Highlights • The values of laboratory indicators in 35 articles were integrated. • The laboratory indexes of severe and non-severe patients infected with COVID-19 has been compared. • Indicators that may most effectively predict a non-severe COVID-19 patient develop into a severe patient have been concluded.