Background Since December 2019 coronavirus disease 2019 (COVID-19) emerged in Wuhan city and rapidly spread throughout China. However, early warning signs for severe patients with COVID-19 were not fully known.Methods Information on admission was collected through a standard questionnaire. We described the epidemiological characteristics of the patients with COVID-19, analyzed the risk factors associated with severe illness, and estimated the key epidemiologic time-delay distributions.Results A total of 631 patients with laboratory-confirmed COVID-19 were identified. The proportion of severe cases was 8.4%. The epidemic of COVID-19 experienced four stages: sporadic phase, exponential growth phase, peak plateau phase, and declining phase. The proportion of severe cases was significantly different in four stages and 13 municipal prefectures (P < 0.001). Factors including elderly more than 65years(yrs) old, underlying medical conditions, fever patient whose highest temperature beyond 39.0℃, dyspnea, and lymphocytopenia(< 1.0 × 109/L) could possibly become the early warning signs for severe patients of COVID-19. In contrast, earlier visit to the clinic could reduce the severe risk. Besides, the viral load may be a potentially useful marker associated with disease severity of COVID-19 infection.Conclusions The epidemic experienced four stages with obviously areas difference. People aged beyond 65 yrs or underlying medical conditions once appear symptoms like fever beyond 39.0℃ and/or dyspnea should immediately visit health care.