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Leung CCD, Yu ELM, Chan YH, Ho MY, Kwok CT, Chan HCC, Yeung YC. Chronic Obstructive Pulmonary Disease and the Omicron Variant of COVID-19 Prognosis: A Retrospective Cohort Study. Cureus 2024; 16:e65713. [PMID: 39211713 PMCID: PMC11358666 DOI: 10.7759/cureus.65713] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/24/2024] [Indexed: 09/04/2024] Open
Abstract
BACKGROUND AND AIM This retrospective cohort study aimed to investigate the association between chronic obstructive pulmonary disease (COPD) and the prognosis of COVID-19 patients infected with the Omicron variant. The primary objective was to determine if COVID-19 patients with COPD had higher mortality rates compared to those without COPD. Secondary objectives included assessing the risk of respiratory failure, hospital stay length, intensive care unit (ICU) admission, and oxygen requirements in COPD patients with COVID-19. MATERIALS AND METHODS The study included 2761 COVID-19 patients admitted to the Princess Margaret Hospital, Hong Kong, between January 1 and June 30, 2022. Among them, 7.4% (n = 205) had COPD. Demographic and clinical data, including vaccination status and comorbidities, were collected. The primary outcome was 30-day mortality, and secondary outcomes included respiratory support requirement, hospital stay length, and ICU admission. Logistic regression analyses were conducted, adjusting for potential confounders. RESULTS COPD did not independently increase the risk of COVID-19 mortality after adjusting for confounders. Instead, older age, male sex, incomplete vaccination, long-term oxygen therapy use, and specific comorbidities were identified as significant predictors of 30-day mortality. COPD patients were more likely to require oxygen and noninvasive ventilation, but there were no significant differences in other secondary outcomes compared to non-COPD patients. CONCLUSION COPD itself was not an independent risk factor for COVID-19 mortality. Age, sex, vaccination status, comorbidities, and long-term oxygen therapy use were important predictors of mortality. These findings underscore the importance of considering multiple factors when assessing the impact of COPD on COVID-19 prognosis, particularly with the Omicron variant.
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Affiliation(s)
| | | | - Yu Hong Chan
- Medicine and Geriatrics, Princess Margaret Hospital, Hong Kong, HKG
| | - Man Ying Ho
- Medicine and Geriatrics, Princess Margaret Hospital, Hong Kong, HKG
| | | | | | - Yiu Cheong Yeung
- Medicine and Geriatrics, Princess Margaret Hospital, Hong Kong, HKG
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Elshafei AA, Flores SA, Kaur R, Becker EA. Respiratory Interventions, Hospital Utilization, and Clinical Outcomes of Persons with COPD and COVID-19. Int J Chron Obstruct Pulmon Dis 2023; 18:2925-2931. [PMID: 38089539 PMCID: PMC10712260 DOI: 10.2147/copd.s436228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Accepted: 11/16/2023] [Indexed: 12/18/2023] Open
Abstract
Purpose Coronavirus disease 2019 (COVID-19) impacted outcomes of persons with chronic respiratory diseases such as chronic obstructive pulmonary disease (COPD). This study investigated the differences in respiratory interventions, hospital utilization, smoking status, and 30-day readmission in those with COPD and COVID-19 based on hospital survival status. Methods A retrospective cross-sectional study was conducted from February 2020 to October 2020 and included persons with COPD and COVID-19 infection. We examined respiratory interventions, hospital utilization and outcomes, and 30-day hospital readmission. Chi-square test analysis was used to assess categorical variables, and t-test or Mann-Whitney was used to analyze continuous data based on normality. Results Ninety persons were included in the study, 78 (87%) were survivors. The most common comorbidity was hypertension 71 (78.9%) (p = 0.003). Twenty-two (24%) persons were intubated, from whom 12 (15%) survived (p < 0.001). There were 25 (32.1%) and 12 (100%), (p < 0.001) persons who required an ICU admission from the survivor and non-survivor groups, respectively. Among the survivor group, fifteen (19%) persons required 30-day hospital readmission. Conclusion Persons with COPD and COVID-19 had a lower mortality rate (13%) compared to other studies in the early pandemic phase. Non-survivors had increased ICU utilization, endotracheal intubation, and more frequent application of volume control mode. Discharging survivors to long-term acute care facilities may reduce 30-day hospital readmissions.
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Affiliation(s)
- Ahmad A Elshafei
- Department of Quality Operations & Population Health, Advocate Health, Green Bay, WI, USA
- Department of Respiratory Care, Rush University Medical Center Chicago, IL, USA
| | - Stephani A Flores
- Department of Respiratory Care, Rush University Medical Center Chicago, IL, USA
| | - Ramandeep Kaur
- Department of Cardiopulmonary Sciences, Rush University, Chicago, IL, USA
| | - Ellen A Becker
- Department of Cardiopulmonary Sciences, Rush University, Chicago, IL, USA
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Puebla Neira D, Zaidan M, Nishi S, Duarte A, Lau C, Parthasarathy S, Wang J, Kuo YF, Sharma G. Healthcare Utilization in Patients with Chronic Obstructive Pulmonary Disease Discharged from Coronavirus 2019 Hospitalization. Int J Chron Obstruct Pulmon Dis 2023; 18:1827-1835. [PMID: 37636902 PMCID: PMC10460173 DOI: 10.2147/copd.s415621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 08/06/2023] [Indexed: 08/29/2023] Open
Abstract
Rationale There is concern that patients with chronic obstructive pulmonary disease (COPD) are at greater risk of increased healthcare utilization (HCU) following Severe Acute Respiratory Syndrome-Coronavirus-2 (SARS-COV-2) infection. Objective To assess whether COPD is an independent risk factor for increased post-discharge HCU. Methods We conducted a retrospective cohort study of patients with COPD discharged home from a hospitalization due to Coronavirus Disease 2019 (COVID-19) between April 1, 2020, and March 31, 2021, using Optum's de-identified Clinformatics® Data Mart Database (CDM). COVID-19 was identified by an International Classification of Diseases, tenth revision, clinical modification (ICD-10-CM) diagnosis code of U07.1. The primary outcome was HCU (ie, emergency department (ED) visits, readmissions, rehabilitation/skilled nursing facility (SNF) visits, outpatient office visits, and telemedicine visits) nine months post-discharge after COVID-19 hospitalization (from here on "post-discharge") in patients with COPD compared to HCU of patients without COPD. Poisson regression modeling was used to calculate relative risk (RR) and confidence interval (CI) for COPD, adjusted for the other covariates. Results We identified a cohort of 160,913 patients hospitalized with COVID-19, with 57,756 discharged home and 14,622 (25.3%) diagnosed with COPD. Patients with COPD had a mean age of 75.48 years (±9.49); 55.5% were female and 70.9% were White. Patients with COPD had an increased risk of HCU in the nine months post-discharge after adjusting for the other covariates. Risk of ED visits, readmissions, length of stay during readmission, rehabilitation/SNF visits, outpatient office visits, and telemedicine visits were increased by 57% (RR 1.57; 95% CI 1.53-1.60), 50% (RR 1.50; 95% CI 1.46-1.54), 55% (RR 1.55; 95% CI 1.53-1.56), 18% (RR 1.18; 95% CI 1.14-1.22), 16% (RR 1.16; 95% CI 1.16-1.17), and 28% (RR 1.28; 95% CI 1.24-1.31), respectively. Younger patients (ages 18 to 65 years), women, and Hispanic patients with COPD showed an increased risk for post-discharge HCU. Conclusion Patients with COPD hospitalized with COVID-19 experienced increased HCU post-discharge compared to patients without COPD.
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Affiliation(s)
- Daniel Puebla Neira
- Division of Pulmonary, Critical Care and Sleep Medicine, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Mohammed Zaidan
- Division of Pulmonary Critical Care and Sleep Medicine, University of Texas Medical Branch, Galveston, TX, USA
| | - Shawn Nishi
- Division of Pulmonary Critical Care and Sleep Medicine, University of Texas Medical Branch, Galveston, TX, USA
| | - Alexander Duarte
- Division of Pulmonary Critical Care and Sleep Medicine, University of Texas Medical Branch, Galveston, TX, USA
| | - Christopher Lau
- Division of Pulmonary, Critical Care and Sleep Medicine, University of Arizona College of Medicine-Phoenix, Phoenix, AZ, USA
| | - Sairam Parthasarathy
- Division of Pulmonary, Critical Care and Sleep Medicine, University of Arizona College of Medicine-Tucson, Tucson, AZ, USA
| | - Jiefei Wang
- Department of Biostatistics & Data Science, University of Texas Medical Branch, Galveston, TX, USA
| | - Yong-Fang Kuo
- Department of Biostatistics & Data Science, University of Texas Medical Branch, Galveston, TX, USA
| | - Gulshan Sharma
- Division of Pulmonary Critical Care and Sleep Medicine, University of Texas Medical Branch, Galveston, TX, USA
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Myers LC, Murray RK, Donato BMK, Liu VX, Kipnis P, Shaikh A, Franchino-Elder J. Persistent Steroid Exposure Before Coronavirus Disease 2019 Diagnosis and Risk of Hospitalization in Patients With Chronic Obstructive Pulmonary Disease. CHRONIC OBSTRUCTIVE PULMONARY DISEASES (MIAMI, FLA.) 2023; 10:64-76. [PMID: 36472621 PMCID: PMC9995236 DOI: 10.15326/jcopdf.2022.0351] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Background It is unclear whether persistent inhaled steroid exposure in chronic obstructive pulmonary disease (COPD) patients before coronavirus disease 2019 (COVID-19) is associated with hospitalization risk. Objective Our objective was to examine the association between persistent steroid exposure and COVID-19-related hospitalization risk in COPD patients. Study Design and Methods This retrospective cohort study used electronic health records from the Kaiser Permanente Northern California health care system (February 2, 2020, to September 30, 2020) for patients aged ≥40 years with COPD and a positive polymerase chain reaction test result for COVID-19. Primary exposure was persistent oral and/or inhaled steroid exposure defined as ≥6 months of prescriptions filled in the year before the COVID-19 diagnosis. Multivariable logistic regression was performed for the primary outcome of COVID-19-related hospitalization or death/hospice referral. Steroid exposure in the month before a COVID-19 diagnosis was a covariate. Results Of >4.3 million adults, 697 had COVID-19 and COPD, of whom 270 (38.7%) had COVID-19-related hospitalizations. Overall, 538 (77.2%) were neither exposed to steroids in the month before COVID-19 diagnosis nor persistently exposed; 53 (7.6%) were exposed in the month before but not persistently; 23 (3.3%) were exposed persistently but not in the month before; and 83 (11.9%) were exposed both persistently and in the month before. Adjusting for all confounders including steroid use in the month before, the odds ratio for hospitalization was 0.77 (95% confidence interval 0.41-1.46) for patients persistently exposed to steroids before a COVID-19 diagnosis. Interpretation No association was observed between persistent steroid exposure and the risk of COVID-19-related hospitalization in COPD patients.
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Affiliation(s)
- Laura C Myers
- The Permanente Medical Group, Kaiser Permanente Northern California, Oakland, California, United States.,Division of Research, Kaiser Permanente Northern California, Oakland, California, United States
| | | | - Bonnie M K Donato
- Health Economics and Outcomes Research, Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, Connecticut, United States
| | - Vincent X Liu
- The Permanente Medical Group, Kaiser Permanente Northern California, Oakland, California, United States.,Division of Research, Kaiser Permanente Northern California, Oakland, California, United States
| | - Patricia Kipnis
- The Permanente Medical Group, Kaiser Permanente Northern California, Oakland, California, United States.,Division of Research, Kaiser Permanente Northern California, Oakland, California, United States
| | - Asif Shaikh
- Clinical Development and Medical Affairs, Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, Connecticut, United States
| | - Jessica Franchino-Elder
- Health Economics and Outcomes Research, Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, Connecticut, United States
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Evaluation of the Effect of Underlying Diseases on Mortality of COVID-19 Patients: A Study of 19,985 Cases. Jundishapur J Microbiol 2023. [DOI: 10.5812/jjm-133603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
Background: The outbreak of a new coronavirus in China in 2019 (COVID-19) caused a global health crisis. Objectives: This study was performed to investigate the effect of different underlying diseases on mortality in patients with COVID-19. Methods: This retrospective cohort study was performed on COVID-19 patients admitted to the Shahid Rahimi and Sohada-ye Ashayer teaching hospitals in Khorramabad, Iran, from 2019 to 2021. Data on disease severity, clinical manifestations, mortality, and underlying disorders were collected and analyzed using the SPSS software version 22 at a 95% confidence interval and 0.05 significance level. Results: The study included 9653 men (48%) and 10332 women (52%). Patients with chronic kidney diseases, cancer, chronic obstructive pulmonary disease, hypertension, cardiovascular disease, and diabetes were at higher mortality risk than those without these underlying diseases, respectively. However, there was no significant relationship between asthma and mortality. Also, age > 50 years, male gender, oxygen saturation < 93 on admission, and symptoms lasting ≤ 5 days were associated with increased mortality. Conclusions: Since patients with underlying diseases are at higher mortality risk, they should precisely follow the advice provided by health authorities and receive a complete COVID-19 vaccination series.
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Myers LC, Murray R, Donato B, Liu VX, Kipnis P, Shaikh A, Franchino-Elder J. Risk of hospitalization in a sample of COVID-19 patients with and without chronic obstructive pulmonary disease. Respir Med 2023; 206:107064. [PMID: 36459955 PMCID: PMC9700393 DOI: 10.1016/j.rmed.2022.107064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Revised: 11/21/2022] [Accepted: 11/23/2022] [Indexed: 11/27/2022]
Abstract
BACKGROUND AND OBJECTIVE Patients with chronic obstructive pulmonary disease (COPD) may have worse coronavirus disease-2019 (COVID-19)-related outcomes. We compared COVID-19 hospitalization risk in patients with and without COPD. METHODS This retrospective cohort study included patients ≥40 years, SARS-CoV-2 positive, and with Kaiser Permanente Northern California membership ≥1 year before COVID-19 diagnosis (electronic health records and claims data). COVID-19-related hospitalization risk was assessed by sequentially adjusted logistic regression models and stratified by disease severity. Secondary outcome was death/hospice referral after COVID-19. RESULTS AND DISCUSSION Of 19,558 COVID-19 patients, 697 (3.6%) had COPD. Compared with patients without COPD, COPD patients were older (median age: 69 vs 53 years); had higher Elixhauser Comorbidity Index (5 vs 0) and more median baseline outpatient (8 vs 4), emergency department (2 vs 1), and inpatient (2 vs 1) encounters. Unadjusted analyses showed increased odds of hospitalization with COPD (odds ratio [OR]: 3.93; 95% confidence interval [CI]: 3.40-4.60). After full risk adjustment, there were no differences in odds of hospitalization (OR: 1.14, 95% CI: 0.93-1.40) or death/hospice referral (OR: 0.96, 95% CI: 0.72-1.27) between patients with and without COPD. Primary/secondary outcomes did not differ by COPD severity, except for higher odds of hospitalization in COPD patients requiring supplemental oxygen versus those without COPD (OR: 1.84, 95% CI: 1.02-3.33). CONCLUSIONS Except for hospitalization among patients using supplemental oxygen, no differences in odds of hospitalization or death/hospice referral were observed in the COVID-19 patient sample depending on whether they had COPD.
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Affiliation(s)
- Laura C Myers
- The Permanente Medical Group, Kaiser Permanente Northern California, Oakland, CA, USA; Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA.
| | | | - Bonnie Donato
- Health Economics and Outcomes Research, Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, CT, USA
| | - Vincent X Liu
- The Permanente Medical Group, Kaiser Permanente Northern California, Oakland, CA, USA; Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Patricia Kipnis
- The Permanente Medical Group, Kaiser Permanente Northern California, Oakland, CA, USA; Division of Research, Kaiser Permanente Northern California, Oakland, CA, USA
| | - Asif Shaikh
- Clinical Development and Medical Affairs, Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, CT, USA
| | - Jessica Franchino-Elder
- Health Economics and Outcomes Research, Boehringer Ingelheim Pharmaceuticals Inc., Ridgefield, CT, USA
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Mostaza JM, Salinero-Fort MA, Cardenas-Valladolid J, Rodríguez-Artalejo F, Díaz-Almirón M, Vich-Pérez P, San Andrés-Rebollo FJ, Vicente I, Lahoz C. Factors associated with mortality due to SARS-CoV-2 in the population over 75 years of age in the Community of Madrid. Rev Clin Esp 2022; 222:468-478. [PMID: 35970758 PMCID: PMC9372797 DOI: 10.1016/j.rceng.2022.06.004] [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: 02/20/2022] [Accepted: 06/04/2022] [Indexed: 11/30/2022]
Abstract
Objective Various studies have identified factors associated with risk of mortality in patients with SARS-CoV-2 infection. However, their sample size has often been limited and their results partially contradictory. This study evaluated factors associated with COVID-19 mortality in the population of Madrid over 75 years of age, in infected patients, and in hospitalized patients up to January 2021. Patients and Methods This population-based cohort study analyzed all residents of the Community of Madrid born before January 1, 1945 who were alive as of December 31, 2019. Demographic and clinical data were obtained from primary care electronic medical records (PC-Madrid), data on hospital admissions from the Conjunto Mínimo Básico de Datos (CMBD, Minimum Data Set), and data on mortality from the Índice Nacional de Defunciones (INDEF, National Death Index). Data on SARS-CoV-2 infection, hospitalization, and death were collected from March 1, 2020 to January 31, 2021. Results A total of 587,603 subjects were included in the cohort. Of them, 41,603 (7.1%) had confirmed SARS-CoV-2 infection, of which 22,362 (53.7% of the infected individuals) were hospitalized and 11,251 (27%) died. Male sex and age were the factors most closely associated with mortality, though many comorbidities also had an influence. The associations were stronger in the analysis of the total population than in the analysis of infected or hospitalized patients. Mortality among hospitalized patients was lower during the second wave (33.4%) than during the first wave (41.2%) of the pandemic. Conclusion Age, sex, and numerous comorbidities are associated with risk of death due to COVID-19. Mortality in hospitalized patients declined notably after the first wave of the pandemic.
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Affiliation(s)
- J M Mostaza
- Unidad de Lípidos y Riesgo Vascular, Servicio de Medicina Interna. Hospital La Paz-Carlos III, Madrid, Spain.
| | - M A Salinero-Fort
- Fundación de Investigación Biosanitaria y de Innovación de Atención Primaria (FIIBAP), Instituto de Investigación del Hospital La Paz (IdIPAZ), Red de Investigación en pacientes crónicos (REDISSEC), Subdirección general de Investigación en Salud, Ministerios de Sanidad, Madrid, Spain
| | - J Cardenas-Valladolid
- Dirección Técnica de Sistemas de Información Sanitaria, Gerencia Adjunta de Procesos Asistenciales, Gerencia Asistencial de Atención Primaria, Madrid. Spain
| | - F Rodríguez-Artalejo
- Departamento de Medicina Preventiva y Salud Pública, Universidad Autónoma de Madrid-IdIPAZ, CIBER de Epidemiología y Salud Pública (CIBERESP) e IMDEA-Alimentación, CEI UAM + CSIC, Madrid, Spain
| | - M Díaz-Almirón
- Unidad de Investigación, Instituto de Investigación Hospital La Paz, IdiPAZ, Madrid, Spain
| | - P Vich-Pérez
- Fundación de Investigación Biosanitaria y de Innovación de Atención Primaria (FIIBAP), Centro de Salud Los Alpes, Madrid, Spain
| | - F J San Andrés-Rebollo
- Fundación de Investigación Biosanitaria y de Innovación de Atención Primaria (FIIBAP), Centro de Salud Las Calesas, Madrid, Spain
| | - I Vicente
- Centro de Salud Monovar, Madrid, Spain
| | - C Lahoz
- Unidad de Lípidos y Riesgo Vascular, Servicio de Medicina Interna. Hospital La Paz-Carlos III, Madrid, Spain
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Li S, Ren J, Hou H, Han X, Xu J, Duan G, Wang Y, Yang H. The association between stroke and COVID-19-related mortality: a systematic review and meta-analysis based on adjusted effect estimates. Neurol Sci 2022; 43:4049-4059. [PMID: 35325320 PMCID: PMC8943353 DOI: 10.1007/s10072-022-06024-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2021] [Accepted: 03/17/2022] [Indexed: 12/15/2022]
Abstract
Objective To investigate the association between stroke and the risk for mortality among coronavirus disease 2019 (COVID-19) patients. Methods We performed systematic searches through electronic databases including PubMed, Embase, Scopus, and Web of Science to identify potential articles reporting adjusted effect estimates on the association of stroke with COVID-19-related mortality. To estimate pooled effects, the random-effects model was applied. Subgroup analyses and meta-regression were performed to explore the possible sources of heterogeneity. The stability of the results was assessed by sensitivity analysis. Publication bias was evaluated by Begg’s test and Egger’s test. Results This meta-analysis included 47 studies involving 7,267,055 patients. The stroke was associated with higher COVID-19 mortality (pooled effect = 1.30, 95% confidence interval (CI): 1.16–1.44; I2 = 89%, P < 0.01; random-effects model). Subgroup analyses yielded consistent results among area, age, proportion of males, setting, cases, effect type, and proportion of severe COVID-19 cases. Statistical heterogeneity might result from the different effect type according to the meta-regression (P = 0.0105). Sensitivity analysis suggested that our results were stable and robust. Both Begg’s test and Egger’s test indicated that potential publication bias did not exist. Conclusion Stroke was independently associated with a significantly increased risk for mortality in COVID-19 patients.
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Affiliation(s)
- Shuwen Li
- Department of Epidemiology, School of Public Health, Zhengzhou University, No. 100 of Science Avenue, Zhengzhou, 450001, China
| | - Jiahao Ren
- Department of Epidemiology, School of Public Health, Zhengzhou University, No. 100 of Science Avenue, Zhengzhou, 450001, China
| | - Hongjie Hou
- Department of Epidemiology, School of Public Health, Zhengzhou University, No. 100 of Science Avenue, Zhengzhou, 450001, China
| | - Xueya Han
- Department of Epidemiology, School of Public Health, Zhengzhou University, No. 100 of Science Avenue, Zhengzhou, 450001, China
| | - Jie Xu
- Department of Epidemiology, School of Public Health, Zhengzhou University, No. 100 of Science Avenue, Zhengzhou, 450001, China
| | - Guangcai Duan
- Department of Epidemiology, School of Public Health, Zhengzhou University, No. 100 of Science Avenue, Zhengzhou, 450001, China
| | - Yadong Wang
- Department of Toxicology, Henan Center for Disease Control and Prevention, Zhengzhou, 450016, China
| | - Haiyan Yang
- Department of Epidemiology, School of Public Health, Zhengzhou University, No. 100 of Science Avenue, Zhengzhou, 450001, China.
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