In the current study, besides urine cadmium, we found that lymphopenia, thrombocytopenia, elevated LDH, and elevated CRP were all independently associated with severe COVID-19 in the multivariable regression models (all p < 0.05). This evidence concerns the gene CRP and lymphopenia.