Different Measures as Proxies for Social Determinants of Health in Total Joint Arthroplasty. J Arthroplasty 2023; 38:2523-2525. [PMID: 37827340 DOI: 10.1016/j.arth.2023.10.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/14/2023] Open
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27
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Maskal SM, Chang JH, Ellis RC, Phillips S, Melland-Smith M, Messer N, Beffa LRA, Petro CC, Prabhu AS, Rosen MJ, Miller BT. Distressed community index as a predictor of presentation and postoperative outcomes in ventral hernia repair. Am J Surg 2023; 226:580-585. [PMID: 37331908 DOI: 10.1016/j.amjsurg.2023.06.015] [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: 04/25/2023] [Revised: 05/26/2023] [Accepted: 06/10/2023] [Indexed: 06/20/2023]
Abstract
BACKGROUND We evaluated the impact of socioeconomic status on presentation, management, and outcomes of ventral hernias. METHODS The Abdominal Core Health Quality Collaborative was queried for adult patients undergoing ventral hernia repair. Socioeconomic quintiles were assigned using the Distressed Community Index (DCI): prosperous (0-20), comfortable (21-40), mid-tier (41-60), at-risk (61-80), and distressed (81-100). Outcomes included presenting symptoms, urgency, operative details, 30-day outcomes, and one-year hernia recurrence rates. Multivariable regression evaluated 30-day wound complications. RESULTS 39,494 subjects were identified; 32,471 had zip codes (82.2%).Urgent presentation (3.6% vs. 2.3%) and contaminated cases (0.83% vs. 2.06%) were more common in the distressed group compared to the prosperous group (p < 0.001). Higher DCI correlated with readmission (distressed: 4.7% vs prosperous: 2.9%,p < 0.001) and reoperation (distressed 1.8% vs prosperous: 0.92%,p < 0.001). Wound complications were independently associated with increasing DCI (p < 0.05). Clinical recurrence rates were similar at one-year (distressed: 10.4% vs prosperous: 8.6%, p = 0.54). CONCLUSIONS Inequity exists in presentation and perioperative outcomes for ventral hernia repair and efforts should be focused on increasing access to elective surgery and improving postoperative wound care.
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Affiliation(s)
| | | | - Ryan C Ellis
- Cleveland Clinic, General Surgery, Cleveland, USA
| | | | | | - Nir Messer
- Cleveland Clinic, General Surgery, Cleveland, USA
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Dubin JA, Bains SS, Chen Z, Salib CG, Nace J, Mont MA, Delanois RE. Race Associated With Increased Complication Rates After Total Knee Arthroplasty. J Arthroplasty 2023; 38:2220-2225. [PMID: 37172792 DOI: 10.1016/j.arth.2023.04.064] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 04/21/2023] [Accepted: 04/30/2023] [Indexed: 05/15/2023] Open
Abstract
BACKGROUND Racial and ethnic disparities have been suggested to be associated with poor outcomes after total knee arthroplasty (TKA). While socioeconomic disadvantage has been studied, analyses of race as the primary variable are lacking. Therefore, we examined the potential differences between Black and White TKA recipients. Specifically, we assessed 30-day and 90-day, as well as 1 year: (1) emergency department visits and readmissions; (2) total complications; (3) as well as risk factors for total complications. METHODS A consecutive series of 1,641 primary TKAs from January 2015 to December 2021 at a tertiary health care system were reviewed. Patients were stratified according to race, Black (n = 1,003) and White (n = 638). Outcomes of interest were analyzed using bivariate Chi-square and multivariate regressions. Demographic variables such as sex, American Society of Anesthesiologists classification, diabetes, congestive heart failure, chronic pulmonary disease, and socioeconomic status based on Area Deprivation Index were controlled for across all patients. RESULTS The unadjusted analyses found that Black patients had an increased likelihood of 30-day emergency department visits and readmissions (P < .001). However, in the adjusted analyses, Black race was demonstrated to be a risk factor for increased total complications at all-time points (P ≤ .0279). Area Deprivation Index was not a risk for cumulative complications at these time points (P ≥ .2455). CONCLUSION Black patients undergoing TKA may be at increased risk for complications with more risk factors including higher body mass index, tobacco use, substance abuse, chronic obstructive pulmonary disease, congestive heart failure, hypertension, chronic kidney disease, and diabetes and were thus, "sicker" initially than the White cohort. Surgeons are often treating these patients at the later stages of their diseases when risk factors are less modifiable, which necessitates a shift to early, preventable public health measures. While higher socioeconomic disadvantage has been associated with higher rates of complications, the results of this study suggest that race may play a greater role than previously thought.
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Affiliation(s)
- Jeremy A Dubin
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Baltimore, Maryland
| | - Sandeep S Bains
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Baltimore, Maryland
| | - Zhongming Chen
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Baltimore, Maryland
| | - Christopher G Salib
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Baltimore, Maryland
| | - James Nace
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Baltimore, Maryland
| | - Michael A Mont
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Baltimore, Maryland
| | - Ronald E Delanois
- Rubin Institute for Advanced Orthopedics, Sinai Hospital of Baltimore, Baltimore, Maryland
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Suarez-Pierre A, Iguidbashian J, Kirsch MJ, Cotton JL, Quinn C, Fullerton DA, Reece TB, Hoffman JRH, Cleveland JC, Rove JY. Importance of social vulnerability on long-term outcomes after heart transplantation. Am J Transplant 2023; 23:1580-1589. [PMID: 37414250 DOI: 10.1016/j.ajt.2023.06.017] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 05/25/2023] [Accepted: 06/20/2023] [Indexed: 07/08/2023]
Abstract
The relationship between social determinants of health and outcomes after heart transplantation has not been examined. The social vulnerability index (SVI) uses United States census data to determine the social vulnerability of every census tract based on 15 factors. This retrospective study seeks to examine the impact of SVI on outcomes after heart transplantation. Adult heart recipients who received a graft between 2012 and 2021 were stratified into SVI percentiles of <75% and SVI of ≥75%. The primary endpoint was survival. The median SVI was 48% (interquartile range: 30%-67%) among 23 700 recipients. One-year survival was similar between groups (91.4 vs 90.7%, log-rank P = .169); however, 5-year survival was lower among individuals living in vulnerable communities (74.8% vs 80.0%, P < .001). This finding persisted despite risk adjustment for other factors associated with mortality (survival time ratio 0.819, 95% confidence interval: 0.755-0.890, P < .001). The incidences of 5-year hospital readmission (81.4% vs 75.4%, P < .001) and graft rejection (40.3% vs 35.7%, P = .004) were higher among individuals living in vulnerable communities. Individuals living in vulnerable communities may be at increased risk of mortality after heart transplantation. These findings suggest there is an opportunity to focus on these recipients undergoing heart transplantation to improve survival.
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Affiliation(s)
- Alejandro Suarez-Pierre
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA.
| | - John Iguidbashian
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Michael J Kirsch
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Jake L Cotton
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Christopher Quinn
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - David A Fullerton
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Thomas Brett Reece
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Jordan R H Hoffman
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Joseph C Cleveland
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Jessica Y Rove
- Division of Cardiothoracic Surgery, Department of Surgery, University of Colorado School of Medicine, Aurora, Colorado, USA
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Kannoth S, Chung SE, Tamakloe KD, Albrecht SS, Azan A, Chambers EC, Sheffield PE, Thompson A, Woo Baidal JA, Lovinsky-Desir S, Stingone JA. Neighborhood environmental vulnerability and pediatric asthma morbidity in US metropolitan areas. J Allergy Clin Immunol 2023; 152:378-385.e2. [PMID: 36990323 PMCID: PMC10524145 DOI: 10.1016/j.jaci.2023.03.018] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Revised: 03/13/2023] [Accepted: 03/17/2023] [Indexed: 03/30/2023]
Abstract
BACKGROUND Research suggests demographic, economic, residential, and health-related factors influence vulnerability to environmental exposures. Greater environmental vulnerability may exacerbate environmentally related health outcomes. We developed a neighborhood environmental vulnerability index (NEVI) to operationalize environmental vulnerability on a neighborhood level. OBJECTIVE We explored the relationship between NEVI and pediatric asthma emergency department (ED) visits (2014-19) in 3 US metropolitan areas: Los Angeles County, Calif; Fulton County, Ga; and New York City, NY. METHODS We performed separate linear regression analyses examining the association between overall NEVI score and domain-specific NEVI scores (demographic, economic, residential, health status) with pediatric asthma ED visits (per 10,000) across each area. RESULTS Linear regression analyses suggest that higher overall and domain-specific NEVI scores were associated with higher annual pediatric asthma ED visits. Adjusted R2 values suggest that overall NEVI scores explained at least 40% of the variance in pediatric asthma ED visits. Overall NEVI scores explained more of the variance in pediatric asthma ED visits in Fulton County. NEVI scores for the demographic, economic, and health status domains explained more of the variance in pediatric asthma ED visits in each area compared to the NEVI score for the residential domain. CONCLUSION Greater neighborhood environmental vulnerability was associated with greater pediatric asthma ED visits in each area. The relationship differed in effect size and variance explained across the areas. Future studies can use NEVI to identify populations in need of greater resources to mitigate the severity of environmentally related outcomes, such as pediatric asthma.
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Affiliation(s)
- Sneha Kannoth
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York City, NY.
| | - Sarah E Chung
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York City, NY
| | - Kelvin D Tamakloe
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York City, NY
| | - Sandra S Albrecht
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York City, NY
| | - Alexander Azan
- Department of Population Health, New York University Langone Health, New York City, NY
| | - Earle C Chambers
- Department of Family and Social Medicine, Albert Einstein College of Medicine, Bronx, NY
| | - Perry E Sheffield
- Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai, New York City, NY
| | - Azure Thompson
- Department of Community Health Sciences, School of Public Health, SUNY Downstate Health Sciences University, Brooklyn, NY
| | - Jennifer A Woo Baidal
- Department of Pediatrics, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY
| | - Stephanie Lovinsky-Desir
- Department of Pediatrics, Vagelos College of Physicians and Surgeons, Columbia University, New York City, NY
| | - Jeanette A Stingone
- Department of Epidemiology, Mailman School of Public Health, Columbia University, New York City, NY
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Taylor KK, Neiman PU, Bonner S, Ranganathan K, Tipirneni R, Scott JW. Unmet Social Health Needs as a Driver of Inequitable Outcomes After Surgery: A Cross-sectional Analysis of the National Health Interview Survey. Ann Surg 2023; 278:193-200. [PMID: 36017938 PMCID: PMC10122453 DOI: 10.1097/sla.0000000000005689] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
OBJECTIVE This study aims to identify opportunities to improve surgical equity by evaluating unmet social health needs by race, ethnicity, and insurance type. BACKGROUND Although inequities in surgical care and outcomes based on race, ethnicity, and insurance have been well documented for decades, underlying drivers remain poorly understood. METHODS We used the 2008-2018 National Health Interview Survey to identify adults age 18 years and older who reported surgery in the past year. Outcomes included poor health status (self-reported), socioeconomic status (income, education, employment), and unmet social health needs (food, housing, transportation). We used logistic regression models to progressively adjust for the impact of patient demographics, socioeconomic status, and unmet social health needs on health status. RESULTS Among a weighted sample of 14,471,501 surgical patients, 30% reported at least 1 unmet social health need. Compared with non-Hispanic White patients, non-Hispanic Black, and Hispanic patients reported higher rates of unmet social health needs. Compared with private insurance, those with Medicaid or no insurance reported higher rates of unmet social health needs. In fully adjusted models, poor health status was independently associated with unmet social health needs: food insecurity [adjusted odds ratio (aOR)=2.14; 95% confidence interval (CI): 1.89-2.41], housing instability (aOR=1.69; 95% CI: 1.51-1.89), delayed care due to lack of transportation (aOR=2.58; 95% CI: 2.02-3.31). CONCLUSIONS Unmet social health needs vary significantly by race, ethnicity, and insurance, and are independently associated with poor health among surgical populations. As providers and policymakers prioritize improving surgical equity, unmet social health needs are potential modifiable targets.
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Affiliation(s)
- Kathryn K Taylor
- National Clinician Scholars Program, University of Michigan, Ann Arbor, MI
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, MI
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI
- Department of Surgery, Stanford University, Stanford, CA
| | - Pooja U Neiman
- National Clinician Scholars Program, University of Michigan, Ann Arbor, MI
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, MI
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI
- Department of Surgery, Brigham and Women's Hospital, Boston, MA
| | - Sidra Bonner
- National Clinician Scholars Program, University of Michigan, Ann Arbor, MI
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, MI
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI
- Department of Surgery, University of Michigan, Ann Arbor, MI
| | - Kavitha Ranganathan
- Division of Plastic Surgery, Brigham and Women's Hospital, Boston, MA
- Center for Surgery and Public Health, Brigham and Women's Hospital, Boston, MA
| | - Renuka Tipirneni
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - John W Scott
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, MI
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI
- Department of Surgery, University of Michigan, Ann Arbor, MI
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Tran T, Rousseau MA, Farris DP, Bauer C, Nelson KC, Doan HQ. The social vulnerability index as a risk stratification tool for health disparity research in cancer patients: a scoping review. Cancer Causes Control 2023; 34:407-420. [PMID: 37027053 PMCID: PMC10080510 DOI: 10.1007/s10552-023-01683-1] [Citation(s) in RCA: 45] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Accepted: 03/06/2023] [Indexed: 04/08/2023]
Abstract
PURPOSE The social vulnerability index (SVI), developed by the Centers for Disease Control and Prevention, is a novel composite measure encompassing multiple variables that correspond to key social determinants of health. The objective of this review was to investigate innovative applications of the SVI to oncology research and to employ the framework of the cancer care continuum to elucidate further research opportunities. METHODS A systematic search for relevant articles was performed in five databases from inception to 13 May 2022. Included studies applied the SVI to analyze outcomes in cancer patients. Study characteristics, patent populations, data sources, and outcomes were extracted from each article. This review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. RESULTS In total, 31 studies were included. Along the cancer care continuum, five applied the SVI to examine geographic disparities in potentially cancer-causing exposures; seven in cancer diagnosis; fourteen in cancer treatment; nine in treatment recovery; one in survivorship care; and two in end-of-life care. Fifteen examined disparities in mortality. CONCLUSION In highlighting place-based disparities in patient outcomes, the SVI represents a promising tool for future oncology research. As a reliable geocoded dataset, the SVI may inform the development and implementation of targeted interventions to prevent cancer morbidity and mortality at the neighborhood level.
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Affiliation(s)
- Tiffaney Tran
- Department of Dermatology, Division of Internal Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Morgan A Rousseau
- The University of Texas Health Science Center at Houston John P. and Kathrine G. McGovern Medical School, Houston, TX, USA
| | - David P Farris
- Research Medical Library, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Cici Bauer
- Department of Biostatistics and Data Science, The University of Texas Health Science Center at Houston School of Public Health, Houston, TX, USA
| | - Kelly C Nelson
- Department of Dermatology, Division of Internal Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Hung Q Doan
- Department of Dermatology, Division of Internal Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA.
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The Effect of Socioeconomic Disparity on Improvement in QuickDASH at 3 Months after Carpal Tunnel Release. PLASTIC AND RECONSTRUCTIVE SURGERY-GLOBAL OPEN 2023; 11:e4878. [PMID: 36923712 PMCID: PMC10010810 DOI: 10.1097/gox.0000000000004878] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 01/31/2023] [Indexed: 03/14/2023]
Abstract
The primary objective of this study was to determine the association between socioeconomic disparity and improvement in QuickDASH score 3 months after carpal tunnel release (CTR). The secondary objectives of this study were to determine the association between socioeconomic disparity and baseline preoperative QuickDASH score and 3 months postoperative QuickDASH score after CTR. Methods A single-institutional, prospective, longitudinal study was performed of 85 patients who underwent isolated, unilateral CTR for idiopathic carpal tunnel syndrome. Sixty-three patients (74%) who completed patient-reported outcome measures at 3 months after surgery comprised our study cohort. Socioeconomic disparity was assessed using the zip code level Distressed Communities Index (DCI) and the neighborhood level Area Deprivation Index. The outcome variables were the improvement in the QuickDASH score, 3 months postoperative QuickDASH score, and the preoperative QuickDASH score. Associations between continuous variables were assessed using simple linear regression. Results The mean DCI of the study cohort was in the 23rd national percentile, and the mean Area Deprivation Index was in the 15th national percentile. The mean preoperative QuickDASH of the study cohort was 49.3. The mean 3 months postoperative QuickDASH of the study cohort was 29.8. The mean improvement in QuickDASH at 3 months after surgery was 19.5, which was statistically significant and clinically meaningful. Area Deprivation Index and DCI were not associated with improvement in QuickDASH score or 3 months postoperative QuickDASH score. Higher DCI was associated with poorer baseline preoperative QuickDASH score. Conclusion Patients of various socioeconomic backgrounds can expect similar short-term improvements in symptoms and function after CTR.
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Balan N, Liu JK, Braschi C, Lee H, Petrie BA. Sex-based analysis of characteristics contributing to anorectal abscesses requiring acute care surgery. SURGERY IN PRACTICE AND SCIENCE 2023; 12:100156. [PMID: 39845300 PMCID: PMC11749951 DOI: 10.1016/j.sipas.2023.100156] [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: 11/28/2022] [Revised: 01/29/2023] [Accepted: 01/29/2023] [Indexed: 02/03/2023] Open
Abstract
Background Males present more frequently with anorectal abscesses than females. Factors contributing to this difference are not clear. The purpose of this study is to evaluate comorbidities and demographic features at presentation that may contribute to the male predominance in this disease process. Methods This is a retrospective study on patients who underwent acute care surgery for anorectal abscess at an urban safety-net hospital from 2015 to 2020. Bivariate analysis was used to determine factors associated with the sex difference in anorectal abscesses requiring acute care surgery. Results This study included 208 patients, of which 160 were male (76.9%). At the time of surgery, males had a higher rate of current tobacco use compared to females (25.6% vs. 8.3%, p = 0.009). Additionally, males who presented for surgery were older compared to females, (42.5 ± 10.8 years vs. 37.2 ± 13.4 years, p = 0.005). No differences were found between males and females with respect to comorbidities including diabetes, hypertension, body mass index (BMI), cardiovascular disease, or end stage renal disease. Conclusion This study suggests that the male predominance in anorectal abscess necessitating acute care surgery may be partially explained by current tobacco use and older age.
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Affiliation(s)
- Naveen Balan
- Department of Surgery, Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Jessica K. Liu
- Department of Surgery, Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Caitlyn Braschi
- Department of Surgery, Harbor-UCLA Medical Center, Torrance, CA, USA
| | - Hanjoo Lee
- Department of Surgery, Harbor-UCLA Medical Center, Torrance, CA, USA
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Lai V, Wesley DB, Zheng H, Lu J, Graves K, Miller KM, Felger EA, Carroll NM, Rosen JE, Wang JHY. Social Determinants of Health and Quality of Life in Endocrine Surgery Patients. J Surg Res 2023; 283:194-204. [PMID: 36410236 PMCID: PMC11801176 DOI: 10.1016/j.jss.2022.10.053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 08/25/2022] [Accepted: 10/15/2022] [Indexed: 11/21/2022]
Abstract
INTRODUCTION Quality of life (QoL) of endocrine surgery patients is an important patient outcome but the role of social determinants of health (SDH) on preoperative QoL is understudied. METHODS This study used preoperative data of 233 endocrine surgery patients participating in a longitudinal QoL study to examine the influence of SDH (patient-level and environmental) on preoperative QoL. Patient-level SDH was assessed with structured survey questions and environmental SDH with the Social Vulnerability Index. Multiple domains of QoL were assessed with the Patient-Reported Outcomes Measurement Information System-29 (PROMIS-29). RESULTS The average age of the sample was 52.9 y and 76.8% were female, 10% were Hispanic, 55.8% were White, 32.6% were Black, 6.9% were Other, and 4.7% were Asian. Patients with patient-level SDH were more likely to have worse preoperative QoL in multiple PROMIS domains. Patients who lived in the most socially vulnerable areas had the same or better QoL scores in the PROMIS-29 domains than those living in less vulnerable areas. Minority race patients were more likely to have patient-level SDH and to live in the most vulnerable areas. CONCLUSIONS This study is the first to our knowledge to examine the role of patient-level and environmental SDH on preoperative QoL among endocrine surgery patients. The results identified specific patient-level factors that could be used as the basis for interventions aimed to improve patients' QoL. Future studies that evaluate the role of preoperative SDH on long-term QoL and clinical outcomes would further enhance our understanding of the impact of SDH on patient wellbeing.
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Affiliation(s)
- Victoria Lai
- MedStar-Washington Hospital Center, Division of Endocrine Surgery, Washington, District of Columbia.
| | | | - Hui Zheng
- MedStar-Washington Hospital Center, Division of Endocrine Surgery, Washington, District of Columbia
| | - Jana Lu
- Georgetown University School of Medicine, Washington, District of Columbia
| | - Kristi Graves
- Georgetown University Medical Center, Washington, District of Columbia
| | | | - Erin A Felger
- MedStar-Washington Hospital Center, Division of Endocrine Surgery, Washington, District of Columbia
| | - Nancy M Carroll
- MedStar-Washington Hospital Center, Division of Endocrine Surgery, Washington, District of Columbia
| | - Jennifer E Rosen
- MedStar-Washington Hospital Center, Division of Endocrine Surgery, Washington, District of Columbia
| | - Judy Huei-Yu Wang
- Georgetown University Medical Center, Washington, District of Columbia
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Zhang Y, Kunnath N, Dimick JB, Scott JW, Ibrahim AM. Social Vulnerability and Emergency General Surgery among Medicare Beneficiaries. J Am Coll Surg 2023; 236:208-217. [PMID: 36519918 PMCID: PMC9764237 DOI: 10.1097/xcs.0000000000000429] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
BACKGROUND Although the Social Vulnerability Index (SVI) was created to identify vulnerable populations after unexpected natural disasters, its ability to identify similar groups of patients undergoing unexpected emergency surgical procedures is unknown. We sought to examine the association between SVI and outcomes after emergency general surgery. STUDY DESIGN This study is a cross-sectional review of 887,193 Medicare beneficiaries who underwent 1 of 4 common emergency general surgery procedures (appendectomy, cholecystectomy, colectomy, and ventral hernia repair) performed in the urgent or emergent setting between 2014 and 2018. These data were merged with the SVI at the census-track level of residence. Risk-adjusted outcomes (30-day mortality, serious complications, readmission) were evaluated using a logistic regression model accounting for age, sex, comorbidity, year, procedure type, and hospital characteristics between high and low social vulnerability quintiles and within the 4 SVI subthemes (socioeconomic status; household composition and disability; minority status and language; and housing type and transportation). RESULTS Compared with beneficiaries with low social vulnerability, Medicare beneficiaries living in areas of high social vulnerability experienced higher rates of 30-day mortality (8.56% vs 8.08%; adjusted odds ratio 1.07; p < 0.001), serious complications (20.71% vs 18.40%; adjusted odds ratio 1.17; p < 0.001), and readmissions (16.09% vs 15.03%; adjusted odds ratio 1.08; p < 0.001). This pattern of differential outcomes was present in subgroup analysis of all 4 SVI subthemes but was greatest in the socioeconomic status and household composition and disability subthemes. CONCLUSIONS National efforts to support patients with high social vulnerability from natural disasters may be well aligned with efforts to identify communities that are particularly vulnerable to worse postoperative outcomes after emergency general surgery. Policies targeting structural barriers related to household composition and socioeconomic status may help alleviate these disparities.
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Affiliation(s)
- Yuqi Zhang
- National Clinician Scholars Program at the Clinical Research Training Program, Duke University, Durham, North Carolina 27705, USA
- Department of Surgery, Yale University, New Haven, Connecticut 06511, USA
| | - Nicholas Kunnath
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109, USA
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Justin B Dimick
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109, USA
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - John W Scott
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Andrew M Ibrahim
- Department of Surgery, University of Michigan, Ann Arbor, Michigan 48109, USA
- Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, Michigan 48109, USA
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Knowlton LM, Zakrison T, Kao LS, McCrum ML, Agarwal, S, Bruns B, Joseph KA, Berry C. Quality care is equitable care: a call to action to link quality to achieving health equity within acute care surgery. Trauma Surg Acute Care Open 2023; 8:e001098. [PMID: 37205273 PMCID: PMC10186480 DOI: 10.1136/tsaco-2023-001098] [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: 01/30/2023] [Accepted: 04/26/2023] [Indexed: 05/21/2023] Open
Abstract
Health equity is defined as the sixth domain of healthcare quality. Understanding health disparities in acute care surgery (defined as trauma surgery, emergency general surgery and surgical critical care) is key to identifying targets that will improve outcomes and ensure delivery of high-quality care within healthcare organizations. Implementing a health equity framework within institutions such that local acute care surgeons can ensure equity is a component of quality is imperative. Recognizing this need, the AAST (American Association for the Surgery of Trauma) Diversity, Equity and Inclusion Committee convened an expert panel entitled 'Quality Care is Equitable Care' at the 81st annual meeting in September 2022 (Chicago, Illinois). Recommendations for introducing health equity metrics within health systems include: (1) capturing patient outcome data including patient experience data by race, ethnicity, language, sexual orientation, and gender identity; (2) ensuring cultural competency (eg, availability of language services; identifying sources of bias or inequities); (3) prioritizing health literacy; and (4) measuring disease-specific disparities such that targeted interventions are developed and implemented. A stepwise approach is outlined to include health equity as an organizational quality indicator.
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Affiliation(s)
- Lisa M Knowlton
- Department of Surgery, Stanford University School of Medicine, Stanford, California, USA
| | - Tanya Zakrison
- Department of Surgery, The University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Lillian S Kao
- Department of Surgery, McGovern Medical School at The University of Texas Health Science Center at Houston, Houston, Texas, USA
| | - Marta L McCrum
- Department of Surgery, University of Utah School of Medicine, Salt Lake, Utah, USA
| | - Suresh Agarwal,
- Department of Surgery, Duke University Medical Center, Durham, North Carolina, USA
| | - Brandon Bruns
- Department of Surgery, University of Texas Southwestern, Dallas, Texas, USA
| | - Kathie-Ann Joseph
- Department of Surgery, NYU Grossman School of Medicine, New York, New York, USA
- NYU Langone Health’s Institute for Excellence in Health Equity, NYU Grossman School of Medicine, New York, New York, USA
| | - Cherisse Berry
- Department of Surgery, NYU Grossman School of Medicine, New York, New York, USA
- NYU Langone Health’s Institute for Excellence in Health Equity, NYU Grossman School of Medicine, New York, New York, USA
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Trinidad S, Brokamp C, Mor Huertas A, Beck AF, Riley CL, Rasnick E, Falcone R, Kotagal M. Use Of Area-Based Socioeconomic Deprivation Indices: A Scoping Review And Qualitative Analysis. Health Aff (Millwood) 2022; 41:1804-1811. [PMID: 36469826 DOI: 10.1377/hlthaff.2022.00482] [Citation(s) in RCA: 65] [Impact Index Per Article: 21.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
There is considerable interest among researchers, clinicians, and policy makers in understanding the impact of place on health. In this scoping review and qualitative analysis, we sought to assess area-level socioeconomic deprivation indices used in public health and health outcomes research in the US. We conducted a systematic scoping review to identify area-level socioeconomic deprivation indices commonly used in the US since 2015. We then qualitatively compared the indices based on the input-variable domains, data sources, index creation characteristics, index accessibility, the geography over which the index is applied, and the nature of the output measure or measures. We identified fifteen commonly used indices of area-level socioeconomic deprivation. There were notable differences in the characteristics of each index, particularly in how they define socioeconomic deprivation based on input-variable domains, the geography over which they are applied, and their output measures. These characteristics can help guide future index selection and application in clinical care, research, and policy decisions.
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Affiliation(s)
- Stephen Trinidad
- Stephen Trinidad, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio
| | - Cole Brokamp
- Cole Brokamp, Cincinnati Children's Hospital Medical Center and University of Cincinnati, Cincinnati, Ohio
| | | | - Andrew F Beck
- Andrew F. Beck, Cincinnati Children's Hospital Medical Center and University of Cincinnati
| | - Carley L Riley
- Carley L. Riley, Cincinnati Children's Hospital Medical Center and University of Cincinnati
| | - Erika Rasnick
- Erika Rasnik, Cincinnati Children's Hospital Medical Center
| | - Richard Falcone
- Richard Falcone, Cincinnati Children's Hospital Medical Center and University of Cincinnati
| | - Meera Kotagal
- Meera Kotagal , Cincinnati Children's Hospital Medical Center and University of Cincinnati
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Zhang D, Earp BE, Blazar P. Association of Economic Well-Being With Comorbid Conditions in Patients Undergoing Carpal Tunnel Release. J Hand Surg Am 2022; 47:1228.e1-1228.e7. [PMID: 34716055 DOI: 10.1016/j.jhsa.2021.09.012] [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: 02/24/2021] [Revised: 07/12/2021] [Accepted: 09/15/2021] [Indexed: 02/02/2023]
Abstract
PURPOSE Medical comorbidities have been associated with the development of carpal tunnel syndrome (CTS), severity at the time of presentation, and outcomes of carpal tunnel release (CTR). Socioeconomic factors have also been associated with worse function in patients with CTS at presentation and after surgery. However, the effects of economic well-being on the prevalence of medical comorbidities in patients with CTS have not been well-described. The objective of this study was to determine whether economic well-being is associated with medical comorbidities in a cohort of patients undergoing CTR. METHODS Patients (n = 1,297) who underwent CTR at a single tertiary care referral center over a 5-year period from July 2008 to June 2013 were retrospectively identified. The exclusion criteria were acute trauma or infection, revision surgery, incomplete medical records, and neoplasm excision. Additionally, patients were excluded if they lacked documented confirmatory or normal electrodiagnostic study findings prior to CTR. Finally, this study comprised a cohort of 892 patients with electrodiagnostic study-confirmed CTS who underwent CTR. The economic well-being of patients was assessed using the Distressed Communities Index. The comorbidities of diabetes mellitus, chronic kidney disease, hypertension, hypothyroidism, cervical radiculopathy, tobacco use, and body mass index were assessed. Bivariate comparisons were used to determine the associations between the tiers of economic well-being and comorbidities. RESULTS Lower economic well-being was associated with body mass index, diabetes mellitus, chronic kidney disease, and tobacco use in these patients. Although hypertension, hypothyroidism, and cervical radiculopathy were not associated with economic well-being, their comparisons were underpowered. CONCLUSIONS Patients experiencing economic distress have a higher comorbidity burden, and as such, may be at an increased risk of complications or poorer outcomes. The association between economic well-being and comorbidities in this population suggests the need for a multidisciplinary care model that addresses both compressive neuropathy and the associated economic factors. TYPE OF STUDY/LEVEL OF EVIDENCE Prognostic II.
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Affiliation(s)
- Dafang Zhang
- Department of Orthopaedic Surgery, Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA.
| | - Brandon E Earp
- Department of Orthopaedic Surgery, Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA
| | - Philip Blazar
- Department of Orthopaedic Surgery, Brigham and Women's Hospital, Boston, MA; Harvard Medical School, Boston, MA
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Dupont B, Dejardin O, Bouvier V, Piquet MA, Alves A. Systematic Review: Impact of Social Determinants of Health on the Management and Prognosis of Gallstone Disease. Health Equity 2022; 6:819-835. [PMID: 36338799 PMCID: PMC9629913 DOI: 10.1089/heq.2022.0063] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/31/2022] [Indexed: 11/06/2022] Open
Abstract
Background: Due to its prevalence, gallstone disease is a major public health issue. It affects diverse patient populations across various socioeconomic levels. Socioeconomic and geographic deprivation may impact both morbidity and mortality associated with digestive diseases, such as biliary tract disease. Aim: The aim of this systematic review was to review the available data on the impact of socioeconomic determinants and geographic factors on gallstone disease and its complications. Methods: This systematic review was conducted following Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. The MEDLINE and Web of Science databases were searched by two investigators to retrieve studies about the impact of income, insurance status, hospital status, education level, living areas, and deprivation indices on gallstone disease. Thirty-seven studies were selected for this review. Results: Socially disadvantaged populations appear to be more frequently affected by complicated or severe forms of gallstone disease. The prognosis of biliary tract disease is poor in these populations regardless of patient status, and increased morbidity and mortality were observed for acute cholangitis or subsequent cholecystectomy. Limited or delayed access and low-quality therapeutic interventions could be among the potential causes for this poor prognosis. Conclusions: This systematic review suggests that socioeconomic determinants impact the management of gallstone disease. Enhanced knowledge of these parameters could contribute to improved public health policies to manage these diseases.
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Affiliation(s)
- Benoît Dupont
- Departement d'Hepato-Gastroenterologie et Nutrition, UNICAEN, CHU de Caen Normandie, Normandie Univ, Caen, France
- “Anticipe” U1086 INSERM-UCBN, “Cancers & Preventions,” Team Labelled “League Against Cancer,” UNICAEN, Normandie Univ, CAEN, France
| | - Olivier Dejardin
- “Anticipe” U1086 INSERM-UCBN, “Cancers & Preventions,” Team Labelled “League Against Cancer,” UNICAEN, Normandie Univ, CAEN, France
- Registre des Tumeurs Digestives du Calvados, “Anticipe” U1086 INSERM-UCBN, UNICAEN, Normandie Univ, Caen, France
| | - Véronique Bouvier
- “Anticipe” U1086 INSERM-UCBN, “Cancers & Preventions,” Team Labelled “League Against Cancer,” UNICAEN, Normandie Univ, CAEN, France
- Registre des Tumeurs Digestives du Calvados, “Anticipe” U1086 INSERM-UCBN, UNICAEN, Normandie Univ, Caen, France
| | - Marie-Astrid Piquet
- Departement d'Hepato-Gastroenterologie et Nutrition, UNICAEN, CHU de Caen Normandie, Normandie Univ, Caen, France
| | - Arnaud Alves
- “Anticipe” U1086 INSERM-UCBN, “Cancers & Preventions,” Team Labelled “League Against Cancer,” UNICAEN, Normandie Univ, CAEN, France
- Service de Chirurgie Digestive, UNICAEN, CHU de Caen Normandie, Normandie Univ, Caen, France
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State-Level Social Vulnerability Index and Healthcare Access: The Behavioral Risk Factor Surveillance System Survey. Am J Prev Med 2022; 63:403-409. [PMID: 35504796 DOI: 10.1016/j.amepre.2022.03.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 03/07/2022] [Accepted: 03/09/2022] [Indexed: 11/20/2022]
Abstract
INTRODUCTION Access to health care is affected by social determinants of health. The social vulnerability index encompasses multiple social determinants of health simultaneously and may therefore be associated with healthcare access. METHODS Cross-sectional data were used from the 2016‒2019 Behavioral Risk Factor Surveillance System, a nationally representative U.S. telephone-based survey of adults aged ≥18 years. State-level social vulnerability index was derived using county-level social vulnerability index estimates from the Centers for Disease Control and Prevention Agency for Toxic Substances and Disease Registry. Analyses were performed in October 2021. Social vulnerability index was ranked according to percentiles, which were divided into tertiles: Tertile 1 (0.10-0.32), Tertile 2 (0.33-0.53), and Tertile 3 (0.54-0.90). RESULTS In multivariable-adjusted models comparing U.S. states in Tertile 3 with those in Tertile 1 of social vulnerability index, there was a higher prevalence of absence of healthcare coverage (OR=1.39 [95% CI=1.22, 1.58]), absence of primary care provider (OR=1.34 [95% CI=1.22, 1.48]), >1-year duration since last routine checkup (OR=1.18 [95% CI=1.10, 1.27]), inability to see a doctor because of cost (OR=1.38 [95% CI=1.23, 1.54]), and the composite variable of any difficulty in accessing healthcare (OR=1.15 [95% CI=1.08, 1.22]). CONCLUSIONS State-level social vulnerability is associated with several measures related to healthcare access. These results can help to identify targeted interventions to improve access to health care in U.S. states with high social vulnerability index burden.
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Herb J, Dunham L, Stitzenberg K. A Comparison of Area-Level Socioeconomic Status Indices in Colorectal Cancer Care. J Surg Res 2022; 280:304-311. [PMID: 36030606 DOI: 10.1016/j.jss.2022.07.036] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Revised: 07/10/2022] [Accepted: 07/28/2022] [Indexed: 11/29/2022]
Abstract
INTRODUCTION There are multiple measures of area socioeconomic status (SES) and there is little evidence on the comparative performance of these measures. We hypothesized adding area SES measures improves model ability to predict guideline concordant care and overall survival compared to models with standard clinical and demographic data alone. MATERIALS AND METHODS We included patients with colorectal cancer from 2006 to 2015 from the North Carolina Cancer Registry merged with insurance claims data. The primary area SES study variables were the Social Deprivation Index, Distressed Communities Index, Area Deprivation Index, and Social Vulnerability Index. We used multivariable logistic modeling and Cox proportional hazards modeling to assess the adjusted association of each indicator, with guideline concordant care and overall survival, respectively. Model performance of the SES measures was compared to a base model using likelihood ratio testing and area under the curve (AUC) assessments to compare SES indicator models with each other. RESULTS We found that the Area Deprivation Index, Social Vulnerability Index and Social Deprivation Index, but not Distressed Communities Index, were significantly associated with receiving guideline concordant care and significantly improved model fit over the base model on likelihood ratio testing. All models had similar AUCs. With respect to overall survival, we found that all indices were independently and significantly associated with survival and had significantly improved model fit over the base model on likelihood ratio testing. AUC analysis again showed all area SES measures had comparable performance for overall survival at 5 y. CONCLUSIONS This analysis demonstrates the importance of including these measures in risk adjustment models. However, of the commonly available measures, no one measure stood out as superior to others.
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Affiliation(s)
- Joshua Herb
- Department of Surgery, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
| | - Lisette Dunham
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Karyn Stitzenberg
- Department of Surgery, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina; Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
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Does Adding a Measure of Social Vulnerability to a Surgical Risk Calculator Improve Its Performance? J Am Coll Surg 2022; 234:1137-1146. [PMID: 35703812 DOI: 10.1097/xcs.0000000000000187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND Emerging literature suggests that measures of social vulnerability should be incorporated into surgical risk calculators. The Social Vulnerability Index (SVI) is a measure designed by the CDC that encompasses 15 socioeconomic and demographic variables at the census tract level. We examined whether adding the SVI into a parsimonious surgical risk calculator would improve model performance. STUDY DESIGN The eight-variable Surgical Risk Preoperative Assessment System (SURPAS), developed using the entire American College of Surgeons (ACS) NSQIP database, was applied to local ACS-NSQIP data from 2012 to 2018 to predict 12 postoperative outcomes. Patient addresses were geocoded and used to estimate the SVI, which was then added to the model as a ninth predictor variable. Brier scores and c-indices were compared for the models with and without the SVI. RESULTS The analysis included 31,222 patients from five hospitals. Brier scores were identical for eight outcomes and improved by only one to two points in the fourth decimal place for four outcomes with addition of the SVI. Similarly, c-indices were not significantly different (p values ranged from 0.15 to 0.96). Of note, the SVI was associated with most of the eight SURPAS predictor variables, suggesting that SURPAS may already indirectly capture this important risk factor. CONCLUSION The eight-variable SURPAS prediction model was not significantly improved by adding the SVI, showing that this parsimonious tool functions well without including a measure of social vulnerability.
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Abstract
OBJECTIVE To evaluate the Social Vulnerability Index (SVI) as a predictor of long-term outcomes after injury. BACKGROUND The SVI is a measure used in emergency preparedness to identify need for resources in the event of a disaster or hazardous event, ranking each census tract on 15 demographic/social factors. METHODS Moderate-severely injured adult patients treated at one of three level-1 trauma centers were prospectively followed six to 14 months post-injury. These data were matched at the census tract level with overall SVI percentile rankings. Patients were stratified based on SVI quartiles, with the lowest quartile designated as low SVI, the middle two quartiles as average SVI, and the highest quartile as high SVI. Multivariable adjusted regression models were used to assess whether SVI was associated with long-term outcomes after injury. RESULTS A total of 3,153 patients were included [54% male, mean age 61.6 (SD = 21.6)]. The median overall SVI percentile rank was 35th (IQR: 16th-65th). Compared to low SVI patients, high SVI patients were more likely to have new functional limitations (OR, 1.51; 95% CI, 1.19-1.92), to not have returned to work (OR, 2.01; 95% CI, 1.40-2.89), and to screen positive for PTSD (OR, 1.56; 95% CI, 1.12-2.17). Similar results were obtained when comparing average with low SVI patients, with average SVI patients having significantly worse outcomes. CONCLUSIONS The SVI has potential utility in predicting individuals at higher risk for adverse long-term outcomes after injury. This measure may be a useful needs assessment tool for clinicians and researchers in identifying communities that may benefit most from targeted prevention and intervention efforts.
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Zhang Y, Kunnath N, Dimick JB, Scott JW, Diaz A, Ibrahim AM. Social Vulnerability And Outcomes For Access-Sensitive Surgical Conditions Among Medicare Beneficiaries. Health Aff (Millwood) 2022; 41:671-679. [PMID: 35500193 DOI: 10.1377/hlthaff.2021.01615] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Concerns have been raised over wide variation in rates of unplanned (emergency or urgent) surgery for access-sensitive surgical conditions-diagnoses requiring surgery that preferably is planned (elective) but, when access is limited, may be delayed until worsening symptoms require riskier and costlier unplanned surgery. Yet little is known about geographic and community-level factors that may increase the likelihood of unplanned surgery with adverse outcomes. We examined the relationship between community-level social vulnerability and rates of unplanned surgery for three access-sensitive conditions in 2014-18 among fee-for-service Medicare beneficiaries ages 65-99. Compared with patients from communities with the lowest social vulnerability, those from communities with the highest vulnerability were more likely, overall, to undergo unplanned surgery (36.2 percent versus 33.5 percent). They were also more likely to experience worse outcomes largely attributable to differential rates of unplanned surgery, including higher rates of mortality (5.4 percent versus 5.0 percent) and additional surgery within thirty days (19.6 percent versus 18.1 percent). Our findings suggest that policy addressing community-level social vulnerability may mitigate the observed differences in surgical procedures and outcomes for access-sensitive conditions.
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Affiliation(s)
- Yuqi Zhang
- Yuqi Zhang , Duke University, Durham, North Carolina
| | | | | | | | | | - Andrew M Ibrahim
- Andrew M. Ibrahim, University of Michigan, and HOK, Chicago, Illinois
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Cain BT, Horns JJ, Huang LC, McCrum ML. Socioeconomic disadvantage is associated with greater mortality after high-risk emergency general surgery. J Trauma Acute Care Surg 2022; 92:691-700. [PMID: 34991125 PMCID: PMC8957531 DOI: 10.1097/ta.0000000000003517] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
BACKGROUND Socioeconomic disadvantage is associated with worse outcomes after elective surgery, but the effect on emergency general surgery (EGS) remains unclear. We examined the association of socioeconomic disadvantage and outcomes after EGS procedures and investigated whether admission to hospitals with comprehensive clinical and social resources mitigated this effect. METHODS Adults undergoing 1 of the 10 most burdensome high- and low-risk EGS procedures were identified in six 2014 State Inpatient Databases. Socioeconomic disadvantage was assessed using Area Deprivation Index (ADI) of patient residence. Multivariable logistic regression models adjusting for patient and hospital factors were used to evaluate the association between ADI quartile (high >75 percentile vs. low <25 percentile), and 30-day readmission, in-hospital mortality, and discharge disposition. Effect modification between ADI and (a) level 1 trauma center and (b) safety-net hospital status was tested. RESULTS A total of 103,749 patients were analyzed: 72,711 low-risk (70.1%) and 31,038 high-risk procedures (29.9%). Patients from neighborhoods with high socioeconomic disadvantage had a higher proportion with ≥3 comorbidities (41.9% vs. 32.0%), minority race/ethnicity (66.3% vs. 42.4%), and Medicaid (28.8% vs. 14.7%) and were less likely to be treated at level 1 trauma centers (18.3% vs. 27.7%; p < 0.001 for all). Adjusting for competing factors, high socioeconomic disadvantage was associated with increased in-hospital mortality after high-risk procedures (odd ratio, 1.30; 95% confidence interval, 1.01-1.66; p = 0.04) and higher odds of non-home discharge (odd ratio, 1.15; 95% confidence interval, 1.02-1.30; p = 0.03) for low-risk procedures. Socioeconomic disadvantage was not associated with 30-day readmission for either procedure group. Level 1 trauma status and safety-net hospital did not meaningfully mitigate effect of ADI for any outcome. CONCLUSION Socioeconomic disadvantage is associated with increased mortality after high-risk procedures and higher odds of non-home discharge after low-risk procedures. This effect was not mitigated by either level 1 trauma or safety-net hospitals. Interventions that specifically address the needs of socially vulnerable communities will be required to significantly improve EGS outcomes for this population. LEVEL OF EVIDENCE Prognostic and Epidemiologic, level III.
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Affiliation(s)
- Brian T Cain
- From the Department of Surgery, University of Utah, Salt Lake City, Utah
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Fliegner M, Yaser JM, Stewart J, Nathan H, Likosky DS, Theurer PF, Clark MJ, Prager RL, Thompson MP. Area Deprivation and Medicare Spending for Coronary Artery Bypass Grafting: Insights from Michigan. Ann Thorac Surg 2022; 114:1291-1297. [PMID: 35300953 DOI: 10.1016/j.athoracsur.2022.02.046] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 02/16/2022] [Accepted: 02/22/2022] [Indexed: 11/19/2022]
Abstract
BACKGROUND Prior work has established that high socioeconomic deprivation is associated with worse short- and long-term outcomes for coronary artery bypass graft (CABG) patients. The relationship between socioeconomic status and 90-day episode spending is poorly understood. In this observational cohort analysis, we evaluated whether socioeconomically disadvantaged patients were associated with higher expenditures during 90-day episodes of care following isolated CABG. METHODS We linked clinical registry data from 8,728 isolated CABG procedures from January 1st, 2012 to December 31st, 2018 to Medicare fee-for-service claims data. Our primary exposure variable was patients in the top decile of the Area Deprivation Index. Linear regression was used to compare risk-adjusted, price-standardized 90-day episode spending for deprived against non-deprived patients, as well as component spending categories: index hospitalization, professional services, post-acute care, and readmissions. RESULTS A total of 872 patients were categorized as being in the top decile. Mean 90-day episode spending for the 8,728 patients in the sample was $55,258 (standard deviation = $26,252). Socioeconomically deprived patients had higher overall 90-day spending compared to non-deprived patients ($61,579 vs. $54,557, difference = $3,003, p = 0.001). Spending was higher in socioeconomically deprived patients for index hospitalizations (difference = $1,284, p = 0.005), professional services (difference = $379, p = 0.002) and readmissions (difference = $1,188, p = 0.008). Inpatient rehabilitation was the only significant difference in post-acute care spending (difference = $469, p = 0.011). CONCLUSIONS Medicare spending was higher for socioeconomically deprived CABG in Michigan, indicating systemic disparities over and above patient demographic factors.
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Affiliation(s)
- Maximilian Fliegner
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Michigan; Oakland University William Beaumont School of Medicine, Auburn Hills, Michigan
| | | | - James Stewart
- VA Ann Arbor Healthcare System, Ann Arbor, Michigan; Department of Surgery, Michigan Medicine, Ann Arbor, Michigan Division of Cardiovascular Medicine, Michigan Medicine, Ann Arbor, Michigan
| | - Hari Nathan
- Michigan Value Collaborative, Ann Arbor, Michigan; Department of Surgery, Michigan Medicine, Ann Arbor, Michigan Division of Cardiovascular Medicine, Michigan Medicine, Ann Arbor, Michigan
| | - Donald S Likosky
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Michigan; Michigan Society of Thoracic and Cardiovascular Surgeons Quality Collaborative, Ann Arbor, Michigan; Michigan Value Collaborative, Ann Arbor, Michigan; Department of Surgery, Michigan Medicine, Ann Arbor, Michigan Division of Cardiovascular Medicine, Michigan Medicine, Ann Arbor, Michigan
| | - Patricia F Theurer
- Michigan Society of Thoracic and Cardiovascular Surgeons Quality Collaborative, Ann Arbor, Michigan
| | - Melissa J Clark
- Michigan Society of Thoracic and Cardiovascular Surgeons Quality Collaborative, Ann Arbor, Michigan
| | - Richard L Prager
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Michigan; Michigan Society of Thoracic and Cardiovascular Surgeons Quality Collaborative, Ann Arbor, Michigan
| | - Michael P Thompson
- Department of Cardiac Surgery, Michigan Medicine, Ann Arbor, Michigan; Michigan Value Collaborative, Ann Arbor, Michigan.
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Social vulnerability is associated with increased morbidity following colorectal surgery. Am J Surg 2022; 224:100-105. [DOI: 10.1016/j.amjsurg.2022.03.010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 02/27/2022] [Accepted: 03/01/2022] [Indexed: 12/12/2022]
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He Y, Wang R, Wang F, Chen L, Shang T, Zheng L. The clinical effect and safety of new preoperative fasting time guidelines for elective surgery: a systematic review and meta-analysis. Gland Surg 2022; 11:563-575. [PMID: 35402209 PMCID: PMC8984990 DOI: 10.21037/gs-22-49] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 03/01/2022] [Indexed: 11/12/2023]
Abstract
BACKGROUND Traditional fasting and no drinking schemes (fasting for 8-12 hours and no drinking for 4-6 hours) affect the metabolism of the body. The new guidelines put forward by the American Association of Anesthesiologists (fasting for 6 hours, no drinking for 2 hours) obviously reduce the time of fasting and no drinking, but the clinical efficacy and safety need to be further confirmed. In this study, a meta-analysis of randomized controlled trials (RCTs) using the new guidelines and traditional protocols was conducted to provide an evidence-based foundation for elective surgery. METHODS The articles were searched in PubMed, EBSCO, MEDLINE, Science Direct, Cochrane Library, CNKI, China Biomedical Resources Database, Wanfang Database, Weipu, and Western Biomedical Journal Literature Database. RCTs related to fasting before surgery during the screening period were selected. Chinese and English search keywords included elective surgery, preoperative, fasting and no drinking, patient comfort, thirst, hunger, collapse, hypoglycemia, preoperative gastric volume, preoperative gastric juice pH, and intraoperative gastric volume. The RevMan 5.3 software provided by Cochrane collaboration network was used to evaluate the quality of included documents. Two professionals independently screened the literature, extracted data, and assessed the risk of bias. RESULTS A total of 6 studies were included. The incidence of hunger in patients undergoing elective surgery in the experimental group and control group was significantly different [Z=3.90; relative risk (RR) =0.58; 95% confidence interval (CI): 0.44, 0.76; P<0.0001]. The incidence of thirst was significantly different between the experimental group and control group (Z=7.22; RR =0.21; 95% CI: 0.13, 0.32; P<0.00001). DISCUSSION Meta-analysis results confirmed that the new guidelines can significantly reduce the hunger and thirst of patients, improve their satisfaction after surgery, and can be applied clinically.
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Affiliation(s)
- Yuying He
- Operating Room, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China
| | - Rongrong Wang
- Nursing Department, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China
| | - Fei Wang
- Operating Room, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China
| | - Lili Chen
- Nursing Department, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China
| | - Tingting Shang
- Operating Room, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China
| | - Luya Zheng
- Service Center, Taizhou Hospital of Zhejiang Province Affiliated to Wenzhou Medical University, Taizhou, China
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Loftus TJ, Ruppert MM, Ozrazgat-Baslanti T, Balch JA, Efron PA, Tighe PJ, Hogan WR, Rashidi P, Upchurch GR, Bihorac A. Association of Postoperative Undertriage to Hospital Wards With Mortality and Morbidity. JAMA Netw Open 2021; 4:e2131669. [PMID: 34757412 PMCID: PMC8581722 DOI: 10.1001/jamanetworkopen.2021.31669] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
IMPORTANCE Undertriaging patients who are at increased risk for postoperative complications after surgical procedures to low-acuity hospital wards (ie, floors) rather than highly vigilant intensive care units (ICUs) may be associated with risk of unrecognized decompensation and worse patient outcomes, but evidence for these associations is lacking. OBJECTIVE To test the hypothesis that postoperative undertriage is associated with increased mortality and morbidity compared with risk-matched ICU admission. DESIGN, SETTING, AND PARTICIPANTS This longitudinal cross-sectional study was conducted using data from the University of Florida Integrated Data Repository on admissions to a university hospital. Included patients were individuals aged 18 years or older who were admitted after a surgical procedure from June 1, 2014, to August 20, 2020. Data were analyzed from April through August 2021. EXPOSURES Ward admissions were considered undertriaged if their estimated risk for hospital mortality or prolonged ICU stay (ie, ≥48 hours) was in the top quartile among all inpatient surgical procedures according to a validated machine-learning model using preoperative and intraoperative electronic health record features available at surgical procedure end time. A nearest neighbors algorithm was used to identify a risk-matched control group of ICU admissions. MAIN OUTCOMES AND MEASURES The primary outcomes of hospital mortality and morbidity were compared among appropriately triaged ward admissions, undertriaged wards admissions, and a risk-matched control group of ICU admissions. RESULTS Among 12 348 postoperative ward admissions, 11 042 admissions (89.4%) were appropriately triaged (5927 [53.7%] women; median [IQR] age, 59 [44-70] years) and 1306 admissions (10.6%) were undertriaged and matched with a control group of 2452 ICU admissions. The undertriaged group, compared with the control group, had increased median [IQR] age (64 [54-74] years vs 62 [50-73] years; P = .001) and increased proportions of women (649 [49.7%] women vs 1080 [44.0%] women; P < .001) and admitted patients with do not resuscitate orders before first surgical procedure (53 admissions [4.1%] vs 27 admissions [1.1%]); P < .001); 207 admissions that were undertriaged (15.8%) had subsequent ICU admission. In the validation cohort, hospital mortality and prolonged ICU stay estimations had areas under the receiver operating characteristic curve of 0.92 (95% CI, 0.91-0.93) and 0.92 (95% CI, 0.92-0.92), respectively. The undertriaged group, compared with the control group, had similar incidence of prolonged mechanical ventilation (32 admissions [2.5%] vs 53 admissions [2.2%]; P = .60), decreased median (IQR) total costs for admission ($26 900 [$18 400-$42 300] vs $32 700 [$22 700-$48 500]; P < .001), increased median (IQR) hospital length of stay (8.1 [5.1-13.6] days vs 6.0 [3.3-9.3] days, P < .001), and increased incidence of hospital mortality (19 admissions [1.5%] vs 17 admissions [0.7%]; P = .04), discharge to hospice (23 admissions [1.8%] vs 14 admissions [0.6%]; P < .001), unplanned intubation (45 admissions [3.4%] vs 49 admissions [2.0%]; P = .01), and acute kidney injury (341 admissions [26.1%] vs 477 admissions [19.5%]; P < .001). CONCLUSIONS AND RELEVANCE This study found that admitted patients at increased risk for postoperative complications who were undertriaged to hospital wards had increased mortality and morbidity compared with a risk-matched control group of admissions to ICUs. Postoperative undertriage was identifiable using automated preoperative and intraoperative data as features in real-time machine-learning models.
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Affiliation(s)
- Tyler J. Loftus
- Department of Surgery, University of Florida Health, Gainesville
- Precision and Intelligent Systems in Medicine Research Partnership, University of Florida, Gainesville
| | - Matthew M. Ruppert
- Precision and Intelligent Systems in Medicine Research Partnership, University of Florida, Gainesville
- Department of Medicine, University of Florida Health, Gainesville
| | - Tezcan Ozrazgat-Baslanti
- Precision and Intelligent Systems in Medicine Research Partnership, University of Florida, Gainesville
- Department of Medicine, University of Florida Health, Gainesville
| | - Jeremy A. Balch
- Department of Surgery, University of Florida Health, Gainesville
| | - Philip A. Efron
- Department of Surgery, University of Florida Health, Gainesville
| | - Patrick J. Tighe
- Department of Anesthesiology, University of Florida Health, Gainesville
- Department of Orthopaedic Surgery and Sports Medicine, University of Florida Health, Gainesville
- Department of Information Systems and Operations Management, University of Florida Health, Gainesville
| | - William R. Hogan
- Department of Health Outcomes and Biomedical Informatics, University of Florida College of Medicine, Gainesville
| | - Parisa Rashidi
- Precision and Intelligent Systems in Medicine Research Partnership, University of Florida, Gainesville
- Department of Biomedical Engineering, University of Florida, Gainesville
- Department of Computer and Information Science and Engineering, University of Florida, Gainesville
- Department of Electrical and Computer Engineering, University of Florida, Gainesville
| | | | - Azra Bihorac
- Precision and Intelligent Systems in Medicine Research Partnership, University of Florida, Gainesville
- Department of Medicine, University of Florida Health, Gainesville
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