Abstract
Genome-wide association studies have led in the past to the discovery of susceptibility genes for many diseases including cancer and inflammatory conditions. However, a number of these studies did not realise their full potential. A first critical step in developing such large-scale studies is the choice of genotyping array with respect to the study goal. Coverage is the central criterion for array evaluation. We distinguish between estimates of global coverage across the genome, coverage for each chromosome, coverage for selected pathways and the coverage for genes of interest. Here, we focus on inflammatory and immunological pathways and genes relevant for haematopoietic stem cell transplantation. We compared three arrays: the Infinium Global Screening Array-24 v1.0, the Infinium OncoArray-500 K BeadChip and the Infinium PsychArray-24 v1.2 BeadChip. We employed the European population from the 1000 Genomes Project as reference genome. Global coverage was found to range between 12.2 and 14.2% whereas coverage for a selected pathway ranged from 6.2 to 13.2% and gene coverage ranged from 0 to 54.1%. The Global Screening Array outperformed both other arrays in terms of global coverage, for most chromosomes, most considered pathways and most genes. When selecting suitable arrays for a new study, the coverage of pathways or genes of interest should be considered in addition to global coverage. Local coverage should be regarded when discussing association findings inconsistent across studies and can be useful in data analysis and decision making for additional genotyping.
Similar content being viewed by others
Log in or create a free account to read this content
Gain free access to this article, as well as selected content from this journal and more on nature.com
or
References
Balkwill F, Mantovani A. Inflammation and cancer: back to Virchow? Lancet Lond Engl. 2001;357:539–45.
Coussens LM, Werb Z. Inflammation and cancer. Nature. 2002;420:860–7.
Schmitt C, Ghazi B, Bensussan A. NK cells and surveillance in humans. Reprod Biomed Online. 2008;16:192–201.
Lanier LL. NK cell recognition. Annu Rev Immunol. 2005;23:225–74.
Pahl HL. Activators and target genes of Rel/NF-kappaB transcription factors. Oncogene. 1999;18:6853–66.
Murphy KM, Weaver C. Janeway immunologie. 9th edn. Springer Spektrum, Berlin; 2008. Available from: https://www.springer.com/de/book/9783662560037. Accessed 19 Oct 2018.
Droemann D, Albrecht D, Gerdes J, Ulmer AJ, Branscheid D, Vollmer E, et al. Human lung cancer cells express functionally active Toll-like receptor 9. Respir Res. 2005;6:1.
Shiina T, Hosomichi K, Inoko H, Kulski JK. The HLA genomic loci map: expression, interaction, diversity and disease. J Hum Genet. 2009;54:15–39.
Leboyer M, Berk M, Yolken RH, Tamouza R, Kupfer D, Groc L. Immuno-psychiatry: an agenda for clinical practice and innovative research. BMC Med. 2016;14:173.
Delano D, Eberle M, Galver L, Rosenow C. Array differences in genomic coverage and data quality impact on GWAS success. https://www.illumina.com/events/webinar/archive/web_Nov192008_183.html. Accessed 18 Oct 2018.
Barrett JC, Cardon LR. Evaluating coverage of genome-wide association studies. Nat Genet. 2006;38:659–62.
Li M, Li C, Guan W. Evaluation of coverage variation of SNP chips for genome-wide association studies. Eur J Hum Genet Ejhg. 2008;16:635–43.
Amos CI, Dennis J, Wang Z, Byun J, Schumacher FR, Gayther SA, et al. The OncoArray Consortium: a network for understanding the genetic architecture of common cancers. Cancer Epidemol Prev Biomark. 2017;26:126–35.
Infinium OncoArray-500K BeadChip. Data Sheet: Cancer Genomic [Internet]. [cited 2018 Oct 18]. Available from: https://www.illumina.com/content/dam/illumina-marketing/documents/products/datasheets/datasheet_oncoarray500k.pdf
Infinium PsychArray-24 Kit. Psychiatric predisposition microarray. https://www.illumina.com/products/by-type/microarray-kits/infinium-psycharray.html. Accessed 18 Oct 2018.
Infinium Global Screening Array-24 Kit. Population-scale genetics. https://www.illumina.com/products/by-type/microarray-kits/infinium-global-screening.html. Accessed 18 Oct 2018.
Sherry ST, Ward MH, Kholodov M, Baker J, Phan L, Smigielski EM, et al. dbSNP: the NCBI database of genetic variation. Nucleic Acids Res. 2001;29:308–11.
McKay JD, Hung RJ, Han Y, Zong X, Carreras-Torres R, Christiani DC, et al. Large-scale association analysis identifies new lung cancer susceptibility loci and heterogeneity in genetic susceptibility across histological subtypes. Nat Genet. 2017;49:1126–32.
Infinium OncoArray-500K BeadChip. Research cancer predisposition and risk. https://www.illumina.com/products/by-type/microarray-kits/infinium-oncoarray-500k.html. Accessed 18 Oct 2018.
Ha N-T, Freytag S, Bickeböller H. Coverage and efficiency in current SNP chips. Eur J Hum Genet. 2014 Sep;22:1124–30.
R: The R project for statistical computing. https://www.r-project.org/. Accessed 22 Oct 2018.
KEGG PATHWAY database. https://www.genome.jp/kegg/pathway.html. Accessed 18 Oct 2018.
Cunningham F, Amode MR, Barrell D, Beal K, Billis K, Brent S, et al. Ensembl 2015. Nucleic Acids Res. 2015;43(Database issue):D662–669.
Ahmad T, Neville M, Marshall SE, et al. Haplotype-specific linkage disequilibrium patterns define the genetic topography of the human MHC. Hum Mol Genet. 2003;12:647–56.
Acknowledgements
This project was conducted as collaboration with the Transdisciplinary Research of Cancer in Lung and the International Lung Cancer Consortium (TRICL/ILCCO). We also wish to thank Andrew Entwistle for proofreading the paper.
Funding
The National Institutes of Health (7U19CA203654-02/114564-5111078 Integrative Analysis of Lung Cancer Etiology and Risk) supported this work.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no conflict of interest.
Additional information
Publisher’s note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Rights and permissions
About this article
Cite this article
Tozzi, V., Rosenberger, A., Kube, D. et al. Global, pathway and gene coverage of three Illumina arrays with respect to inflammatory and immune-related pathways. Eur J Hum Genet 27, 1716–1723 (2019). https://doi.org/10.1038/s41431-019-0441-2
Received:
Revised:
Accepted:
Published:
Version of record:
Issue date:
DOI: https://doi.org/10.1038/s41431-019-0441-2
This article is cited by
-
Iam hiQ—a novel pair of accuracy indices for imputed genotypes
BMC Bioinformatics (2022)


