A depressed mood or anxiety in COVID-19 patients could point to the virus' potential impact on the central nervous system. These two psychological symptoms were most closely associated with a loss of smell and taste rather than the more severe indicators of the novel coronavirus such as shortness of breath, cough or fever, according to the study.