Background: The outbreak of COVID-19 has aroused global concerns. We aimed to describe the clinical characteristics of COVID-19 nonsurvivors and analyze possible causes for the rapid disease progress to death. Methods: Patients with confirmed COVID-19 died in Renmin Hospital of Wuhan University before February 15, 2020, were identified. We obtained epidemiological, demographic, and clinical data from electronic medical records. Results: Among 101 nonsurvivors, the median age was 71.0 years (IQR, 59.0-80.0), 59.4% were male, 79.2% had one or more comorbidities including hypertension (58.4%), cardiovascular disease (22.8%), diabetes (20.8%) etc. The most common symptoms were fever (76.2%), cough (58.4%) and dyspnea (54.5%). Respiratory failure (99.0%), acute cardiac injury (52.5%), sepsis (40.6%) and acute kidney injury (23.8%) were most common complications. Compared with patients died after 3 days of admission, patients died within 3 days of admission had significantly higher white blood cell count (10.8 vs 6.7×10 9 /L, P =0.001) and neutrophil count (8.9 vs 5.5×10 9 /L, P =0.001), longer prothrombin time (13.2 vs 12.5 s, P =0.040), higher D-dimer concentration (7.64 vs 2.82, P =0.040), higher lactate level (2.9 vs 2.2 mmol/L, P =0.042), lower oxygen saturation (85.0% vs 91.0%, P =0.008), and were more likely to suffer sepsis (52.1% vs 30.2%, P =0.025). Conclusions: Older patients with underlying comorbidities suffering COVID-19 were at high risk of death. Respiratory failure, acute cardiac injury and acute kidney injury played crucial roles in the death of COVID-19 patients. Early development of sepsis was associated with the rapid disease progress to death.