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Kim TW, Kim WY, Park S, Lee SH, Park O, Kim T, Yeo HJ, Jang JH, Cho WH, Huh JW, Lee SM, Chung CR, Lee J, Kim JS, Lim SY, Baek AR, Yoo JW, Kim HC, Choi EY, Park C, Kim TO, Moon DS, Lee SI, Moon JY, Kwon SJ, Seong GM, Jung WJ, Baek MS. Risk Factors for the Mortality of Patients With Coronavirus Disease 2019 Requiring Extracorporeal Membrane Oxygenation in a Non-Centralized Setting: A Nationwide Study. J Korean Med Sci 2024; 39:e75. [PMID: 38442718 PMCID: PMC10911941 DOI: 10.3346/jkms.2024.39.e75] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Accepted: 01/03/2024] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND Limited data are available on the mortality rates of patients receiving extracorporeal membrane oxygenation (ECMO) support for coronavirus disease 2019 (COVID-19). We aimed to analyze the relationship between COVID-19 and clinical outcomes for patients receiving ECMO. METHODS We retrospectively investigated patients with COVID-19 pneumonia requiring ECMO in 19 hospitals across Korea from January 1, 2020 to August 31, 2021. The primary outcome was the 90-day mortality after ECMO initiation. We performed multivariate analysis using a logistic regression model to estimate the odds ratio (OR) of 90-day mortality. Survival differences were analyzed using the Kaplan-Meier (KM) method. RESULTS Of 127 patients with COVID-19 pneumonia who received ECMO, 70 patients (55.1%) died within 90 days of ECMO initiation. The median age was 64 years, and 63% of patients were male. The incidence of ECMO was increased with age but was decreased after 70 years of age. However, the survival rate was decreased linearly with age. In multivariate analysis, age (OR, 1.048; 95% confidence interval [CI], 1.010-1.089; P = 0.014) and receipt of continuous renal replacement therapy (CRRT) (OR, 3.069; 95% CI, 1.312-7.180; P = 0.010) were significantly associated with an increased risk of 90-day mortality. KM curves showed significant differences in survival between groups according to age (65 years) (log-rank P = 0.021) and receipt of CRRT (log-rank P = 0.004). CONCLUSION Older age and receipt of CRRT were associated with higher mortality rates among patients with COVID-19 who received ECMO.
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Affiliation(s)
- Tae Wan Kim
- Department of Internal Medicine, Chung-Ang University Hospital, Chung-Ang University College of Medicine, Seoul, Korea
| | - Won-Young Kim
- Department of Internal Medicine, Chung-Ang University Hospital, Chung-Ang University College of Medicine, Seoul, Korea
| | - Sunghoon Park
- Division of Pulmonary, Allergy and Critical Care Medicine, Hallym University Sacred Heart Hospital, Anyang, Korea
| | - Su Hwan Lee
- Division of Pulmonology and Critical Care Medicine, Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Onyu Park
- BioMedical Research Institute for Convergence of Biomedical Science and Technology, Pusan National University Yangsan Hospital, Yangsan, Korea
| | - Taehwa Kim
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Internal Medicine, Transplant Research Center, Research Institute for Convergence of Biomedical Science and Technology, Pusan National University Yangsan Hospital, Yangsan, Korea
- Department of Internal Medicine, Pusan National University School of Medicine, Busan, Korea
| | - Hye Ju Yeo
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Internal Medicine, Transplant Research Center, Research Institute for Convergence of Biomedical Science and Technology, Pusan National University Yangsan Hospital, Yangsan, Korea
- Department of Internal Medicine, Pusan National University School of Medicine, Busan, Korea
| | - Jin Ho Jang
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Internal Medicine, Transplant Research Center, Research Institute for Convergence of Biomedical Science and Technology, Pusan National University Yangsan Hospital, Yangsan, Korea
- Department of Internal Medicine, Pusan National University School of Medicine, Busan, Korea
| | - Woo Hyun Cho
- Division of Allergy, Pulmonary, and Critical Care Medicine, Department of Internal Medicine, Transplant Research Center, Research Institute for Convergence of Biomedical Science and Technology, Pusan National University Yangsan Hospital, Yangsan, Korea
- Department of Internal Medicine, Pusan National University School of Medicine, Busan, Korea
| | - Jin-Won Huh
- Department of Pulmonary and Critical Care Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Sang-Min Lee
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Chi Ryang Chung
- Department of Critical Care Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Jongmin Lee
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Jung Soo Kim
- Division of Critical Care Medicine, Department of Hospital Medicine, Inha Collage of Medicine, Incheon, Korea
| | - Sung Yoon Lim
- Department of Internal Medicine, Division of Pulmonary and Critical Care Medicine, Seoul National University Bundang Hospital, Seongnam, Korea
| | - Ae-Rin Baek
- Division of Allergy and Pulmonary Medicine, Department of Internal Medicine, Soonchunhyang University Bucheon Hospital, Bucheon, Korea
| | - Jung-Wan Yoo
- Department of Internal Medicine, Gyeongsang National University Hospital, Jinju, Korea
| | - Ho Cheol Kim
- Department of Internal Medicine, Gyeongsang National University Changwon Hospital, Gyeongsang National University School of Medicine, Changwon, Korea
| | - Eun Young Choi
- Division of Pulmonology and Allergy, Department of Internal Medicine, College of Medicine, Yeungnam University and Regional Center for Respiratory Diseases, Yeungnam University Medical Center, Daegu, Korea
| | - Chul Park
- Division of Pulmonology and Critical Care Medicine, Wonkwang University Hospital, Iksan, Korea
| | - Tae-Ok Kim
- Division of Pulmonary, and Critical Care Medicine, Department of Internal Medicine, Chonnam National University Hospital, Gwangju, Korea
| | - Do Sik Moon
- Department of Pulmonology and Critical Care Medicine, Chosun University Hospital, Gwangju, Korea
| | - Song-I Lee
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Chungnam National University College of Medicine, Chungnam National University Hospital, Daejeon, Korea
| | - Jae Young Moon
- Department of Internal Medicine, Chungnam National University College of Medicine, Chungnam National University Sejong Hospital, Sejong, Korea
| | - Sun Jung Kwon
- Division of Respiratory and Critical Care Medicine, Department of Internal Medicine, Konyang University Hospital, Daejeon, Korea
| | - Gil Myeong Seong
- Department of Internal Medicine, Jeju National University Hospital, Jeju National University School of Medicine, Jeju, Korea
| | - Won Jai Jung
- Division of Pulmonary, Allergy, and Critical Care Medicine, Department of Internal Medicine, Korea University Anam Hospital, Seoul, Korea
| | - Moon Seong Baek
- Department of Internal Medicine, Chung-Ang University Hospital, Chung-Ang University College of Medicine, Seoul, Korea.
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Jiang S, Yan P, Ma Z, Liang J, Hu Y, Tang J. Outcomes of COVID-19 patients undergoing extracorporeal membrane oxygenation: A systematic review and meta-Analysis. Perfusion 2023:2676591231224645. [PMID: 38158713 DOI: 10.1177/02676591231224645] [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: 01/03/2024]
Abstract
BACKGROUND The Coronavirus Disease 2019 (COVID-19) pandemic has been ongoing for over 3 years, during which numerous clinical and experimental studies have been conducted. The objective of this systematic review and meta-analysis was to assess the survival probability and complications of COVID-19 patients receiving extracorporeal membrane oxygenation (ECMO). METHODS We searched the databases by using Population-Intervention-Comparison-Outcome-Study Design (PICOS). We conducted a search of the PubMed, Web of Science, and EMBASE databases to retrieve studies published until December 10, 2022. A random-effects meta-analysis, subgroup analysis, and assessed the studies using the Newcastle-Ottawa Scale score. The results were presented as pooled morbidity with 95% confidence intervals. RESULTS The study was conducted on 19 studies that enrolled a total of 1494 patients, and the results showed a pooled survival probability of 66.0%. The pooled morbidity for intracranial hemorrhage was 8.7%, intracranial thrombosis 7.0%, pneumothorax 9.0%, pulmonary embolism 11.0%, pulmonary hemorrhage 9.0%, heart failure 14.0%, liver failure 13.0%, renal injury 44.0%, gastrointestinal hemorrhage 6.0%, gastrointestinal ischemia 6.0% and venous thrombosis 31.0%. CONCLUSION This systematic review and meta-analysis of observational studies focused on the survival probability and complications of COVID-19 patients undergoing ECMO, which are significant in evaluating the use of ECMO in COVID-19 patients and provide a basis for further research. TRIAL REGISTRATION Our study was registered on PROSPERO with registration number CRD42022382555.
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Affiliation(s)
- Shouliang Jiang
- Department of Pediatrics, West China Second University Hospital, Key Laboratory of Obstetric and Gynecologic and Pediatric Diseases and Birth Defects of Ministry of Education, Sichuan University, Chengdu, China
| | - Ping Yan
- Department of Gastroenterology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Zhongyang Ma
- Department of Pediatrics, West China Second University Hospital, Key Laboratory of Obstetric and Gynecologic and Pediatric Diseases and Birth Defects of Ministry of Education, Sichuan University, Chengdu, China
| | - Juan Liang
- Department of Pediatrics, West China Second University Hospital, Key Laboratory of Obstetric and Gynecologic and Pediatric Diseases and Birth Defects of Ministry of Education, Sichuan University, Chengdu, China
| | - Yong Hu
- Department of Pediatrics, West China Second University Hospital, Key Laboratory of Obstetric and Gynecologic and Pediatric Diseases and Birth Defects of Ministry of Education, Sichuan University, Chengdu, China
| | - Jun Tang
- Department of Pediatrics, West China Second University Hospital, Key Laboratory of Obstetric and Gynecologic and Pediatric Diseases and Birth Defects of Ministry of Education, Sichuan University, Chengdu, China
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Imai D, Ushigome E, Hamaguchi M, Hashimoto S, Fukui M. Factors associated with bleeding complications in patients with coronavirus disease 2019 admitted to intensive care units: A multicenter retrospective cohort study. J Diabetes Investig 2023; 14:1312-1317. [PMID: 37581471 PMCID: PMC10583641 DOI: 10.1111/jdi.14068] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 07/07/2023] [Accepted: 07/23/2023] [Indexed: 08/16/2023] Open
Abstract
AIMS/INTRODUCTION Diabetes is a major risk factor for coronavirus disease 2019 (COVID-19) severity. We aimed to retrospectively investigate the rates of patients with no diabetes, untreated diabetes, treated diabetes, COVID-19-related diabetes and the factors associated with bleeding complications in a cohort of patients with severe COVID-19. MATERIALS AND METHODS This was a multicenter, retrospective, observational study. Participants were COVID-19 patients enrolled in the Cross-sectional ICU Information Search System (CRISIS) from February 2020 to March 2022. Patients were classified into four groups according to diabetes status and treatment status. Hemorrhagic complications were defined as bleeding requiring transfusion of four or more red blood cell units, a drop of hemoglobin of ≥2 g in 24 h and retroperitoneal, airway or intracranial bleeding. Logistic regression analysis was carried out to examine factors associated with bleeding complications. RESULTS A total of 1,076 patients were included in the analysis. The rates of patients in the no diabetes, untreated diabetes, treated diabetes and COVID-19-related diabetes groups were 17.4, 23.0, 23.9 and 35.7%, respectively. Bleeding complications were observed in 7.5% of all patients. Glycated hemoglobin level and renal failure were significantly correlated with bleeding complications (odds ratio 1.16, 95% confidence interval 1.02-1.33 and 2.77, 95% confidence interval 1.16-6.63, respectively). Patients with diabetes, including those with COVID-19-related diabetes, accounted for approximately 83% of all cases. CONCLUSIONS In patients with severe COVID-19 with high glycated hemoglobin and renal failure, we recommend additional attention to the course of COVID-19, given the risk of bleeding complications.
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Affiliation(s)
- Dan Imai
- Department of Endocrinology and Metabolism, Graduate School of Medical ScienceKyoto Prefectural University of MedicineKyotoJapan
| | - Emi Ushigome
- Department of Endocrinology and Metabolism, Graduate School of Medical ScienceKyoto Prefectural University of MedicineKyotoJapan
| | - Masahide Hamaguchi
- Department of Endocrinology and Metabolism, Graduate School of Medical ScienceKyoto Prefectural University of MedicineKyotoJapan
| | - Satoru Hashimoto
- Department of Anesthesiology and Intensive Care MedicineKyoto Prefectural University of MedicineKyotoJapan
| | - Michiaki Fukui
- Department of Endocrinology and Metabolism, Graduate School of Medical ScienceKyoto Prefectural University of MedicineKyotoJapan
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Brasil LMCDR, de Arruda GN, Diniz GBDF, Ikeoka DT, Saliba GN, Camargo CR, Machado DJDB, Duarte FA, Fernandes FL. Veno-venous extracorporeal membrane oxygenation in patients with SARS-CoV-2 pneumonia in Brazil: a case series. J Bras Pneumol 2023; 49:e20230046. [PMID: 37556669 PMCID: PMC10578946 DOI: 10.36416/1806-3756/e20230046] [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: 02/09/2023] [Accepted: 05/22/2023] [Indexed: 08/11/2023] Open
Abstract
OBJECTIVE The world has been suffering from the COVID-19 pandemic. Some COVID-19 patients develop severe viral pneumonia, requiring mechanical ventilation and measures to treat refractory hypoxemia, such as a protective ventilation strategy, prone positioning, and the use of veno-venous extracorporeal membrane oxygenation (VV-ECMO). We describe a case series of 30 COVID-19 patients who needed VV-ECMO at the Hospital Alemão Oswaldo Cruz, located in the city of São Paulo, Brazil. METHODS We included all patients who required VV-ECMO due to COVID-19 pneumonia between March of 2020 and June of 2021. RESULTS Prior to VV-ECMO, patients presented with the following median scores: SOFA score, 11; APPS score, 7; Respiratory ECMO Survival Prediction score, 2; and Murray score, 3.3. The 60-day-in-hospital mortality was 33.3% (n = 10). CONCLUSIONS Although our patients had a highly severe profile, our results were similar to those of other cohort studies in the literature. This demonstrates that VV-ECMO can be a good tool even in a pandemic situation when it is managed in an experienced center.
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Affiliation(s)
| | | | | | | | | | | | | | - Felipe Aires Duarte
- . Unidade de Terapia Intensiva, Hospital Alemão Oswaldo Cruz, São Paulo (SP) Brasil
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Wang L, Wang D, Zhang T, He Y, Fan H, Zhang Y. Extracorporeal membrane oxygenation for COVID-19 and influenza associated acute respiratory distress syndrome: a systematic review. Expert Rev Respir Med 2023; 17:951-959. [PMID: 37847592 DOI: 10.1080/17476348.2023.2272704] [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: 07/23/2023] [Accepted: 10/16/2023] [Indexed: 10/19/2023]
Abstract
BACKGROUND Extracorporeal membrane oxygenation (ECMO) has been used extensively for H1N1 influenza and coronavirus disease 2019 (COVID-19)-related acute respiratory distress syndrome (ARDS) to improve gas exchange and quickly correct hypoxemia and hypercapnia. This systematic review summarized the evidence on ECMO for the treatment of COVID-19 and influenza-associated ARDS. RESEARCH DESIGN AND METHODS This is a systematic review and meta-analysis of studies to compare the efficacy and safety of ECMO with conventional mechanical ventilation in adults with COVID-19 and influenza-associated ARDS. The study performed a structured search on PubMed, Embase, Web of Science, Scopus and The Cochrane Library. The primary outcome was hospital mortality. RESULTS The study included 15 observational studies with 5239 patients with COVID-19 and influenza-associated ARDS. The use of ECMO significantly reduced in-hospital mortality in COVID-19-associated ARDS (OR = 0.40; 95% CI = 0.27-0.58; P < 0.00001) but did not reduce influenza-related mortality (OR = 1.08; 95% CI = 0.41-2.87; P = 0.87). Moreover, ECMO treatment meaningfully increased the incidence of bleeding complications (OR = 7.66; 95% CI = 2.47-23.72; P = 0.0004). CONCLUSION The use of ECMO significantly reduced in-hospital mortality in COVID-19- associated ARDS, which may be related to the advances in ECMO-related techniques and the increased experience of clinicians. However, the incidence of bleeding complications remains high. [Figure: see text].
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Affiliation(s)
- Lian Wang
- Department of Respiratory and Critical Care Medicine, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China
| | - Dongguang Wang
- Department of Respiratory and Critical Care Medicine, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China
| | - Tianli Zhang
- Department of Respiratory and Critical Care Medicine, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China
| | - Ying He
- Department of Integrated Traditional and Western Medicine, West China Hospital, Sichuan University, Chengdu, China
| | - Hong Fan
- Department of Respiratory and Critical Care Medicine, West China Hospital/West China School of Medicine, Sichuan University, Chengdu, China
| | - Yonggang Zhang
- Department of Periodical Press and National Clinical Research Center for Geriatrics and Chinese Evidence-based Medicine Center and Nursing Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, China
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Chong WH, Saha BK, Tan CK. Clinical Outcomes of Routine Awake Prone Positioning in COVID-19 Patients: A Systematic Review and Meta-analysis of Randomized Controlled Trials. Prague Med Rep 2022; 123:140-165. [PMID: 36107444 DOI: 10.14712/23362936.2022.14] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022] Open
Abstract
Before coronavirus disease 2019 (COVID-19) emerged, proning had been demonstrated to improve oxygenation in those with acute hypoxic respiratory failure and be performed in non-intensive care settings. This benefit was further exemplified by the COVID-19 pandemic, leading to awake prone positioning (APP). We assessed the efficacy of routine APP versus standard care in preventing death and invasive mechanical ventilation (IMV) in non-intubated hypoxic COVID-19 patients. PubMed, Cochrane Library, Scopus, and medRxiv databases were used from January 1st, 2020, to January 15th, 2022, to identify randomized controlled trials (RCTs). Routine APP group were encouraged to be self-prone, whereas the standard care group received care according to local clinical practice and allowed APP crossover as rescue therapy. We included eight COVID-19 RCTs assessing 809 APP vs. 822 standard care patients. APP group had less IMV requirement (26.5% vs. 30.9%; OR - odds ratio 0.77; P=0.03) than the standard care group, with subgroup analysis showing greater benefit (32.5% vs. 39.1%; OR 0.75; P=0.02) for those mainly requiring oxygen support of non-invasive mechanical ventilation (NIMV) and high-flow nasal cannula (HFNC). The time to IMV initiation was similar (mean 8.3 vs. 10.0 days; P=0.66) for patients requiring NIMV and HFNC. Patients mainly receiving supplemental oxygen and non-rebreather masks had improved oxygenation parameters, although not statistically significant. Other outcomes involving all-cause hospital mortality, hospital and ICU (intensive care unit) length of stay, and adverse events were comparable. APP appeared to be an important modality for reducing IMV requirements, especially in those requiring NIMV and HFNC.
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Affiliation(s)
- Woon Hean Chong
- Department of Intensive Care Medicine, Ng Teng Fong General Hospital, National University Health System, Singapore.
| | - Biplab K Saha
- Department of Pulmonary and Critical Care, Ozarks Medical Center, West Plains, USA
| | - Chee Keat Tan
- Department of Intensive Care Medicine, Ng Teng Fong General Hospital, National University Health System, Singapore
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Chong WH, Tan CK. Clinical Outcomes of Early Versus Late Tracheostomy in Coronavirus Disease 2019 Patients: A Systematic Review and Meta-Analysis. J Intensive Care Med 2022; 37:1121-1132. [PMID: 35506907 DOI: 10.1177/08850666221098930] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND A significant proportion of Coronavirus Disease 2019 (COVID-19) patients require admission to the intensive care unit (ICU) and invasive mechanical ventilation (IMV). Tracheostomy is increasingly performed when a prolonged course of IMV is anticipated. OBJECTIVES To determine clinical and resource utilization benefits of early versus late tracheostomy among COVID-19 patients. METHODS Pubmed, Cochrane Library, Scopus, and Embase were used to identify relevant studies comparing outcomes of COVID-19 patients undergoing early and late tracheostomy from January 1, 2020, to December 1, 2021. RESULTS Twelve studies were selected, and 2222 critically ill COVID-19 patients hospitalized between January to December 2020 were included. Among the included patients, 34.5% and 65.5% underwent early and late tracheostomy, respectively. Among the included studies, 58.3% and 41.7% defined early tracheostomy using cutoffs of 14 and 10 days, respectively. All-cause in-hospital mortality was not different between the early and late tracheostomy groups (32.9% vs. 33.1%; OR = 1.00; P = 0.98). Sensitivity analysis demonstrated a similar mortality rate in studies using a cutoff of 10 days (34.6% vs. 35.5%; OR = 0.97; P = 0.89) or 14 days (31.2% vs. 27.7%; OR = 1.05; P = 0.78). The early tracheostomy group had shorter ICU length of stay (LOS) (mean: 23.18 vs. 30.51 days; P < 0.001) and IMV duration (mean: 20.49 vs. 28.94 days; P < 0.001) than the late tracheostomy group. The time from tracheostomy to decannulation was longer (mean: 23.36 vs. 16.24 days; P = 0.02) in the early tracheostomy group than in the late tracheostomy group, but the time from tracheostomy to IMV weaning was similar in both groups. Other clinical characteristics, including age, were similar in both groups. CONCLUSIONS Early tracheostomy reduced the ICU LOS and IMV duration among COVID-19 patients compared with late tracheostomy, but the mortality rate was similar in both groups. The findings have important implications for the treatment of COVID-19 patients, especially in a resource-limited setting.
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Affiliation(s)
- Woon Hean Chong
- Department of Intensive Care Medicine, 242949Ng Teng Fong General Hospital, National University Health System, Singapore, Singapore
| | - Chee Keat Tan
- Department of Intensive Care Medicine, 242949Ng Teng Fong General Hospital, National University Health System, Singapore, Singapore
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