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Okada Y, Shahidah N, Ng YY, Chia MYC, Gan HN, Leong BSH, Mao DR, Ng WM, Irisawa T, Yamada T, Nishimura T, Kiguchi T, Kishimoto M, Matsuyama T, Nishioka N, Kiyohara K, Kitamura T, Iwami T, Ong MEH. Outcome assessment for out-of-hospital cardiac arrest patients in Singapore and Japan with initial shockable rhythm. Crit Care 2023; 27:351. [PMID: 37700335 PMCID: PMC10496207 DOI: 10.1186/s13054-023-04636-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Accepted: 09/04/2023] [Indexed: 09/14/2023] Open
Abstract
BACKGROUND Singapore and Osaka in Japan have comparable population sizes and prehospital management; however, the frequency of ECPR differs greatly for out-of-hospital cardiac arrest (OHCA) patients with initial shockable rhythm. Given this disparity, we hypothesized that the outcomes among the OHCA patients with initial shockable rhythm in Singapore were different from those in Osaka. The aim of this study was to evaluate the outcomes of OHCA patients with initial shockable rhythm in Singapore compared to the expected outcomes derived from Osaka data using machine learning-based prediction models. METHODS This was a secondary analysis of two OHCA databases: the Singapore PAROS database (SG-PAROS) and the Osaka-CRITICAL database from Osaka, Japan. This study included adult (18-74 years) OHCA patients with initial shockable rhythm. A machine learning-based prediction model was derived and validated using data from the Osaka-CRITICAL database (derivation data 2012-2017, validation data 2018-2019), and applied to the SG-PAROS database (2010-2016 data), to predict the risk-adjusted probability of favorable neurological outcomes. The observed and expected outcomes were compared using the observed-expected ratio (OE ratio) with 95% confidence intervals (CI). RESULTS From the SG-PAROS database, 1,789 patients were included in the analysis. For OHCA patients who achieved return of spontaneous circulation (ROSC) on hospital arrival, the observed favorable neurological outcome was at the same level as expected (OE ratio: 0.905 [95%CI: 0.784-1.036]). On the other hand, for those who had continued cardiac arrest on hospital arrival, the outcomes were lower than expected (shockable rhythm on hospital arrival, OE ratio: 0.369 [95%CI: 0.258-0.499], and nonshockable rhythm, OE ratio: 0.137 [95%CI: 0.065-0.235]). CONCLUSION This observational study found that the outcomes for patients with initial shockable rhythm but who did not obtain ROSC on hospital arrival in Singapore were lower than expected from Osaka. We hypothesize this is mainly due to differences in the use of ECPR.
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Affiliation(s)
- Yohei Okada
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore.
- Department of Preventive Services, Graduate School of Medicine, Kyoto University, Kyoto, Japan.
| | - Nur Shahidah
- Department of Emergency Medicine, Singapore General Hospital, Singapore, Singapore
| | - Yih Yng Ng
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Department of Preventive and Population Medicine, Tan Tock Seng Hospital, Singapore, Singapore
| | - Michael Y C Chia
- Emergency Department, Tan Tock Seng Hospital, Singapore, Singapore
| | - Han Nee Gan
- Accident & Emergency, Changi General Hospital, Singapore, Singapore
| | - Benjamin S H Leong
- Emergency Medicine Department, National University Hospital, Singapore, Singapore
| | - Desmond R Mao
- Department of Acute and Emergency Care, Khoo Teck Puat Hospital, Singapore, Singapore
| | - Wei Ming Ng
- Emergency Medicine Department, Ng Teng Fong General Hospital, Singapore, Singapore
| | - Taro Irisawa
- Department of Traumatology and Acute Critical Medicine, Osaka University Graduate School of Medicine, Suita, Japan
| | - Tomoki Yamada
- Emergency and Critical Care Medical Center, Osaka Police Hospital, Osaka, Japan
| | - Tetsuro Nishimura
- Department of Critical Care Medicine, Osaka Metropolitan University, Osaka, Japan
| | - Takeyuki Kiguchi
- Critical Care and Trauma Center, Osaka General Medical Center, Osaka, Japan
| | - Masafumi Kishimoto
- Osaka Prefectural Nakakawachi Medical Center of Acute Medicine, Higashi-Osaka, Japan
| | - Tasuku Matsuyama
- Department of Emergency Medicine, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Norihiro Nishioka
- Department of Preventive Services, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Kosuke Kiyohara
- Department of Food Science Faculty of Home Economics, Otsuma Women's University, Tokyo, Japan
| | - Tetsuhisa Kitamura
- Division of Environmental Medicine and Population Sciences, Department of Social and Environmental Medicine, Graduate School of Medicine, Osaka University, Osaka, Japan
| | - Taku Iwami
- Department of Preventive Services, Graduate School of Medicine, Kyoto University, Kyoto, Japan
| | - Marcus Eng Hock Ong
- Health Services and Systems Research, Duke-NUS Medical School, Singapore, Singapore
- Department of Emergency Medicine, Singapore General Hospital, Singapore, Singapore
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Huebinger R, Jarvis J, Schulz K, Persse D, Chan HK, Miramontes D, Vithalani V, Troutman G, Greenberg R, Al-Araji R, Villa N, Panczyk M, Wang H, Bobrow B. Community Variations in Out-of-Hospital Cardiac Arrest Care and Outcomes in Texas. PREHOSP EMERG CARE 2021; 26:204-211. [PMID: 33779479 DOI: 10.1080/10903127.2021.1907007] [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] [Indexed: 10/21/2022]
Abstract
Background: Large and unacceptable variation exists in cardiac resuscitation care and outcomes across communities. Texas is the second most populous state in the US with wide variation in community and emergency response infrastructure. We utilized the Texas-CARES registry to perform the first Texas state analysis of out-of-hospital cardiac arrest (OHCA) in Texas, evaluating for variations in incidence, care, and outcomes.Methods: We analyzed the Texas-CARES registry, including all adult, non-traumatic OHCAs from 1/1/2014 through 12/31/2018. We analyzed the incidence and characteristics of OHCA care and outcome, overall and stratified by community. Utilizing mixed models accounting for clustering by community, we characterized variations in bystander CPR, bystander AED in public locations, and survival to hospital discharge across communities, adjusting for age, gender, race, location of arrest, and rate of witnessed arrest (bystander and 911 responder witnessed).Results: There were a total of 26,847 (5,369 per year) OHCAs from 13 communities; median 2,762 per community (IQR 444-2,767, min 136, max 9161). Texas care and outcome characteristics were: bystander CPR (43.3%), bystander AED use (9.1%), survival to discharge (9.1%), and survival with good neurological outcomes (4.0%). Bystander CPR rate ranged from 19.2% to 55.0%, and there were five communities above and five below the adjusted 95% confidence interval. Bystander AED use ranged from 0% to 19.5%, and there was one community below the adjusted 95% confidence interval. Survival to hospital discharge ranged from 6.7% to 14.0%, and there were three communities above and two below the adjusted 95% confidence interval.Conclusion: While overall OHCA care and outcomes were similar in Texas compared to national averages, bystander CPR, bystander AED use, and survival varied widely across communities in Texas. These variations signal opportunities to improve OHCA care and outcomes in Texas.
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Affiliation(s)
- Ryan Huebinger
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Jeff Jarvis
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Kevin Schulz
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - David Persse
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Hei Kit Chan
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - David Miramontes
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Veer Vithalani
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Gerad Troutman
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Robert Greenberg
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Rabab Al-Araji
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Normandy Villa
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Micah Panczyk
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Henry Wang
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
| | - Bentley Bobrow
- Department of Emergency Medicine, McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Houston, Texas (RH, KS, DP, NV, MP, HW, BB); Baylor Scott & White Health/Texas A&M University College of Medicine, Temple, Texas (JJ, RG); Williamson County EMS, Georgetown, Texas (JJ); Houston Fire Department Emergency Medical Services, Houston, Texas (KS, DP); Department of Biostatistics, School of Public Health, University of Texas Health Science Center at Houston, Houston, Texas (HKC); University of Texas Health Science Center at San Antonio, Brooke Army Medical Center, JBSA Fort Sam Houston, San Antonio, Texas (DM); MedStar Mobile Healthcare, Fort Worth, Texas (VV); Department of Emergency Medicine, JPS Health Network, Fort Worth, Texas (VV); Division of Emergency Medicine, School of Medicine, Texas Tech University Health Sciences Center, Lubbock, Texas (GT); Emory University Rollins School of Public Health, Atlanta, Georgia (RA-A)
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6
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Huebinger R, Vithalani V, Osborn L, Decker C, Jarvis J, Dickson R, Escott M, White L, Al-Araji R, Nikonowicz P, Villa N, Panczyk M, Wang H, Bobrow B. Community disparities in out of hospital cardiac arrest care and outcomes in Texas. Resuscitation 2021; 163:101-107. [PMID: 33798624 DOI: 10.1016/j.resuscitation.2021.03.021] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Revised: 03/02/2021] [Accepted: 03/17/2021] [Indexed: 11/19/2022]
Abstract
BACKGROUND Large racial and socioeconomic inequalities exist for out-of-hospital cardiac arrest (OHCA) care and outcomes. We sought to characterize racial, ethnic, and socioeconomic disparities in OHCA care and outcomes in Texas. METHODS We analyzed 2014-2018 Texas-Cardiac Arrest Registry to Enhance Survival (CARES) data. Using census tracts, we defined race/ethnicity neighborhoods based on majority race/ethnicity composition: non-Hispanic/Latino white, non-Hispanic/Latino black, and Hispanic/Latino. We also stratified neighborhoods into socioeconomic categories: above and below the median for household income, employment rate, and high school graduation. We defined outcomes as bystander CPR rates, public bystander AED use, and survival to hospital discharge. Using mixed models, we analyzed the associations between outcomes and neighborhood (1) racial/ethnic categories and (2) socioeconomic categories. RESULTS We included data on 18,488 OHCAs. Relative to white neighborhoods, black neighborhoods had lower rates of AED use (OR 0.3, CI 0.2-0.4), and Hispanic/Latino neighborhoods had lower rates of bystander CPR (OR 0.7, CI 0.6-0.8), AED use (OR 0.4, CI 0.3-0.6), and survival (OR 0.8, CI 0.7-0.8). Lower income was associated with a lower rates of bystander CPR (OR 0.8, CI 0.7-0.8), AED use (OR 0.5, CI 0.4-0.8), and survival (OR 0.9, CI 0.9-0.98). Lower high school graduation was associated with a lower rate of bystander CPR (OR 0.8, CI 0.7-0.9) and AED use (OR 0.6, CI 0.4-0.9). Higher unemployment was associated with lower rates of bystander CPR (OR 0.9, CI 0.8-0.94) and AED use (OR 0.7, CI 0.5-0.99). CONCLUSION Minority and poor neighborhoods in Texas experience large and unacceptable disparities in OHCA bystander response and outcomes.
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Affiliation(s)
- Ryan Huebinger
- McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Department of Emergency Medicine, Houston, TX, USA.
| | - Veer Vithalani
- Office of the Medical Director, MedStar Mobile Healthcare, Fort Worth, TX, USA; JPS Health Network, Department of Emergency Medicine, Fort Worth, TX, USA
| | - Lesley Osborn
- McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Department of Emergency Medicine, Houston, TX, USA
| | | | - Jeff Jarvis
- Scott & White Healthcare/Texas A&M University College of Medicine, Temple, TX, USA; Williamson County EMS, Georgetown, TX, USA
| | | | | | - Lynn White
- Global Medical Response, Greenwood Village, CO, USA
| | - Rabab Al-Araji
- Emory University, Rollins School of Public Health, Atlanta, GA, USA
| | - Peter Nikonowicz
- William Marsh Rice University, Department of Psychological Sciences, Houston, TX, USA
| | - Normandy Villa
- McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Department of Emergency Medicine, Houston, TX, USA
| | - Micah Panczyk
- McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Department of Emergency Medicine, Houston, TX, USA
| | - Henry Wang
- McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Department of Emergency Medicine, Houston, TX, USA
| | - Bentley Bobrow
- McGovern Medical School at The University of Texas Health Science Center at Houston (UTHealth), Department of Emergency Medicine, Houston, TX, USA
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