Skip to main content

Deciphering the genetic basis of common diseases by integrated functional annotation of common and rare variants

Genome-wide associations studies (GWAS) have identified >400 loci associated with common human diseases. Despite the extraordinary achievement that these results represent, several questions remain unanswered: (i) What is the contribution of rare variants to common diseases not addressed by GWAS? (ii) What are the functional variants underlying the GWAS associations?

To answer these questions, we first explored the role of common and rare variants in morbid obesity (BMI>40) by identifying all the variants in the intervals of two endocannabinoid metabolic genes (MGLL and FAAH) using targeted sequencing. We used two different statistical approaches (single marker tests and collapsed markers tests) to identify variants in four intervals associated with high BMI. The majority of the associated variants are located in promoter sequences or in predicted transcriptional enhancers, suggesting their regulatory role. Additionally, we demonstrate that the set of rare variants in the FAAHpromoter associated with BMI are also associated with an increased level of anandamide, a FAAH substrate, further suggesting a functional role in obesity. In a second study, we examined one of the most compelling GWAS that had identified SNPs in the 9p21 gene desert associated with coronary artery disease (CAD) and Type 2 diabetes (T2D). We identified 33 enhancers in 9p21; the interval is the second most dense gene-desert for predicted enhancers and is six times denser than the whole genome. The activity of three of these enhancers is affected by regulatory variants that show allelic differences in DNA-protein affinity and are strongly associated with either CAD or T2D. Some of these variants are predicted to disrupt the transcription-binding site relevant to CAD biology. Our study shows that the 9p21 gene desert is significantly enriched in enhancer elements and suggests the associations with CAD and T2D likely result from the cumulative contributions of multiple regulatory variants.

Taken together, our studies show that a comprehensive approach of human genetics that integrates rare variants and functional knowledge, such as regulatory elements or metabolic and cell-specific effects, can leverage the findings of GWAS and lead to a deeper functional understanding of the role of genetic variation in human diseases.

Author information



Corresponding author

Correspondence to Olivier Harismendy.

Rights and permissions

Reprints and Permissions

About this article

Cite this article

Harismendy, O., Bhatia, G., Rahim, N.G. et al. Deciphering the genetic basis of common diseases by integrated functional annotation of common and rare variants. Genome Biol 11, I8 (2010).

Download citation


  • Coronary Artery Disease
  • Morbid Obesity
  • Rare Variant
  • Anandamide
  • Marker Test