PPARGC1B and type 2 diabetes mellitus: For example, the PPARGC1B gene (rs61408734-T locus) is down-regulated in people with type 2 Diabetes Mellitus as well as in pre-diabetes (Patti et al., 2003; Ling et al., 2004).