Figures
Abstract
Background
The COVID-19 Pandemic challenged the healthcare system worldwide, but its effect on outcomes of cardiac arrest (CA) and extracorporeal membrane oxygenation (ECMO) use are understudied. We examined trends in CA, ECMO use and survival, and evaluated the impact of receiving care during the COVID-19 Pandemic on outcomes following CA. We also evaluated the impact of COVID-19 infection on outcomes following CA.
Methods
Adults with out-of-hospital (OHCA) or in-hospital cardiac arrest (IHCA) were identified in the 2016−2020 National Inpatient Sample. For primary analysis, CA patients without COVID-19 were divided into Pre-Pandemic and Pandemic time-periods. For secondary analysis, CA patients treated during the Pandemic time-period were divided by COVID-19 infection status. Generalized linear models were used to evaluate associations between Pandemic time-period or COVID-19 infection with in-hospital mortality.
Results
Of 1,320,020 non-COVID-19 CA patients, 19.1% were managed during the Pandemic. From 2016−2019, CA incidence increased from 696 to 771 per 100,000 hospitalizations, and disproportionately increased to 1,023 per 100,000 hospitalizations by the end of 2020. Mortality for IHCA was stable prior to the Pandemic, but increased from 67.4% to 75.4% by the end of 2020, while mortality for OHCA was stable. ECMO use increased from 2016 to 2019 for OHCA and IHCA, declined during the second quarter of 2020, and recovered to pre-Pandemic levels by the end of 2020. After risk-adjustment, care during the Pandemic was associated with 1.2-fold greater odds of mortality after CA for non-COVID-19 patients. Among 277,975 patients experiencing CA during the Pandemic, 19.6% had concomitant COVID-19 infection. After risk-adjustment, COVID-19 infection was associated with 3.9-fold greater odds of mortality after CA.
Citation: Hadaya J, Ebrahimian S, Cho NY, Kim S, Benharash P (2025) Trends and outcomes of cardiac arrest and extracorporeal membrane oxygenation during the COVID-19 pandemic in the United States. PLoS One 20(10): e0334896. https://doi.org/10.1371/journal.pone.0334896
Editor: Chiara Lazzeri, Azienda Ospedaliero Universitaria Careggi, ITALY
Received: September 10, 2024; Accepted: October 5, 2025; Published: October 16, 2025
Copyright: © 2025 Hadaya et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Data Availability: The database and its content can be obtained via the link below after completion of a data use agreement with the United States Agency for Healthcare Research and Quality: https://hcup-us.ahrq.gov/tech_assist/centdist.jsp.
Funding: The author(s) received no specific funding for this work.
Competing interests: The authors have declared that no competing interests exist.
Introduction
The incidence of cardiac arrest has increased over the last decade in the United States, and accounts for approximately 400,000 deaths annually [1]. Modest improvements in cardiac arrest survival over the last two decades have been, in part, attributable to standardized cardiopulmonary resuscitation protocols, provider education and awareness, as well as more efficient pre-hospital care systems [2]. Nonetheless, survival with intact neurological function remains dismal at 7–12% among all patients suffering from cardiac arrest [1,3]. Extracorporeal membrane oxygenation (ECMO) has been increasingly utilized as rescue therapy for refractory cardiac arrest [4–6]. Institution of ECMO during cardiac arrest or following return of spontaneous circulation allows for rapid normalization of end-organ perfusion and may facilitate interventions and medical therapies to address the underlying cause of the arrest.
Prior studies have demonstrated a significant rise in the utilization of ECMO among patients in cardiac arrest [4,6]. Three recent randomized controlled trials of ECMO for out-of-hospital cardiac arrest (OHCA) have yielded mixed results. One study was terminated early due to the superiority of ECMO, a second was stopped for lack of efficacy, and a third demonstrated no difference between extracorporeal and conventional cardiopulmonary resuscitation [7–9]. With the dawn of the Coronavirus Disease 2019 (COVID-19) pandemic, many institutions transiently limited their ECMO programs or altered selection criteria, while pre-hospital/ hospital systems modified their practices to ensure the safety of healthcare workers [10,11]. Data on the impact of the COVID-19 pandemic on the incidence of cardiac arrest, the use of ECMO, and associated outcomes across the United States, remains limited.
In the present study, we evaluated recent trends in cardiac arrest, incident ECMO utilization, and survival to discharge using a nationally representative cohort. We subsequently compared characteristics and outcomes of patients without COVID-19 who experienced cardiac arrest before and after the COVID-19 pandemic, and identified factors associated with use of ECMO. Finally, we examined outcomes of cardiac arrest patients with a concomitant diagnosis of COVID-19 relative to all others. We hypothesized an increase in the incidence of cardiac arrest during the COVID-19 pandemic with an associated decrease in ECMO use and inferior survival for both COVID-19 and non-COVID-19 patients during the pandemic.
Methods
Data source and study approval
This was a retrospective cohort study using the National Inpatient Sample (NIS). The NIS is maintained as part of the Healthcare Cost and Utilization Project, a federal-state-industry initiative to evaluate inpatient healthcare utilization, access, costs, and outcomes across the United States. The NIS is the largest, all-payer database and provides accurate estimates for over 97% of US inpatient hospitalizations. [12] The study was deemed exempt from full review by our university’s Institutional Review Board due to the deidentified nature of the NIS. Individual patients can not be identified nor contacted for consent due to the structure of NIS. Deidentified data was accessed from February 1, 2024 to August 18, 2024 for the purpose of the present analysis.
Study population, variables, and outcomes
All adults who experienced out-of-hospital (OHCA) or in-hospital cardiac arrest (IHCA) from 2016 to 2020 were identified using relevant International Classification of Diseases, Tenth Edition (ICD-10) codes (S1 Table). Patients with both sets of codes were classified under IHCA as they had continued to receive chest compressions during hospitalization. Patients with missing data for demographics or key outcomes were excluded from further study.
Patients were subsequently divided into two cohorts to address the study questions (Fig 1). To evaluate the impact of the COVID-19 pandemic on outcomes of cardiac arrest, we divided patients without a diagnosis of COVID-19 infection into a pre-pandemic time period, defined as January 2016 to February 2020, and a pandemic time period, defined as March 2020 to December 2020. Patients with a diagnosis of COVID-19 were specifically excluded from this cohort, as we hypothesized the outcomes of this group would differ from all others. To evaluate the impact of acute COVID-19 infection on outcomes of cardiac arrest, our second cohort was comprised solely of patients treated during the pandemic time period (March 2020 to December 2020). This cohort was divided into two groups based on the presence or absence of acute COVID-19 infection, ascertained using ICD-10 diagnosis codes (S1 Table).
Patient and hospital characteristics are reported as defined by the NIS and included age, sex, primary insurer, zip code-adjusted income quartile, hospital region, and hospital size [12]. The Elixhauser Comorbidity Index, a weighted score encompassing over 30 chronic medical conditions, was used to evaluate the overall burden of chronic disease [13]. Patients with ventricular tachycardia (VT) or ventricular fibrillation (VF) were identified using ICD-10 codes, while those lacking these codes were considered to have asystole or pulseless electrical activity (PEA), as these diagnoses do not carry specific codes. Costs were calculated from charges using cost-to-charge ratio files provided by HCUP, and adjusted for inflation to 2020. Outcome measures included mortality, length of stay, and hospitalization costs.
The primary aim of the study was to examine recent trends in cardiac arrest and associated ECMO use and survival, and evaluate the impact of receiving care during the COVID-19 pandemic on outcomes following cardiac arrest across the United States. We secondarily aimed to evaluate the impact of acute COVID-19 infection on outcomes following cardiac arrest.
Statistical analysis
Categorical variables are reported as percentages and compared using the chi-squared test. Continuous variables are reported as means with standard deviation or medians with interquartile range, and compared using the adjusted Wald test or Wilcoxon rank sum test, as appropriate. A rank-based nonparametric test was used to study temporal changes (Cuzick’s) [14]. Generalized linear models were used to evaluate the association between the pandemic time period and outcomes measures, or acute COVID-19 infection and outcome measures. Model covariates were selected using the least absolute shrinkage and selection operator (LASSO), a regression algorithm commonly employed in large data sets to minimize model overfitting and improve out-of-sample model validity [15]. Models were subsequently evaluated using the area under the receiver operating characteristics curve and Bayesian information criteria. Regression outputs were reported as adjusted odds ratio or beta-coefficient with 95% confidence interval (CI). Statistical significance was set at a two-sided α < 0.05. All statistical analysis was performed using Stata 16.0 (StataCorp, College Station, Texas).
Results
Trends in cardiac arrest, ECMO use, and mortality among non-COVID-19 patients
From 2016 to 2019, the incidence of cardiac arrest increased from 696 to 771 per 100,000 hospitalizations, and further disproportionately increased to 1,023 per 100,000 hospitalizations by quarter 4 of 2020 (p < 0.001). This was evident for both in-hospital and out-of-hospital cardiac arrest (Fig 2A). Prior to the COVID-19 pandemic, mortality for IHCA was relatively stable (68.4% in 2016 to 67.4% in 2019) but increased to 75.4% by quarter 4 of 2020 for Non-COVID-19 patients (p < 0.001). Mortality for OHCA modestly decreased from 61.7% to 58.4% from 2016 to 2019, and remained stable at 57.5% in 2020 (Fig 2B). ECMO use among non-COVID-19 patients significantly increased from 2016 to 2019 for both OHCA and IHCA (p < 0.001), declined during the second quarter of 2020, and recovered to pre-pandemic levels by the end of 2020 (Fig 2C).
Incidence in cardiac arrest normalized to hospitalizations, as the National Inpatient Sample estimates 97% of United States hospitalizations. Red bar divides Pre-Pandemic and Pandemic time-periods. †p < 0.05.
Characteristics and outcomes of patients experiencing cardiac arrest before and after the COVID-19 pandemic
Of an estimated 1,320,020 patients who experienced cardiac arrest, 19.1% (251,805) were managed during or after the COVID-19 pandemic. Patient and hospital characteristics, stratified by pre-pandemic or post-pandemic time frame, are reported in Table 1. Patients managed during the COVID-19 pandemic were less commonly female (41.4% vs 42.8%, p < 0.001), of comparable age (64.2 vs 64.4, p = 0.17), and were more commonly of non-White race. Following the COVID-19 pandemic, cardiac arrests were more commonly in-hospital (55.8% vs 47.4%, p < 0.001) and more commonly asystole or PEA (78.2% vs 76.7%, p < 0.001). Coronary angiography was used less frequently employed following the pandemic (12.2% vs 14.7%, p < 0.001), while ECMO use remained steady (0.9% vs 0.9%). The overall burden of chronic conditions, as defined by the Elixhauser Comorbidity Index, was greater following the COVID-19 pandemic (5.5 vs 5.4, p < 0.001), though most specific chronic conditions were comparable between groups.
Unadjusted mortality rates following cardiac arrest were significantly greater during the pandemic compared to the prior era (66.8% vs 62.5%, p < 0.001, Table 2). In addition, hospitalization costs were greater following the COVID-19 pandemic than before ($23,700 vs $21,800, p < 0.001, Table 2), as was hospital length of stay (median 5 vs 4 days, p < 0.001). After adjustment for patient, hospital, and arrest characteristics, care received following the COVID-19 pandemic was associated with greater odds of mortality following cardiac arrest (adjusted odds ratio, AOR, 1.16, 95% CI 1.12–1.19, S2 Table), as well as an incremental increase in length of stay by 0.3 days (95% CI 0.1–0.5) and costs by $3,000 (95% CI 1,800−4,300, Table 2).
Following risk-adjustment, there was no association between the pandemic time period and ECMO use (Fig 3). Factors associated with ECMO use included younger age, private insurance, increasing income, and care in the Northeastern region of the United States. Arrest characteristics associated with ECMO use included IHCA, rhythm of VF/VF relative to PEA or asystole. Certain acute medical conditions such as myocardial infarction, pulmonary embolism, and heart failure were associated with greater ECMO use, while other chronic conditions including cirrhosis, malignancy, cerebrovascular disease, and end stage renal disease were associated with reduced use of ECMO (S3 Table).
Estimates represent adjusted odds ratio and 95% confidence interval. Additional factors including congestive heart failure, myocardial infarction, history of cerebrovascular disease, history of renal disease, and others, omitted from display for but contribute to risk-adjusted model.
Characteristics and outcomes of COVID-19 versus Non-COVID-19 patients experiencing cardiac arrest
To evaluate the impact of acute COVID-19 infection on outcomes following cardiac arrest, we compared characteristics and outcomes of COVID-19 patients to non-COVID-19 patients who developed cardiac arrest during the pandemic (March 2020 and later). Of 277,975 patients experiencing cardiac arrest during the pandemic, 54,595 (19.6%) had a concomitant diagnosis of COVID-19 infection (Table 3). COVID-19 patients were less commonly female (38.4% vs 42.0%, p < 0.001), older (65.7 vs 61.6 years, p < 0.001), more commonly Black (24.6% vs 20.5%) or Hispanic (26.9% vs 10.2%, p < 0.001), and more commonly in the lowest income quartile (41.5% vs 34.6%, p < 0.001). In-hospital cardiac arrest was modestly more common among COVID-19 patients compared to others (52.1% vs 50.2%, p < 0.001), as were PEA or asystole arrests (88.0% vs 77.1%, p < 0.001). Coronary angiography was less commonly used among COVID-19 patients (1.6% vs 13.6%, p < 0.001) while ECMO use was comparable (0.9% vs 1.0%). COVID-19 patients were more commonly managed in the Northeast and at small or medium-sized hospitals. The overall burden of comorbidities was lower for COVID-19 patients relative to non-COVID-19 (Elixhauser Comorbidity Index 5.17 vs 5.21, p < 0.001), as were specific conditions including myocardial infarction, chronic pulmonary disease, liver disease, and malignancy (Table 3).
Unadjusted mortality rates were significantly greater for COVID-19 patients experiencing cardiac arrest compared to non-COVID-19 patients (88.6% vs 63.4%, p < 0.001, Table 4). Compared to non-COVID-19 patients, COVID-19 patients had greater length of stay (9 vs 4 days, p < 0.001) and greater associated hospitalization costs ($29,800 vs $23,000, p < 0.001). In 2020, COVID-19 infection was associated with greater odds of ECMO use (1.8, 95% CI 1.4–2.4). Following risk-adjustment, COVID-19 infection was associated with 3.9 fold greater odds of mortality (95% CI 3.7–4.2) and a risk-adjusted increase in length of stay by 4.0 days (95% CI 3.7–4.4) and costs by $9,700 (95% CI 8,100−11,400).
Discussion
Despite advances in the resuscitation and management of cardiac arrest patients, survival to hospital discharge remains poor. In the present work, we noted the incidence of cardiac arrest among non-COVID-19 patients to have significantly increased during the COVID-19 pandemic. In contrast to the trends noted over the last decade, mortality after cardiac arrest rose significantly during the pandemic. The use of ECMO and coronary angiography initially declined during the COVID-19 pandemic but recovered to pre-pandemic levels, while mortality remained elevated. Cardiac arrest characteristics significantly differed among COVID-19 and non-COVID-19 patients, while the former experienced significantly inferior outcomes. Several of these findings warrant further discussion.
Prior reports on cardiac arrest during the COVID-19 pandemic have reported mixed findings. In Germany, Roedl et al. reported a trivial increase in the incidence of in-hospital cardiac arrest among all-comers in a three-month period during the COVID-19 pandemic, with rates increasing from 4.6 to 6.6 per 1,000 hospitalizations [16]. On the contrary, Tong et al. reported a modest decrease in in-hospital cardiac arrest rates among inpatients in Hong Kong who did not carry a diagnosis of acute COVID-19 infection during the first year of the pandemic [17]. For out-of-hospital cardiac arrest, several studies suggest a transient increase in rates in the United States and worldwide during the pandemic, though limited data differentiates patients with acute COVID-19 from those not infected. A study of the Los Angeles County emergency medical services registry demonstrated an increase in emergency medical services responses to OHCA by 21% for the first two months of the pandemic [18]. Interestingly, provider impression for ST-elevation myocardial infarction decreased by 7% as did the rates of defibrillation use or transport to hospital, suggesting that the nature of these arrests was different than the pre-pandemic period [18]. In our analysis, we found an approximately 17% increase in the incidence of cardiac arrest during the pandemic compared to the preceding year among patients without COVID-19. This was primarily driven by IHCA, while OHCA remained relatively stable (1% increase), though our estimates for OHCA are likely an underestimate as patients must be transported and survive to hospitalization to be included in this database. While the nature of increased cardiac arrests during the pandemic period among non-COVID-19 patients is unknown, several studies have hypothesized reduced outpatient care utilization, delayed presentation of acute or chronic medical illness due to concern for exposure to COVID-19, and reallocation of healthcare resources as putative factors [19,20].
Mortality following cardiac arrest has gradually declined over the last two decades [1,2]. Several studies have reported an increase in mortality for both OHCA and IHCA during the COVID-19 pandemic, though few distinguish patients with acute COVID-19 infection, particularly for OHCA. Lai et al examined 5,325 OHCA cases in New York City during the first two months of the COVID-19 pandemic and found rates of return of spontaneous circulation to have decreased by nearly 50%, with a greater proportion of patients presenting with a non-shockable rhythm [21]. Although this study could not distinguish COVID-19 from non-COVID-19 patients, the rise of OHCA cases mirrored emergency medical service calls for COVID-19 symptoms, suggesting that OHCA mortality is partly attributable to COVID-19 infection [21]. In a single institution analysis of 125 in-hospital cardiac arrests during the early pandemic period, Miles et al. reported a reduction in absolute survival by 10% among all hospitalized patients, including those with acute COVID-19 infection [22]. Concomitant with an increase in cardiac arrest in our study, we found a substantial rise in mortality following cardiac arrest during the pandemic among non-COVID-19 patients. Compared to the year prior to the pandemic, mortality following IHCA increased by approximately 12% while OHCA remained stable. As the primary analysis contained solely patients without COVID-19, our data suggests a major deterioration in cardiac arrest outcomes temporally associated with the COVID-19 pandemic. Future work to examine whether these trends continue, identify drivers of worse outcomes, and implement protocols to continue to improve cardiac arrest care are needed.
Extracorporeal membrane oxygenation has been increasingly utilized in cases of cardiopulmonary resuscitation or refractory shock. In the absence of a universal consensus, current guidelines from the Extracorporeal Life Support Organization recommend considering ECMO in patients likely to survive with favorable neurologic outcomes and in the absence of life-limiting medical conditions [23]. In our analysis of cardiac arrest patients across the United States, we noted ECMO utilization to have declined during the first phase of the pandemic, recovering to pre-pandemic levels by the end of 2020. We found several factors to be associated with ECMO utilization including a rhythm of VT or VF and the presence of acutely reversible conditions such as a myocardial infarction or pulmonary embolism. Similarly, chronic medical conditions such as malignancy, end stage renal disease, and cirrhosis were associated with reduced odds of ECMO deployment. Similar observations were noted when examining the use of coronary angiography among patients with cardiac arrest, which also declined in use during the COVID-19 pandemic. The transient decrease in ECMO or coronary angiography utilization may be related to transient suspension of ECPR programs, institutional efforts to initially reduce exposure of healthcare providers to COVID-19, or to changes in arrest characteristics, though our database is limited in identifying these factors [11,24].
While outcomes of cardiac arrest and ECMO for cardiac arrest have been previously described at institutional and national levels for all-comers, limited large-scale data exists regarding cardiac arrest outcomes of COVID-19 patients. In our analysis, we found patients with acute COVID-19 infection to face nearly four-fold greater odds of in-hospital mortality compared to their non-infected counterparts. This is consistent with institutional and multicenter reports of cardiac arrest among COVID-19 patients, which have reported survival rates ranging from 0% to 21% [22,25,26]. In a single center study of 136 patients in Wuhan, China, only 1 of 136 COVID-19 patients who experienced in-hospital cardiac arrest had a favorable neurologic outcome following cardiac arrest [27]. Interestingly, in our analysis, cardiac arrest patients with COVID-19 had greater odds of ECMO utilization relative to other cardiac arrest patients. This finding may, in part, be related to the time frame selected for study, as limited data was available in 2020 regarding short- and mid-term survival of patients with severe COVID-19 infection. Based on these series, the Extracorporeal Life Support Organization cautions against extracorporeal CPR in COVID-19 patients [28], which is similarly supported by the results of our study.
Limitations
The present study has several limitations related to its retrospective design and the nature of the National Inpatient Sample. Cardiac arrest was identified using ICD-10 codes and limited data is available regarding the duration of CPR, medications administered during cardiac arrest, and specific location of arrest, which may influence outcomes. As such, our study captures those who require venoarterial extracorporeal support and should not be extrapolated to venovenous support for respiratory failure. Furthermore, the NIS only captures patients who survive to hospital admission, and, thus, our study likely overestimates the survival rate of all patients experiencing out of hospital cardiac arrest, as those who died prior to arrival at a facility were not captured. In addition, the severity of COVID-19 infection could not be ascertained as laboratory values and imaging findings are not available for study in the NIS. We limited our analysis to data through 2020, as we wished to evaluate outcomes immediately during the COVID-19 pandemic period. Further temporal study of cardiac arrest outcomes following the COVID-19 pandemic may yield insights regarding national healthcare recovery from the COVID-19 pandemic. Nonetheless, our analysis utilized robust statistical methodology and the largest all-payer database in the United States to derive nationally representative observations.
Conclusion
In conclusion, cardiac arrest incidence and mortality significantly increased during the COVID-19 Pandemic, contrary to improvements in cardiac arrest survival over the last decade. ECMO utilization for cardiac arrest initially declined, though mortality among ECMO patients remained elevated. These findings emphasize the need for efforts to evaluate and improve care of cardiac arrest and ECMO patients nationally. COVID-19 patients who experienced cardiac arrest had dismal outcomes relative to non-COVID-19 patients, suggesting no role for ECMO in this patient population.
Supporting information
S1 Table. International classification of diseases, tenth revision (ICD-10) codes for identification of procedures and diagnoses.
https://doi.org/10.1371/journal.pone.0334896.s001
(DOCX)
S2 Table. Adjusted multivariable model for mortality among non-COVID-19 cardiac arrest patients treated from 2016–2020.
PEA, pulseless electrical activity; VF, ventricular fibrillation; VT, ventricular tachycardia.
https://doi.org/10.1371/journal.pone.0334896.s002
(DOCX)
S3 Table. Adjusted multivariable model for use of extracorporeal membrane oxygenation among non-COVID-19 cardiac arrest patients treated from 2016–2020.
PEA, pulseless electrical activity; VF, ventricular fibrillation; VT, ventricular tachycardia.
https://doi.org/10.1371/journal.pone.0334896.s003
(DOCX)
References
- . Extracorporeal life support organization guidelines. Accessed 2023 October 1. https://www.elso.org/ecmo-resources/elso-ecmo-guidelines.aspx
- 1. Tsao CW, Aday AW, Almarzooq ZI, Anderson CAM, Arora P, Avery CL. Heart disease and stroke statistics-2023 update: a report from the American heart association. Circulation. 2023;147(8):e93–621. https://doi.org/ 10.1161/CIR.0000000000001196
- 2. Merchant RM, Becker LB, Brooks SC, Chan PS, Del Rios M, McBride ME, et al. The American heart association emergency cardiovascular care 2030 impact goals and call to action to improve cardiac arrest outcomes: a scientific statement from the American heart association. Circulation. 2024;149(8):e914–33. pmid:38250800
- 3. Cardiac arrest registry to enhance survival. Accessed 2024 August 1. https://mycares.net/
- 4. Mastoris I, Tonna JE, Hu J, Sauer AJ, Haglund NA, Rycus P, et al. Use of extracorporeal membrane oxygenation as bridge to replacement therapies in cardiogenic shock: insights from the extracorporeal life support organization. Circ Heart Fail. 2022;15(1):e008777. pmid:34879706
- 5. Gill G, Patel JK, Casali D, Rowe G, Meng H, Megna D, et al. Outcomes of venoarterial extracorporeal membrane oxygenation for cardiac arrest in adult patients in the United States. J Am Heart Assoc. 2021;10(20):e021406. pmid:34632807
- 6. Hadaya J, Dobaria V, Aguayo E, Kwon OJ, Sanaiha Y, Hyunh A, et al. National trends in utilization and outcomes of extracorporeal support for in- and out-of-hospital cardiac arrest. Resuscitation. 2020;151:181–8. pmid:32194166
- 7. Belohlavek J, Smalcova J, Rob D, Franek O, Smid O, Pokorna M, et al. Effect of intra-arrest transport, extracorporeal cardiopulmonary resuscitation, and immediate invasive assessment and treatment on functional neurologic outcome in refractory out-of-hospital cardiac arrest: a randomized clinical trial. JAMA. 2022;327(8):737–47. pmid:35191923
- 8. Yannopoulos D, Bartos J, Raveendran G, Walser E, Connett J, Murray TA, et al. Advanced reperfusion strategies for patients with out-of-hospital cardiac arrest and refractory ventricular fibrillation (ARREST): a phase 2, single centre, open-label, randomised controlled trial. Lancet. 2020;396(10265):1807–16. pmid:33197396
- 9. Suverein MM, Delnoij TSR, Lorusso R, Brandon Bravo Bruinsma GJ, Otterspoor L, Elzo Kraemer CV, et al. Early extracorporeal CPR for refractory out-of-hospital cardiac arrest. N Engl J Med. 2023;388(4):299–309. pmid:36720132
- 10. Worku E, Gill D, Brodie D, Lorusso R, Combes A, Shekar K. Provision of ECPR during COVID-19: evidence, equity, and ethical dilemmas. Crit Care. 2020;24(1):462. pmid:32718340
- 11. Milewski RC, Chatterjee S, Merritt-Genore H, Hayanga JWA, Grant MC, Roy N. ECMO during COVID-19: a society of thoracic surgeons/extracorporeal life support organization survey. Ann Thorac Surg Short Rep. 2023;1(1):168–73.
- 12. Healthcare Costs and Utilization Project. Overview of the National (Nationwide) inpatient sample. Accessed 2024 August 1. https://hcup-us.ahrq.gov/nisoverview.jsp
- 13. van Walraven C, Austin PC, Jennings A, Quan H, Forster AJ. A modification of the Elixhauser comorbidity measures into a point system for hospital death using administrative data. Med Care. 2009;47(6):626–33. pmid:19433995
- 14. Cuzick J. A Wilcoxon-type test for trend. Stat Med. 1985;4(1):87–90. pmid:3992076
- 15. Tibshirani R. Regression shrinkage and selection via the lasso. J Royal Stat Soc Series B: Stat Methodol. 1996;58(1):267–88.
- 16. Roedl K, Söffker G, Fischer D, Müller J, Westermann D, Issleib M, et al. Effects of COVID-19 on in-hospital cardiac arrest: incidence, causes, and outcome - a retrospective cohort study. Scand J Trauma Resusc Emerg Med. 2021;29(1):30. pmid:33557923
- 17. Tong SK, Ling L, Zhang JZ, Yap FHY, Law KL, Joynt GM. Effect of the COVID-19 pandemic on cardiac arrest resuscitation practices and outcomes in non-COVID-19 patients. J Intensive Care. 2021;9(1):55. pmid:34507622
- 18. Rollman JE, Kloner RA, Bosson N, Niemann JT, Gausche-Hill M, Williams M, et al. Emergency medical services responses to out-of-hospital cardiac arrest and suspected st-segment-elevation myocardial infarction during the COVID-19 pandemic in Los Angeles County. J Am Heart Assoc. 2021;10(12):e019635. pmid:34058862
- 19. De Rosa S, Spaccarotella C, Basso C, Calabrò MP, Curcio A, Filardi PP, et al. Reduction of hospitalizations for myocardial infarction in Italy in the COVID-19 era. Eur Heart J. 2020;41(22):2083–8. pmid:32412631
- 20. Dupraz J, Le Pogam M-A, Peytremann-Bridevaux I. Early impact of the COVID-19 pandemic on in-person outpatient care utilisation: a rapid review. BMJ Open. 2022;12(3):e056086. pmid:35241471
- 21. Lai PH, Lancet EA, Weiden MD, Webber MP, Zeig-Owens R, Hall CB, et al. Characteristics associated with out-of-hospital cardiac arrests and resuscitations during the novel coronavirus disease 2019 pandemic in New York City. JAMA Cardiol. 2020;5(10):1154–63. pmid:32558876
- 22. Miles JA, Mejia M, Rios S, Sokol SI, Langston M, Hahn S, et al. Characteristics and outcomes of in-hospital cardiac arrest events during the COVID-19 pandemic: a single-center experience from a New York city public hospital. Circ Cardiovasc Qual Outcomes. 2020;13(11):e007303. pmid:32975134
- 24. Bharmal M, DiGrande K, Patel A, Shavelle DM, Bosson N. Impact of coronavirus disease 2019 pandemic on cardiac arrest and emergency care. Cardiol Clin. 2022;40(3):355–64.
- 25. Hayek SS, Brenner SK, Azam TU, Shadid HR, Anderson E, Berlin H, et al. In-hospital cardiac arrest in critically ill patients with covid-19: multicenter cohort study. BMJ. 2020;371:m3513. pmid:32998872
- 26. Thapa SB, Kakar TS, Mayer C, Khanal D. Clinical outcomes of in-hospital cardiac arrest in COVID-19. JAMA Intern Med. 2021;181(2):279–81. pmid:32986117
- 27. Shao F, Xu S, Ma X, Xu Z, Lyu J, Ng M, et al. In-hospital cardiac arrest outcomes among patients with COVID-19 pneumonia in Wuhan, China. Resuscitation. 2020;151:18–23. pmid:32283117
- 28. Bartlett RH, Ogino MT, Brodie D, McMullan DM, Lorusso R, MacLaren G, et al. Initial ELSO guidance document: ECMO for COVID-19 patients with severe cardiopulmonary failure. ASAIO J. 2020;66(5):472–4. pmid:32243267