We identified anemia, thrombocytopenia, strongly elevated levels of LDH (> 2 × ULN) and CRP (> 30 mg/dl) at initial presentation as factors predicting a severe course of COVID-19 in patients with pre-existing renal impairment. This evidence concerns the gene CRP and anemia.