After multiple imputations of missing data, we fit a full logistic model with all three categorical predictors (sex, TB, WHO stage), all three continuous predictors (age, weight, CD4 count), along with 3-knot restricted cubic splines for the continuous variables. The gene discussed is CD4; the disease is tuberculosis.