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International Journal of General Medicine Volume 14, 2021 - Issue
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Original Research

Prediction of Disease Progression of COVID-19 Based upon Machine Learning

Fumin Xu1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Xiao Chen2 Department of Nuclear Medicine, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Xinru Yin1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Qiu Qiu3 Department of Gastroenterology, People’s Hospital of Chongqing Hechuan, Chongqing, People’s Republic of ChinaView further author information
,
Jingjing Xiao4 Department of Medical Engineering, Xinqiao Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Liang Qiao5 College of Biomedical Engineering and Imaging Medicine, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Mi He5 College of Biomedical Engineering and Imaging Medicine, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Liang Tang6 Department of Internal Medicine, 63790 Military Hospital of the Chinese People’s Liberation Army, Xichang, People’s Republic of ChinaView further author information
,
Xiawei Li1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Qiao Zhang1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Yanling Lv1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Shili Xiao1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Rong Zhao1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Yan Guo1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Mingsheng Chen5 College of Biomedical Engineering and Imaging Medicine, Army Medical University, Chongqing, People’s Republic of ChinaORCID Iconhttps://orcid.org/0000-0001-6673-7978View further author information
ORCID Icon,
Dongfeng Chen1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
,
Liangzhi Wen1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of China;7 Department of Infectious Disease, Taikang Tongji Hospital, Wuhan, People’s Republic of ChinaView further author information
,
Bin Wang1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of China;8 Department of Infectious Disease, Wuhan Huoshenshan Hospital, Wuhan, People’s Republic of ChinaView further author information
,
Yongjian Nian5 College of Biomedical Engineering and Imaging Medicine, Army Medical University, Chongqing, People’s Republic of ChinaView further author information
&
Kaijun Liu1 Department of Gastroenterology, Daping Hospital, Army Medical University, Chongqing, People’s Republic of China;8 Department of Infectious Disease, Wuhan Huoshenshan Hospital, Wuhan, People’s Republic of ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0003-0027-9278View further author information
ORCID Icon show all
Pages 1589-1598 | Published online: 29 Apr 2021

References

  • World Health Organization. Weekly epidemiological update - 24 November 2020. Available from: https://www.who.int/publications/m/item/weekly-epidemiological-update---24-november-2020. Accessed April 07, 2021.
  • Lu R, Zhao X, Li J, et al. Genomic characterisation and epidemiology of 2019 novel coronavirus: implications for virus origins and receptor binding. Lancet. 2020;395(10224):565–574. doi:10.1016/S0140-6736(20)30251-8
  • Huang C, Wang Y, Li X, et al. Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China. Lancet. 2020;395(10223):497–506. doi:10.1016/S0140-6736(20)30183-5
  • Chen N, Zhou M, Dong X, et al. Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study. Lancet. 2020;395(10223):507–513. doi:10.1016/S0140-6736(20)30211-7
  • Sun Y, Koh V, Marimuthu K, et al. Epidemiological and clinical predictors of COVID-19. Clin Infect Dis. 2020;71(15):786–792. doi:10.1093/cid/ciaa322
  • Zhou F, Yu T, Du R, et al. Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study. Lancet. 2020;395(10229):1054–1062. doi:10.1016/S0140-6736(20)30566-3
  • Guan WJ, Liang WH, Zhao Y, et al. Comorbidity and its impact on 1590 patients with Covid-19 in China: a nationwide analysis. Eur Respir J. 2020;55(5):2000547. doi:10.1183/13993003.00547-2020
  • Wang L, He W, Yu X, et al. Coronavirus Disease 2019 in elderly patients: characteristics and prognostic factors based on 4-week follow-up. J Infect. 2020;80(6):639–645. doi:10.1016/j.jinf.2020.03.019
  • Wu C, Chen X, Cai Y, et al. Risk factors associated with acute respiratory distress syndrome and death in patients with coronavirus disease 2019 pneumonia in Wuhan, China. JAMA Intern Med. 2020;180(7):934. doi:10.1001/jamainternmed.2020.0994
  • Zhou Y, Zhang Z, Tian J, Xiong S. Risk factors associated with disease progression in a cohort of patients infected with the 2019 novel coronavirus. Ann Palliat Med. 2020. doi:10.21037/apm.2020.03.26
  • World Health Organziation. Clinical management of severe acute respiratory infection when Novel coronavirus (nCoV) infection is suspected: interim guidance. 2020. Available from: https://www.who.int/docs/default-source/coronaviruse/clinical-management-of-novel-cov.pdf. Accessed April 7, 2021.
  • Guan WJ, Ni ZY, Hu Y, et al. Clinical characteristics of coronavirus disease 2019 in China. N Engl J Med. 2020;382(18):1708–1720. doi:10.1056/NEJMoa2002032
  • Ji D, Zhang D, Xu J, et al. Prediction for progression risk in patients with COVID-19 pneumonia: the CALL score. Clin Infect Dis. 2020;71(6):1393–1399. doi:10.1093/cid/ciaa414
  • Borowiec A, Dabrowski R, Kowalik I, et al. Elevated levels of d-dimer are associated with inflammation and disease activity rather than risk of venous thromboembolism in patients with granulomatosis with polyangiitis in long term observation. Adv Med Sci. 2020;65(1):97–101. doi:10.1016/j.advms.2019.12.007
  • Schutte T, Thijs A, Smulders YM. Never ignore extremely elevated D-dimer levels: they are specific for serious illness. Neth J Med. 2016;74(10):443–448.
  • Chen T, Wu D, Chen H, et al. Clinical characteristics of 113 deceased patients with coronavirus disease 2019: retrospective study. BMJ. 2020;368:m1091. doi:10.1136/bmj.m1091
  • Zhang Y, Zheng L, Liu L, Zhao M, Xiao J, Zhao Q. Liver impairment in COVID-19 patients: a retrospective analysis of 115 cases from a single center in Wuhan city, China. Liver Int. 2020;40(9):2095–2103. doi:10.1111/liv.14455
  • Kim S, McClave SA, Martindale RG, Miller KR, Hurt RT. Hypoalbuminemia and clinical outcomes: What is the mechanism behind the relationship? Am Surg. 2017;83(11):1220–1227. doi:10.1177/000313481708301123
  • Yanagisawa S, Miki K, Yasuda N, Hirai T, Suzuki N, Tanaka T. Clinical outcomes and prognostic factor for acute heart failure in nonagenarians: impact of hypoalbuminemia on mortality. Int J Cardiol. 2010;145(3):574–576. doi:10.1016/j.ijcard.2010.05.061

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