دورية أكاديمية

Facilitating Safe Discharge Through Predicting Disease Progression in Moderate Coronavirus Disease 2019 (COVID-19): A Prospective Cohort Study to Develop and Validate a Clinical Prediction Model in Resource-Limited Settings.

التفاصيل البيبلوغرافية
العنوان: Facilitating Safe Discharge Through Predicting Disease Progression in Moderate Coronavirus Disease 2019 (COVID-19): A Prospective Cohort Study to Develop and Validate a Clinical Prediction Model in Resource-Limited Settings.
المؤلفون: Chandna A; Cambodia Oxford Medical Research Unit, Angkor Hospital for Children, Siem Reap, Cambodia.; Centre for Tropical Medicine & Global Health, University of Oxford, Oxford, United Kingdom., Mahajan R; Médecins Sans Frontières, New Delhi, India., Gautam P; Department of Infectious Diseases, Christian Medical College, Vellore, India., Mwandigha L; Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom., Gunasekaran K; Department of Medicine, Christian Medical College, Vellore, India., Bhusan D; Department of Internal Medicine, All India Institute of Medical Sciences, Patna, India., Cheung ATL; Centre for Tropical Medicine & Global Health, University of Oxford, Oxford, United Kingdom.; Mahidol Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand., Day N; Centre for Tropical Medicine & Global Health, University of Oxford, Oxford, United Kingdom.; Mahidol Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand., Dittrich S; Centre for Tropical Medicine & Global Health, University of Oxford, Oxford, United Kingdom.; Foundation for Innovative Diagnostics, Geneva, Switzerland., Dondorp A; Centre for Tropical Medicine & Global Health, University of Oxford, Oxford, United Kingdom.; Mahidol Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand., Geevar T; Department of Transfusion Medicine & Immunohaematology, Christian Medical College, Vellore, India., Ghattamaneni SR; Médecins Sans Frontières, New Delhi, India., Hussain S; Médecins Sans Frontières, New Delhi, India., Jimenez C; Médecins Sans Frontières, New Delhi, India., Karthikeyan R; Department of Infectious Diseases, Christian Medical College, Vellore, India., Kumar S; Department of Cardiothoracic & Vascular Surgery, All India Institute of Medical Sciences, Patna, India., Kumar S; Department of Virology, Rajendra Memorial Research Institute of Medical Sciences, Patna, India., Kumar V; Médecins Sans Frontières, New Delhi, India., Kundu D; Department of Infectious Diseases, Christian Medical College, Vellore, India., Lakshmanan A; Médecins Sans Frontières, New Delhi, India., Manesh A; Department of Infectious Diseases, Christian Medical College, Vellore, India., Menggred C; Mahidol Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand., Moorthy M; Department of Clinical Virology, Christian Medical College, Vellore, India., Osborn J; Foundation for Innovative Diagnostics, Geneva, Switzerland., Richard-Greenblatt M; Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA., Sharma S; Department of Biochemistry, All India Institute of Medical Sciences, Patna, India., Singh VK; Department of Burns & Plastic Surgery, All India Institute of Medical Sciences, Patna, India., Singh VK; Médecins Sans Frontières, New Delhi, India., Suri J; Médecins Sans Frontières, New Delhi, India., Suzuki S; School of Tropical Medicine & Global Health, Nagasaki University, Nagasaki, Japan., Tubprasert J; Mahidol Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand., Turner P; Cambodia Oxford Medical Research Unit, Angkor Hospital for Children, Siem Reap, Cambodia.; Centre for Tropical Medicine & Global Health, University of Oxford, Oxford, United Kingdom., Villanueva AMG; School of Tropical Medicine & Global Health, Nagasaki University, Nagasaki, Japan., Waithira N; Centre for Tropical Medicine & Global Health, University of Oxford, Oxford, United Kingdom.; Mahidol Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand., Kumar P; Department of Community & Family Medicine, All India Institute of Medical Sciences, Patna, Indiaand., Varghese GM; Department of Infectious Diseases, Christian Medical College, Vellore, India., Koshiaris C; Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, United Kingdom., Lubell Y; Centre for Tropical Medicine & Global Health, University of Oxford, Oxford, United Kingdom.; Mahidol Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand., Burza S; Médecins Sans Frontières, New Delhi, India.; Department of Clinical Research, London School of Hygiene & Tropical Medicine, London, United Kingdom.
المصدر: Clinical infectious diseases : an official publication of the Infectious Diseases Society of America [Clin Infect Dis] 2022 Aug 24; Vol. 75 (1), pp. e368-e379.
نوع المنشور: Clinical Trial; Journal Article; Research Support, Non-U.S. Gov't
اللغة: English
بيانات الدورية: Publisher: Oxford University Press Country of Publication: United States NLM ID: 9203213 Publication Model: Print Cited Medium: Internet ISSN: 1537-6591 (Electronic) Linking ISSN: 10584838 NLM ISO Abbreviation: Clin Infect Dis Subsets: MEDLINE
أسماء مطبوعة: Publication: Jan. 2011- : Oxford : Oxford University Press
Original Publication: Chicago, IL : The University of Chicago Press, c1992-
مواضيع طبية MeSH: COVID-19*/diagnosis, Adult ; Disease Progression ; Humans ; Interleukin-6 ; Models, Statistical ; Patient Discharge ; Patient Safety ; Prognosis ; Prospective Studies ; Receptors, Urokinase Plasminogen Activator ; Reproducibility of Results ; SARS-CoV-2
مستخلص: Background: In locations where few people have received coronavirus disease 2019 (COVID-19) vaccines, health systems remain vulnerable to surges in severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infections. Tools to identify patients suitable for community-based management are urgently needed.
Methods: We prospectively recruited adults presenting to 2 hospitals in India with moderate symptoms of laboratory-confirmed COVID-19 to develop and validate a clinical prediction model to rule out progression to supplemental oxygen requirement. The primary outcome was defined as any of the following: SpO2 < 94%; respiratory rate > 30 BPM; SpO2/FiO2 < 400; or death. We specified a priori that each model would contain three clinical parameters (age, sex, and SpO2) and 1 of 7 shortlisted biochemical biomarkers measurable using commercially available rapid tests (C-reactive protein [CRP], D-dimer, interleukin 6 [IL-6], neutrophil-to-lymphocyte ratio [NLR], procalcitonin [PCT], soluble triggering receptor expressed on myeloid cell-1 [sTREM-1], or soluble urokinase plasminogen activator receptor [suPAR]), to ensure the models would be suitable for resource-limited settings. We evaluated discrimination, calibration, and clinical utility of the models in a held-out temporal external validation cohort.
Results: In total, 426 participants were recruited, of whom 89 (21.0%) met the primary outcome; 257 participants comprised the development cohort, and 166 comprised the validation cohort. The 3 models containing NLR, suPAR, or IL-6 demonstrated promising discrimination (c-statistics: 0.72-0.74) and calibration (calibration slopes: 1.01-1.05) in the validation cohort and provided greater utility than a model containing the clinical parameters alone.
Conclusions: We present 3 clinical prediction models that could help clinicians identify patients with moderate COVID-19 suitable for community-based management. The models are readily implementable and of particular relevance for locations with limited resources.
(© The Author(s) 2022. Published by Oxford University Press for the Infectious Diseases Society of America.)
References: Am J Trop Med Hyg. 2021 Jan 13;104(3_Suppl):60-71. (PMID: 33534774)
Lancet. 2022 Feb 12;399(10325):665-676. (PMID: 35151397)
Lancet. 2021 May 01;397(10285):1637-1645. (PMID: 33933206)
PLoS One. 2017 Apr 18;12(4):e0175130. (PMID: 28419100)
Nat Med. 2021 Oct;27(10):1752-1760. (PMID: 34480127)
BMJ. 2020 Apr 7;369:m1328. (PMID: 32265220)
Am J Trop Med Hyg. 2021 Jan 06;104(3_Suppl):3-11. (PMID: 33410394)
BMJ. 2020 Mar 18;368:m441. (PMID: 32188600)
Crit Care. 2020 Apr 30;24(1):187. (PMID: 32354367)
Nat Med. 2020 Oct;26(10):1636-1643. (PMID: 32839624)
Lancet Respir Med. 2021 Apr;9(4):349-359. (PMID: 33444539)
BMC Anesthesiol. 2017 Jan 26;17(1):12. (PMID: 28122489)
Lancet Rheumatol. 2020 Dec;2(12):e754-e763. (PMID: 33015645)
Am J Trop Med Hyg. 2021 Jan 22;104(3_Suppl):34-47. (PMID: 33534752)
J Allergy Clin Immunol. 2021 Jan;147(1):99-106.e4. (PMID: 33045281)
BMC Med. 2020 Jun 3;18(1):168. (PMID: 32493370)
Clin Microbiol Infect. 2020 Sep;26(9):1242-1247. (PMID: 32526275)
BMC Infect Dis. 2020 Jun 23;20(1):445. (PMID: 32576139)
Medicine (Baltimore). 2021 Sep 17;100(37):e27265. (PMID: 34664879)
J Med Virol. 2021 Apr;93(4):2141-2148. (PMID: 33090527)
Crit Care. 2019 Nov 27;23(1):374. (PMID: 31775846)
Med Decis Making. 2006 Nov-Dec;26(6):565-74. (PMID: 17099194)
Int J Epidemiol. 2021 Jan 23;49(6):1930-1939. (PMID: 33118037)
Clin Infect Dis. 2020 Nov 19;71(16):2174-2179. (PMID: 32445579)
Lancet. 2021 May 29;397(10289):2049-2059. (PMID: 34000257)
Ann Intern Med. 2015 Jan 6;162(1):55-63. (PMID: 25560714)
Lancet Infect Dis. 2020 Aug;20(8):e192-e197. (PMID: 32539990)
Disaster Med Public Health Prep. 2010 Dec;4(4):277-84. (PMID: 21149228)
Clin Infect Dis. 2020 Sep 12;71(6):1393-1399. (PMID: 32271369)
PLoS One. 2019 May 22;14(5):e0217146. (PMID: 31116772)
Ann Intensive Care. 2020 Mar 18;10(1):33. (PMID: 32189136)
Glob Health J. 2022 Mar;6(1):44-49. (PMID: 35070474)
PLoS One. 2013;8(3):e59830. (PMID: 23555796)
PLoS Med. 2020 Jun 16;17(6):e1003144. (PMID: 32544156)
One Health. 2021 Dec;13:100287. (PMID: 34222607)
Adv Ther. 2021 Jun;38(6):3185-3202. (PMID: 33961213)
معلومات مُعتمدة: United Kingdom WT_ Wellcome Trust; 211182/Z/18/Z United Kingdom WT_ Wellcome Trust; 220211 United Kingdom WT_ Wellcome Trust; 15604/Z/19/Z United Kingdom WT_ Wellcome Trust
فهرسة مساهمة: Keywords: COVID-19; LMIC; low- and middle-income country; prognostic model; triage
سلسلة جزيئية: ClinicalTrials.gov NCT04441372
المشرفين على المادة: 0 (Interleukin-6)
0 (Receptors, Urokinase Plasminogen Activator)
تواريخ الأحداث: Date Created: 20220324 Date Completed: 20220829 Latest Revision: 20240216
رمز التحديث: 20240216
مُعرف محوري في PubMed: PMC9129107
DOI: 10.1093/cid/ciac224
PMID: 35323932
قاعدة البيانات: MEDLINE
الوصف
تدمد:1537-6591
DOI:10.1093/cid/ciac224