These predictors include eosinophilia, asthma, AERD, preoperative polyp severity, residual ethmoid cells, specific cytokine expressions (e.g., IL-5), prior ESS, and demographic factors such as age and sex. The gene discussed is IL5; the disease is Increased total eosinophil count.