Multivariate logistic regression, using a backward stepwise conditional model of all variables with a P value <0.1 in the univariate analysis (Table 4), identified TB co-infection, high HIV viral load, and low albumin level as significant predictors of SVDD at baseline. The gene discussed is ALB; the disease is tuberculosis.