We reported a cluster of 6 suspected medical staff cases infected with 2019 novel coronavirus disease (COVID-19) during January - March 2020. It described an epidemiological and clinical pattern with atypical presentation. To reduce the transmission levels of the virus in medical staff, we recommend appropriate precautions including viral nucleic acid detection and hospital infection control.