Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2011 Feb 3;7(2):e1001292.
doi: 10.1371/journal.pgen.1001292.

A study of CNVs as trait-associated polymorphisms and as expression quantitative trait loci

Affiliations

A study of CNVs as trait-associated polymorphisms and as expression quantitative trait loci

Eric R Gamazon et al. PLoS Genet. .

Abstract

We conducted a comprehensive study of copy number variants (CNVs) well-tagged by SNPs (r(2)≥ 0.8) by analyzing their effect on gene expression and their association with disease susceptibility and other complex human traits. We tested whether these CNVs were more likely to be functional than frequency-matched SNPs as trait-associated loci or as expression quantitative trait loci (eQTLs) influencing phenotype by altering gene regulation. Our study found that CNV-tagging SNPs are significantly enriched for cis eQTLs; furthermore, we observed that trait associations from the NHGRI catalog show an overrepresentation of SNPs tagging CNVs relative to frequency-matched SNPs. We found that these SNPs tagging CNVs are more likely to affect multiple expression traits than frequency-matched variants. Given these findings on the functional relevance of CNVs, we created an online resource of expression-associated CNVs (eCNVs) using the most comprehensive population-based map of CNVs to inform future studies of complex traits. Although previous studies of common CNVs that can be typed on existing platforms and/or interrogated by SNPs in genome-wide association studies concluded that such CNVs appear unlikely to have a major role in the genetic basis of several complex diseases examined, our findings indicate that it would be premature to dismiss the possibility that even common CNVs may contribute to complex phenotypes and at least some common diseases.

PubMed Disclaimer

Conflict of interest statement

The authors have declared that no competing interests exist.

Figures

Figure 1
Figure 1. SNPs tagging tCNVs are likely to be eQTLs.
(A) SNPs tagging tCNVs (r2≥0.80) are enriched for cis-acting eQTLs (eQTLs within 4 mb of target transcript). The distribution of the number of cis-acting eQTLs (at p<10−4) in 1,000 draws (each of same count as the number of tCNVs) of frequency-matched variants is shown in the bar graphs, with the actual number of cis-acting eQTLs observed in the tCNVs from the Wellcome Trust study shown as a solid circle. (B) SNPs tagging tCNVs are more likely to be eQTLs that predict the transcript levels of 10 or more genes than frequency-matched variants.
Figure 2
Figure 2. Trait-associated SNPs are significantly enriched for SNPs tagging tCNVs.
The distribution of the number of SNPs tagging tCNVs in 1,000 draws of SNPs from bins matched for minor allele frequency to the trait-associated SNPs is shown in the bar graphs.

Similar articles

  • Genome-wide association study of CNVs in 16,000 cases of eight common diseases and 3,000 shared controls.
    Wellcome Trust Case Control Consortium; Craddock N, Hurles ME, Cardin N, Pearson RD, Plagnol V, Robson S, Vukcevic D, Barnes C, Conrad DF, Giannoulatou E, Holmes C, Marchini JL, Stirrups K, Tobin MD, Wain LV, Yau C, Aerts J, Ahmad T, Andrews TD, Arbury H, Attwood A, Auton A, Ball SG, Balmforth AJ, Barrett JC, Barroso I, Barton A, Bennett AJ, Bhaskar S, Blaszczyk K, Bowes J, Brand OJ, Braund PS, Bredin F, Breen G, Brown MJ, Bruce IN, Bull J, Burren OS, Burton J, Byrnes J, Caesar S, Clee CM, Coffey AJ, Connell JM, Cooper JD, Dominiczak AF, Downes K, Drummond HE, Dudakia D, Dunham A, Ebbs B, Eccles D, Edkins S, Edwards C, Elliot A, Emery P, Evans DM, Evans G, Eyre S, Farmer A, Ferrier IN, Feuk L, Fitzgerald T, Flynn E, Forbes A, Forty L, Franklyn JA, Freathy RM, Gibbs P, Gilbert P, Gokumen O, Gordon-Smith K, Gray E, Green E, Groves CJ, Grozeva D, Gwilliam R, Hall A, Hammond N, Hardy M, Harrison P, Hassanali N, Hebaishi H, Hines S, Hinks A, Hitman GA, Hocking L, Howard E, Howard P, Howson JM, Hughes D, Hunt S, Isaacs JD, Jain M, Jewell DP, Johnson T, Jolley JD, Jones IR, Jones LA, Kirov G, Langford CF, Lango-Allen H, Lathrop GM, Lee J, Lee KL, Lees C, Lewis K, Lindgren CM, Maisuria-Ar… See abstract for full author list ➔ Wellcome Trust Case Control Consortium, et al. Nature. 2010 Apr 1;464(7289):713-20. doi: 10.1038/nature08979. Nature. 2010. PMID: 20360734 Free PMC article.
  • Copy number polymorphisms and anticancer pharmacogenomics.
    Gamazon ER, Huang RS, Dolan ME, Cox NJ. Gamazon ER, et al. Genome Biol. 2011;12(5):R46. doi: 10.1186/gb-2011-12-5-r46. Epub 2011 May 25. Genome Biol. 2011. PMID: 21609475 Free PMC article.
  • Origins and functional impact of copy number variation in the human genome.
    Conrad DF, Pinto D, Redon R, Feuk L, Gokcumen O, Zhang Y, Aerts J, Andrews TD, Barnes C, Campbell P, Fitzgerald T, Hu M, Ihm CH, Kristiansson K, Macarthur DG, Macdonald JR, Onyiah I, Pang AW, Robson S, Stirrups K, Valsesia A, Walter K, Wei J; Wellcome Trust Case Control Consortium; Tyler-Smith C, Carter NP, Lee C, Scherer SW, Hurles ME. Conrad DF, et al. Nature. 2010 Apr 1;464(7289):704-12. doi: 10.1038/nature08516. Epub 2009 Oct 7. Nature. 2010. PMID: 19812545 Free PMC article.
  • [DNA polymorphisms].
    Suehiro Y, Furuya T, Sasaki K, Hinota Y. Suehiro Y, et al. Rinsho Byori. 2013 Nov;61(11):1001-7. Rinsho Byori. 2013. PMID: 24450105 Review. Japanese.
  • Comprehensive identification of pleiotropic loci for body fat distribution using the NHGRI-EBI Catalog of published genome-wide association studies.
    Kaur Y, Wang DX, Liu HY, Meyre D. Kaur Y, et al. Obes Rev. 2019 Mar;20(3):385-406. doi: 10.1111/obr.12806. Epub 2018 Nov 22. Obes Rev. 2019. PMID: 30565845 Review.

Cited by

References

    1. Manolio TA, Collins FS, Cox NJ, Goldstein DB, Hindorff LA, et al. Finding the missing heritability of complex diseases. Nature. 2009;461:747–753. - PMC - PubMed
    1. McCarroll SA, Kuruvilla FG, Korn JM, Cawley S, Nemesh J, et al. Integrated detection and population-genetic analysis of SNPs and copy-number variation. Nature Genetics. 2008;40:1166–1174. - PubMed
    1. McCarroll SA. Extending genome-wide association studies to copy-number variation. Human Molecular Genetics. Hum Mol Gen. 2008;17(R2):R135–42. - PubMed
    1. Walsh T, McClellan JM, McCarthy SE, Addington AM, Pierce SB, et al. Rare structural variants disrupt multiple genes in neurodevelopmental pathways in schizophrenia. Science. 2008;320(5875):539–43. - PubMed
    1. McCarroll SA, Huett A, Kuballa P, Chilewski SD, Landry A, et al. Deletion polymorphism upstream of IRGM associated with altered IRGM expression and Crohn's disease. Nature Genetics. 2008;40(9):1107–12. - PMC - PubMed

Publication types

MeSH terms