We highlighted the novel genes SLC25A21 and PAX9 on 14q13.3, also identified in the GWAS after adjusting for the BMI, supporting the notion that the genetic architecture of snoring was partly not explained by obesity. This evidence concerns the gene PAX9 and obesity due to melanocortin 4 receptor deficiency.