We systematically analyzed the clinical, laboratory and CT imaging data of laboratory confirmed COVID-19 patients with clear prognostic information in 16 tertiary hospitals from 8 provinces, including 5 of the top 10 provinces - that is, Hubei Province, Zhejiang Province, Anhui Province, Shandong Province, and Jiangsu Province of China between January 10, 2020 and March 13, 2020 and identified the risk factors associated with in-hospital death as well as adverse outcomes.