Multimorbidity, prolonged ART exposure and vitamin D deficiency were key predictors of frailty progression, whereas CD4< 500 cells/mm<sup>3</sup> and multimorbidity reduced the likelihood of frailty reversal. The gene discussed is CD4; the disease is vitamin D deficiency.