A multivariate logistic regression was conducted including age, BMI, hypertension, diabetes, smoking history, adjuvant chemotherapy and anti-HER2 therapy, ferritin levels, hs-CRP levels, and CD3 + T cells. The gene discussed is MAP3K14; the disease is diabetes mellitus.