scholarly journals Machine learning based on clinical characteristics and chest CT quantitative measurements for prediction of adverse clinical outcomes in hospitalized patients with COVID-19

Author(s):  
Zhichao Feng ◽  
Hui Shen ◽  
Kai Gao ◽  
Jianpo Su ◽  
Shanhu Yao ◽  
...  
2020 ◽  
Author(s):  
Yiping Wei ◽  
Weibiao Zeng ◽  
Xiangyun Huang ◽  
Junyu Li ◽  
Xingting Qiu ◽  
...  

Abstract Background We aimed to report the epidemiological and clinical characteristics of hospitalized patients with coronavirus disease-19 (COVID-19) in Zengdu District, Hubei Province, China.Methods Epidemiological,clinical features, laboratory findings, radiologic manifestations, and clinical outcomes of 276 patients in Zengdu hospital were analyzed. Clinical outcomes were followed up to March 13, 2020.Results All hospitalized COVID-19 patients, 276 (median age: 51.0 years), were enrolled, including 262 non-severe and 14 severe patients. The proportion of patients aged over 60 years was higher in the severe group (78.6%) than in the non-severe group (18.7%, p < 0.01). Some patients had comorbidities (31.9% [88/276]), the proportion was higher in the severe group (85.7%) than in the non-severe group (29.0%, p < 0.01). Common symptoms included fever (82.2% [227/276]) and cough (78.0% [218/276]). Most patients (94.9% [204/276]) were cured and discharged; 3.6% (10/276) deteriorated to a critical condition and were transferred to another hospital. The median COVID-19 treatment duration and hospital stay were 14.0 and 18.0 days, respectively.Conclusions COVID-19 patients in the areas surrounding Wuhan mainly showed mild and typical symptoms, Older patients or those with underlying comorbidities were at higher risk of deteriorating to a critical condition. In addition, we found that it takes about 14 days for nucleic acid test to turn negative in non-severe patients after antiviral treatment.


2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Wen Wang ◽  
Lei Chen ◽  
Qiao He ◽  
Mingqi Wang ◽  
Mei Liu ◽  
...  

Abstract Background The outbreak of COVID-19 has resulted in serious concerns in China and abroad. To investigate clinical features of confirmed and suspected patients with COVID-19 in west China, and to examine differences between severe versus non-severe patients. Methods Patients admitted for COVID-19 between January 21 and February 11 from fifteen hospitals in Sichuan Province, China were included. Experienced clinicians trained with methods abstracted data from medical records using pre-defined, pilot-tested forms. Clinical characteristics between severe and non-severe patients were compared. Results Of the 169 patients included, 147 were laboratory-confirmed, 22 were suspected. For confirmed cases, the most common symptoms from onset to admission were cough (70·7%), fever (70·5%) and sputum (33·3%), and the most common chest CT patterns were patchy or stripes shadowing (78·0%); throughout the course of disease, 19·0% had no fever, and 12·4% had no radiologic abnormality; twelve (8·2%) received mechanical ventilation, four (2·7%) were transferred to ICU, and no death occurred. Compared to non-severe cases, severe ones were more likely to have underlying comorbidities (62·5% vs 26·2%, P = 0·001), to present with cough (92·0% vs 66·4%, P = 0·02), sputum (60·0% vs 27·9%, P = 0·004) and shortness of breath (40·0% vs 8·2%, P <  0·0001), and to have more frequent lymphopenia (79·2% vs 43·7%, P = 0·003) and eosinopenia (84·2% vs 57·0%, P = 0·046). Conclusions The symptoms of patients in west China were relatively mild, and an appreciable proportion of infected cases had no fever, warranting special attention.


Author(s):  
Rafael S. Cires-Drouet ◽  
Frederick Durham ◽  
Jashank Sharma ◽  
Praveen Cheeka ◽  
Zachary Strumpf ◽  
...  

2021 ◽  
Vol 77 (18) ◽  
pp. 3087
Author(s):  
Naveena Yanamala ◽  
Nanda H. Krishna ◽  
Quincy Hathaway ◽  
Aditya Radhakrishnan ◽  
Srinidhi Sunkara ◽  
...  

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