The usage rate and the feature importance of the CLIs in the HPCs indicated that PCT, MCHC, uric acid, albumin, AGR, neutrophil count, RBC count, monocyte count, and WBC count are the most important indicators that can distinguish COVID-19 from CAP. This evidence concerns the gene ALB and COVID-19.