This comprehensive approach, supported by existing literature, confirmed that the top 10 most important variables for our final model were: Age, current smoking status, diabetes, history of falls, TDF usage, HIV RNA load, CD4, white blood cell count (WBC), Hb, and lumbar spine BMD. Here, GSTM1 is linked to diabetes mellitus.