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Shin AJ, An DS, Bush NJ. Prone Positioning in Patients With COVID-19 and Non-COVID-19 Acute Respiratory Distress Syndrome. Crit Care Nurse 2023; 43:34-46. [PMID: 38035620 DOI: 10.4037/ccn2023807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2023]
Abstract
BACKGROUND Patients critically ill with COVID-19 develop acute respiratory distress syndrome (ARDS) and may undergo prone positioning. OBJECTIVE To compare the effects of prone positioning on oxygenation, intensive care unit length of stay, and intubation days in patients with COVID-19 ARDS and patients with non-COVID-19 ARDS. METHODS A convenience sample of intubated patients with COVID-19 and moderate to severe ARDS (per Berlin criteria) was compared with historical data from a retrospective, descriptive medical record review of patients with non-COVID-19 ARDS. The historical comparison group was age and sex matched. RESULTS Differences in Po2 to fraction of inspired oxygen ratios between the COVID-19 ARDS group (n = 41) and the non-COVID-19 ARDS group (n = 6) during the first 7 days of prone positioning were significant at the end of prone positioning on day 1 (P = .01), day 3 (P = .04), and day 4 (P = .04). Wilcoxon signed-rank tests showed that prone positioning had a positive impact on Po2 to fraction of inspired oxygen ratios from day 1 through day 6 in the COVID-19 ARDS group and on day 2 in the non-COVID-19 ARDS group. CONCLUSION This retrospective review found greater improvement in oxygenation in the COVID-19 ARDS group than in the non-COVID-19 ARDS group. This finding may be attributed to the assertive prone positioning protocol during the pandemic and teams whose skills and training were likely enhanced by the pandemic demand. Prone positioning did not affect intensive care unit length of stay or intubation days in either group.
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Affiliation(s)
- Albert J Shin
- Albert J. Shin is a cardiovascular intensive care unit nurse practitioner, University of California, Irvine, Medical Center, Orange, California
| | - Dong Sung An
- Dong Sung An is a professor, School of Nursing, University of California, Los Angeles
| | - Nancy Jo Bush
- Nancy Jo Bush is an adjunct professor and the Director of the Doctor of Nursing Practice program, School of Nursing, University of California, Los Angeles
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2
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Ageel M. Pandemic Critical Care Research during the COVID-19 (2020-2022): A Bibliometric Analysis Using VOSviewer. BIOMED RESEARCH INTERNATIONAL 2022; 2022:8564649. [PMID: 36452061 PMCID: PMC9705102 DOI: 10.1155/2022/8564649] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Revised: 10/15/2022] [Accepted: 11/02/2022] [Indexed: 12/01/2023]
Abstract
This paper has reviewed the global research on the pandemic critical care research during the COVID-19 from 2020 to 2022. To this end, a bibliometric and cluster analysis by full counting has been carried out using VOSviewer software and bibliographic data extracted from the Scopus database. The research found and studied 2778 documents. The types of research documents were limited to an article (81.46%), a letter (9.43%), an editorial (3.92%), a note (3.92%), a conference paper (0.90), and a short survey (0.04%). The results show an incessant increase in the number of research documents published and citations received during the COVID-19 pandemic. The U.S., U.K., Italy, and France have been shown to be the most productive countries, and there is a predominance of European institutions supporting and fostering research on pandemic critical care. Cecconi, M. (Italy) and Shankar-Hari, M. (U.K.) produced the highest number of research documents. Mapping of citation, co-citation, co-authorship, and keyword cooccurrence highlighted the hotspot, knowledge structure, and important themes. Citation dynamics for the top-cited research documents revealed static discourse. By reviewing the evolutionary trends of pandemic critical care research investigated factors, such as the influential works, main research topics, and the research frontiers, this paper reveals the scientific literature production's main research objectives and directions that could be addressed and explored in future studies. This paper reveals the scientific literature production's main research objectives and directions that could be addressed and explored in future studies after reviewing the evolutionary trends of pandemic critical care research during the COVID-19 and the investigated factors, such as influential works, main research topics, and research frontiers.
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Affiliation(s)
- Mohammed Ageel
- College of Medicine, Jazan University, Jazan 45142, Saudi Arabia
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Morishita K, Kudo A, Uchida T, Kurashima N, Toba M, Ito K, Otomo Y. Unexpected Mechanical Ventilation Dysfunction in a Coronavirus Disease Patient With Severe Pneumonia Due to the Oxygen Flowsensor Failure. J Patient Saf 2022; 18:e867-e868. [PMID: 35948298 DOI: 10.1097/pts.0000000000000952] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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4
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Zheng J, Miao J, Guo R, Guo J, Fan Z, Kong X, Gao R, Yang L. Mechanism of COVID-19 Causing ARDS: Exploring the Possibility of Preventing and Treating SARS-CoV-2. Front Cell Infect Microbiol 2022; 12:931061. [PMID: 35774402 PMCID: PMC9237249 DOI: 10.3389/fcimb.2022.931061] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 05/12/2022] [Indexed: 12/12/2022] Open
Abstract
Novel coronavirus pneumonia (COVID-19) is spreading worldwide, causing great harm and stress to humans. Since patients with novel coronavirus (SARS-CoV-2) have a high probability of developing acute respiratory distress syndrome (ARDS) in severe cases, the pathways through which SARS-CoV-2 causes lung injury have become a major concern in the scientific field. In this paper, we investigate the relationship between SARS-CoV-2 and lung injury and explore the possible mechanisms of COVID-19 in ARDS from the perspectives of angiotensin-converting enzyme 2 protein, cytokine storm, activation of the immune response, triggering of Fas/FasL signaling pathway to promote apoptosis, JAK/STAT pathway, NF-κB pathway, type I interferon, vitamin D, and explore the possibility of prevention and treatment of COVID-19. To explore the possibility of SARS-CoV-2, and to provide new ideas to stop the development of ARDS in COVID-19 patients.
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Affiliation(s)
- Jiajing Zheng
- College of Traditional Chinese medicine, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Jiameng Miao
- College of Traditional Chinese medicine, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Rui Guo
- Research Center for Infectious Diseases, Tianjin University of Traditional Chinese Medicine, Tianjin, China
- School of Integrative Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Jinhe Guo
- College of Traditional Chinese medicine, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Zheng Fan
- Department of Critical Medicine, The First Affiliated Hospital of Suzhou University, Suzhou, China
| | - Xianbin Kong
- College of Traditional Chinese medicine, Tianjin University of Traditional Chinese Medicine, Tianjin, China
- *Correspondence: Xianbin Kong, ; Rui Gao, ; Long Yang,
| | - Rui Gao
- Institute of Clinical Pharmacology of Xiyuan Hospital, China Academy of Chinese Medical Sciences, Beijing, China
- *Correspondence: Xianbin Kong, ; Rui Gao, ; Long Yang,
| | - Long Yang
- Research Center for Infectious Diseases, Tianjin University of Traditional Chinese Medicine, Tianjin, China
- School of Integrative Medicine, Tianjin University of Traditional Chinese Medicine, Tianjin, China
- *Correspondence: Xianbin Kong, ; Rui Gao, ; Long Yang,
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5
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Granfeldt A, Andersen LW, Vallentin MF, Hilberg O, Hasselstrøm JB, Sørensen LK, Mogensen S, Christensen S, Grejs AM, Rasmussen BS, Kristiansen KT, Strøm T, Johansen IS, Schjørring OL, Simonsen U. Senicapoc treatment in COVID-19 patients with severe respiratory insufficiency-A randomized, open-label, phase II trial. Acta Anaesthesiol Scand 2022; 66:838-846. [PMID: 35403225 PMCID: PMC9111301 DOI: 10.1111/aas.14072] [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: 11/02/2021] [Revised: 02/07/2022] [Accepted: 03/28/2022] [Indexed: 01/08/2023]
Abstract
BACKGROUND The aim of the current study was to determine if treatment with senicapoc, improves the PaO2 /FiO2 ratio in patients with COVID-19 and severe respiratory insufficiency. METHODS Investigator-initiated, randomized, open-label, phase II trial in four intensive care units (ICU) in Denmark. We included patients aged ≥18 years and admitted to an ICU with severe respiratory insufficiency due to COVID-19. The intervention consisted of 50 mg enteral senicapoc administered as soon as possible after randomization and again after 24 h. Patients in the control group received standard care only. The primary outcome was the PaO2 /FiO2 ratio at 72 h. RESULTS Twenty patients were randomized to senicapoc and 26 patients to standard care. Important differences existed in patient characteristics at baseline, including more patients being on non-invasive/invasive ventilation in the control group (54% vs. 35%). The median senicapoc concentration at 72 h was 62.1 ng/ml (IQR 46.7-71.2). The primary outcome, PaO2 /FiO2 ratio at 72 h, was significantly lower in the senicapoc group (mean 19.5 kPa, SD 6.6) than in the control group (mean 24.4 kPa, SD 9.2) (mean difference -5.1 kPa [95% CI -10.2, -0.04] p = .05). The 28-day mortality in the senicapoc group was 2/20 (10%) compared with 6/26 (23%) in the control group (OR 0.36 95% CI 0.06-2.07, p = .26). CONCLUSIONS Treatment with senicapoc resulted in a significantly lower PaO2 /FiO2 ratio at 72 h with no differences for other outcomes.
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Affiliation(s)
- Asger Granfeldt
- Department of Anesthesiology and Intensive Care Aarhus University Hospital Aarhus Denmark
- Department of Clinical Medicine Aarhus University Aarhus Denmark
| | - Lars W. Andersen
- Department of Anesthesiology and Intensive Care Aarhus University Hospital Aarhus Denmark
- Department of Clinical Medicine Aarhus University Aarhus Denmark
- Prehospital Emergency Medical Services Central Denmark Region Denmark
- Research Center for Emergency Medicine Aarhus University Hospital Aarhus Denmark
| | - Mikael F. Vallentin
- Department of Clinical Medicine Aarhus University Aarhus Denmark
- Prehospital Emergency Medical Services Central Denmark Region Denmark
| | - Ole Hilberg
- Department of Medicine Vejle Hospital Vejle Denmark
| | - Jørgen B. Hasselstrøm
- Section for Forensic Chemistry, Department of Forensic Medicine Aarhus University Aarhus Denmark
| | - Lambert K. Sørensen
- Section for Forensic Chemistry, Department of Forensic Medicine Aarhus University Aarhus Denmark
| | - Susie Mogensen
- Department of Biomedicine, Pulmonary and Cardiovascular Pharmacology Aarhus University Aarhus Denmark
| | - Steffen Christensen
- Department of Anesthesiology and Intensive Care Aarhus University Hospital Aarhus Denmark
- Department of Clinical Medicine Aarhus University Aarhus Denmark
| | - Anders M. Grejs
- Department of Anesthesiology and Intensive Care Aarhus University Hospital Aarhus Denmark
- Department of Clinical Medicine Aarhus University Aarhus Denmark
| | - Bodil S. Rasmussen
- Department of Anesthesia and Intensive Care Aalborg University Hospital Aalborg Denmark
- Department of Clinical Medicine Aalborg University Aalborg Denmark
| | | | - Thomas Strøm
- Department of Anesthesiology Odense University Hospital Odense Denmark
- Department of Anesthesiology, Hospital of Southern Jutland University of Southern Denmark Odense Denmark
| | - Isik S. Johansen
- Department of Infectious Diseases Odense University Hospital Odense Denmark
| | - Olav L. Schjørring
- Department of Anesthesia and Intensive Care Aalborg University Hospital Aalborg Denmark
- Department of Clinical Medicine Aalborg University Aalborg Denmark
| | - Ulf Simonsen
- Department of Biomedicine, Pulmonary and Cardiovascular Pharmacology Aarhus University Aarhus Denmark
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Somhorst P, Gommers D, Endeman H. Advanced respiratory monitoring in mechanically ventilated patients with coronavirus disease 2019-associated acute respiratory distress syndrome. Curr Opin Crit Care 2022; 28:66-73. [PMID: 34772836 PMCID: PMC8711301 DOI: 10.1097/mcc.0000000000000905] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
PURPOSE OF REVIEW To summarize the current knowledge about the application of advanced monitoring techniques in coronavirus disease 2019 (COVID-19). RECENT FINDINGS Due to the heterogeneity between patients, management of COVID-19 requires daily monitoring of and/or aeration and inspiratory effort. Electrical impedance tomography can be used to optimize positive end-expiratory pressure, monitor the response to changes in treatment or body position and assess pulmonary perfusion and ventilation/perfusion matching. Lung ultrasound is more readily available and can be used to measure and monitor recruitment, provide an indication of diaphragm function and pulmonary perfusion disturbances. Esophageal pressure measurements enable the calculation of the transpulmonary pressure and inspiratory effort in order to prevent excessive stress on the lung. While esophageal pressure measurements are the golden standard in determining inspiratory effort, alternatives like P0.1, negative pressure swing during a single airway occlusion and change in central venous pressure are more readily available and capable of diagnosing extreme inspiratory efforts. SUMMARY Although there is little data on the effectiveness of advanced monitoring techniques in COVID-19, regular monitoring should be a central part of the management of COVID-19-related acute respiratory distress syndrome (C-ARDS).
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Affiliation(s)
- Peter Somhorst
- Department of Intensive Care, Erasmus Medical Center, Rotterdam, The Netherlands
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7
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Scendoni R, Gattari D, Cingolani M. COVID-19 Pulmonary Pathology, Ventilator-Induced Lung Injury (VILI), or Sepsis-Induced Acute Respiratory Distress Syndrome (ARDS)? Healthcare Considerations Arising From an Autopsy Case and Miny-Review. CLINICAL PATHOLOGY (THOUSAND OAKS, VENTURA COUNTY, CALIF.) 2022; 15:2632010X221083223. [PMID: 35284825 PMCID: PMC8905213 DOI: 10.1177/2632010x221083223] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Accepted: 01/30/2022] [Indexed: 01/20/2023]
Abstract
Acute respiratory distress syndrome (ARDS) caused by coronavirus disease (COVID-19) is a serious complication that requires early recognition. Autopsy reports or biopsies of the lungs in patients with COVID-19 revealed diffuse alveolar damage (DAD) at different stages; the fibrotic phase is usually associated with long-standing severe disease. Care management of hospitalized patients is not easy, given that the risk of incurring a ventilator-induced lung injury (VILI) is high. Additionally, if the patient develops nosocomial infections, sepsis-induced ARDS should be considered in the study of the pathophysiological processes. We present an autopsy case of a hospitalized patient whose death was linked to COVID-19 infection, with the histopathological pattern of advanced pulmonary fibrosis. After prolonged use of non-invasive and invasive ventilation, the patient developed polymicrobial superinfection oh the lungs. After analyzing the individual’s clinical history and pulmonary anatomopathological findings, we consider healthcare issues that should lead to an improvement in diagnosis and to more adequate standards of care management among health professionals.
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Affiliation(s)
- Roberto Scendoni
- Department of Law, Institute of Legal Medicine, University of Macerata, Macerata, Italy
| | - Diego Gattari
- Anesthesia and Resuscitation Unit, ASUR Marche AV3, Macerata, Italy
| | - Mariano Cingolani
- Department of Law, Institute of Legal Medicine, University of Macerata, Macerata, Italy
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8
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Brasil S, Renck AC, Taccone FS, Fontoura Solla DJ, Tomazini BM, Wayhs SY, Fonseca S, Bassi E, Lucena B, De Carvalho Nogueira R, Paiva W, Teixeira MJ, Frade Costa EM, Sá Malbouisson LM. Obesity and its implications on cerebral circulation and intracranial compliance in severe COVID-19. Obes Sci Pract 2021; 7:751-759. [PMID: 34226849 PMCID: PMC8242615 DOI: 10.1002/osp4.534] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2021] [Revised: 05/11/2021] [Accepted: 05/15/2021] [Indexed: 12/16/2022] Open
Abstract
Objective Multiple factors have been identified as causes of intracranial compliance impairment (ICCI) among patients with obesity. On the other hand, obesity has been linked with worst outcomes in COVID-19. Thus, the hypothesis of severe acute respiratory syndrome (SARS) conducing to cerebral hemodynamic disorders (CHD) able to worsen ICCI and play an additional role on prognosis determination for COVID-19 among obese patients becomes suitable. Methods 50 cases of SARS by COVID-19 were evaluated, for the presence of ICCI and cerebrovascular circulatory disturbances in correspondence with whether unfavorable outcomes (death or impossibility for mechanical ventilation weaning [MVW]) within 7 days after evaluation. The objective was to observe whether obese patients (BMI ≥ 30) disclosed worse outcomes and tests results compared with lean subjects with same clinical background. Results 23 (46%) patients among 50 had obesity. ICCI was verified in 18 (78%) obese, whereas in 13 (48%) of 27 non-obese (p = 0,029). CHD were not significantly different between groups, despite being high prevalent in both. 69% unfavorable outcomes were observed among obese and 44% for lean subjects (p = 0,075). Conclusion In the present study, intracranial compliance impairment was significantly more observed among obese subjects and may have contributed for SARS COVID-19 worsen prognosis.
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9
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Ego A, Halenarova K, Creteur J, Taccone FS. How to Manage Withdrawal of Sedation and Analgesia in Mechanically Ventilated COVID-19 Patients? J Clin Med 2021; 10:jcm10214917. [PMID: 34768436 PMCID: PMC8584278 DOI: 10.3390/jcm10214917] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2021] [Revised: 10/12/2021] [Accepted: 10/22/2021] [Indexed: 01/06/2023] Open
Abstract
COVID-19 patients suffering from severe acute respiratory distress syndrome (ARDS) require mechanical ventilation (MV) for respiratory failure. To achieve these ventilatory goals, it has been observed that COVID-19 patients in particular require high regimens and prolonged use of sedatives, analgesics and neuromuscular blocking agents (NMBA). Withdrawal from analgo-sedation may induce a "drug withdrawal syndrome" (DWS), i.e., clinical symptoms of anxiety, tremor, agitation, hallucinations and vomiting, as a result of adrenergic activation and hyperalgesia. We describe the epidemiology, mechanisms leading to this syndrome and our strategies to prevent and treat it.
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10
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Andolfo I, Russo R, Lasorsa VA, Cantalupo S, Rosato BE, Bonfiglio F, Frisso G, Abete P, Cassese GM, Servillo G, Esposito G, Gentile I, Piscopo C, Villani R, Fiorentino G, Cerino P, Buonerba C, Pierri B, Zollo M, Iolascon A, Capasso M. Common variants at 21q22.3 locus influence MX1 and TMPRSS2 gene expression and susceptibility to severe COVID-19. iScience 2021; 24:102322. [PMID: 33748697 PMCID: PMC7968217 DOI: 10.1016/j.isci.2021.102322] [Citation(s) in RCA: 48] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 02/15/2021] [Accepted: 03/15/2021] [Indexed: 12/15/2022] Open
Abstract
The established risk factors of coronavirus disease 2019 (COVID-19) are advanced age, male sex, and comorbidities, but they do not fully explain the wide spectrum of disease manifestations. Genetic factors implicated in the host antiviral response provide for novel insights into its pathogenesis. We performed an in-depth genetic analysis of chromosome 21 exploiting the genome-wide association study data, including 6,406 individuals hospitalized for COVID-19 and 902,088 controls with European genetic ancestry from the COVID-19 Host Genetics Initiative. We found that five single nucleotide polymorphisms within TMPRSS2 and near MX1 gene show associations with severe COVID-19. The minor alleles of the five single nucleotide polymorphisms (SNPs) correlated with a reduced risk of developing severe COVID-19 and high level of MX1 expression in blood. Our findings demonstrate that host genetic factors can influence the different clinical presentations of COVID-19 and that MX1 could be a potential therapeutic target.
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Affiliation(s)
- Immacolata Andolfo
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Roberta Russo
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Vito Alessandro Lasorsa
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Sueva Cantalupo
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Barbara Eleni Rosato
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Ferdinando Bonfiglio
- Dipartimento di Ingegneria chimica, dei Materiali e della Produzione industriale, Università degli Studi di Napoli Federico II, Napoli, Italy
| | - Giulia Frisso
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Pasquale Abete
- COVID Hospital, P.O.S. Anna e SS. Madonna della Neve di Boscotrecase, Ospedali Riuniti Area Vesuviana, Napoli, Italy
| | - Gian Marco Cassese
- COVID Hospital, P.O.S. Anna e SS. Madonna della Neve di Boscotrecase, Ospedali Riuniti Area Vesuviana, Napoli, Italy
| | - Giuseppe Servillo
- Dipartimento di Neuroscienze e Scienze riproduttive ed odontostomatologiche, Università degli Studi di Napoli Federico II, Napoli, Italy
| | - Gabriella Esposito
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Ivan Gentile
- Dipartimento di Medicina clinica e Chirurgia, Università degli Studi di Napoli Federico II, Napoli, Italy
| | - Carmelo Piscopo
- Medical and Laboratory Genetics Unit, A.O.R.N. ‘Antonio Cardarelli’, Napoli, Italy
| | - Romolo Villani
- Poison Centre, A.O.R.N. ‘Antonio Cardarelli’, Napoli, Italy
| | | | - Pellegrino Cerino
- Istituto Zooprofilattico Sperimentale del Mezzogiorno, Napoli, Italy
| | - Carlo Buonerba
- Istituto Zooprofilattico Sperimentale del Mezzogiorno, Napoli, Italy
| | - Biancamaria Pierri
- Istituto Zooprofilattico Sperimentale del Mezzogiorno, Napoli, Italy
- Dipartimento di Medicina, Chirurgia e Odontoiatria "Scuola Medica Salernitana", Università di Salerno, Baronissi, Italy
| | - Massimo Zollo
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Achille Iolascon
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
| | - Mario Capasso
- Department of Molecular Medicine and Medical Biotechnologies, University of Naples, Federico II, 80145 Naples, Italy
- CEINGE Biotecnologie Avanzate, Via Gaetano Salvatore, 486, 80145 Napoli, Italy
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Zhou J, Lee S, Wang X, Li Y, Wu WKK, Liu T, Cao Z, Zeng DD, Leung KSK, Wai AKC, Wong ICK, Cheung BMY, Zhang Q, Tse G. Development of a multivariable prediction model for severe COVID-19 disease: a population-based study from Hong Kong. NPJ Digit Med 2021; 4:66. [PMID: 33833388 PMCID: PMC8032826 DOI: 10.1038/s41746-021-00433-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 03/03/2021] [Indexed: 12/13/2022] Open
Abstract
Recent studies have reported numerous predictors for adverse outcomes in COVID-19 disease. However, there have been few simple clinical risk scores available for prompt risk stratification. The objective is to develop a simple risk score for predicting severe COVID-19 disease using territory-wide data based on simple clinical and laboratory variables. Consecutive patients admitted to Hong Kong’s public hospitals between 1 January and 22 August 2020 and diagnosed with COVID-19, as confirmed by RT-PCR, were included. The primary outcome was composite intensive care unit admission, need for intubation or death with follow-up until 8 September 2020. An external independent cohort from Wuhan was used for model validation. COVID-19 testing was performed in 237,493 patients and 4442 patients (median age 44.8 years old, 95% confidence interval (CI): [28.9, 60.8]); 50% males) were tested positive. Of these, 209 patients (4.8%) met the primary outcome. A risk score including the following components was derived from Cox regression: gender, age, diabetes mellitus, hypertension, atrial fibrillation, heart failure, ischemic heart disease, peripheral vascular disease, stroke, dementia, liver diseases, gastrointestinal bleeding, cancer, increases in neutrophil count, potassium, urea, creatinine, aspartate transaminase, alanine transaminase, bilirubin, D-dimer, high sensitive troponin-I, lactate dehydrogenase, activated partial thromboplastin time, prothrombin time, and C-reactive protein, as well as decreases in lymphocyte count, platelet, hematocrit, albumin, sodium, low-density lipoprotein, high-density lipoprotein, cholesterol, glucose, and base excess. The model based on test results taken on the day of admission demonstrated an excellent predictive value. Incorporation of test results on successive time points did not further improve risk prediction. The derived score system was evaluated with out-of-sample five-cross-validation (AUC: 0.86, 95% CI: 0.82–0.91) and external validation (N = 202, AUC: 0.89, 95% CI: 0.85–0.93). A simple clinical score accurately predicted severe COVID-19 disease, even without including symptoms, blood pressure or oxygen status on presentation, or chest radiograph results.
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Affiliation(s)
- Jiandong Zhou
- School of Data Science, City University of Hong Kong, Hong Kong, China
| | - Sharen Lee
- Cardiovascular Analytics Group, Laboratory of Cardiovascular Physiology, Hong Kong, China
| | - Xiansong Wang
- Li Ka Shing Institute of Health Sciences, Hong Kong, China
| | - Yi Li
- Department of Cardiothoracic Surgery, Wuhan Asia Heart Hospital Affiliated to Wuhan University of Science and Technology, Hubei, Wuhan, China
| | | | - Tong Liu
- Tianjin Key Laboratory of Ionic-Molecular Function of Cardiovascular Disease, Department of Cardiology, Tianjin Institute of Cardiology, Second Hospital of Tianjin Medical University, Tianjin, China
| | - Zhidong Cao
- Institute of Automation, Chinese Academy of Sciences, Beijing, China
| | - Daniel Dajun Zeng
- Institute of Automation, Chinese Academy of Sciences, Beijing, China
| | - Keith Sai Kit Leung
- Emergency Medicine Unit, LKS Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong, China
| | - Abraham Ka Chung Wai
- Emergency Medicine Unit, LKS Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong, China
| | - Ian Chi Kei Wong
- Department of Pharmacology and Pharmacy, University of Hong Kong, Pokfulam, Hong Kong, China.,Medicines Optimisation Research and Education (CMORE), UCL School of Pharmacy, London, United Kingdom
| | | | - Qingpeng Zhang
- School of Data Science, City University of Hong Kong, Hong Kong, China.
| | - Gary Tse
- Department of Cardiothoracic Surgery, Wuhan Asia Heart Hospital Affiliated to Wuhan University of Science and Technology, Hubei, Wuhan, China.
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