Abstract
In genome-wide genetic scans for disease susceptibility loci, true peaks have been shown to be wider than false peaks. We describe scan statistics to make use of this extra information, which is not generally taken into account otherwise. Our methods are applied to four disease datasets.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Cox, N. J., Frigge, M., Nicolae, D. L., Concannon, P., Hanis, C. L., Bell, G. I., and Kong, A. (1999). Loci on chromosomes 2 (NIDDM1) and 15 interact to increase susceptibility to diabetes in Mexican Americans, Nature Genetics, 21, 213–215.
Dewan, A., Liu, M., Hartman, S., Zhang, S. S., Liu, D. T., Zhao, C., Tam, P. O., Chan, W. M., Lam, D. S., Snyder, M., Barnstable, C., Pang, C. P., and Hoh, J. (2006). HTRA1 promoter polymorphism in wet age-related macular degeneration, Science, 314, 989–992.
Dewan, A., and Ott, J. (2004). Reanalysis of a genome scan for schizophrenia loci using multigenic methods, Human Heredity, 57, 191–194.
Efron, B., and Tibshirani, R. (1991). Statistical data analysis in the computer age, Science 253, 390–395.
Faraone, S. V., Matise, T., Svrakic, D., Pepple, J., Malaspina, D., Suarez, B., Hampe, C., Zambuto, C. T., Schmitt, K., Meyer, J., Markel, P., Lee, H., Harkavy Friedman, J., Kaufmann, C., Cloninger, C. R., and Tsuang, M. T. (1998). Genome scan of European-American schizophrenia pedigrees: results of the NIMH Genetics Initiative and Millennium Consortium, American Journal of Medical Genetics, 81, 290–295.
Friddle, C., Koskela, R., Ranade, K., Hebert, J., Cargill, M., Clark, C. D., McInnis, M., Simpson, S., McMahon, F., Stine, O. C., Meyers, D., Xu, J., MacKinnon, D., Swift-Scanlan, T., Jamison, K., Folstein, S., Daly, M., Kruglyak, L., Marr, T., DePaulo, J. R., and Botstein, D. (2000). Full-genome scan for linkage in 50 families segregating the bipolar affective disease phenotype, American Journal of Human Genetics, 66, 205–215.
Fung, H. C., Scholz, S., Matarin, M., Simon-Sanchez, J., Hernandez, D., Britton, A., Gibbs, J. R., Langefeld, C., Stiegert, M. L., Schymick, J., Okun, M. S., Mandel, R. J., Fernandez, H. H., Foote, K. D., Rodriguez, R. L., Peckham, E., De Vrieze, F. W., Gwinn-Hardy, K., Hardy, J. A., and Singleton, A. (2006). Genome-wide genotyping in Parkinson’s disease and neurologically normal controls: first stage analysis and public release of data, Lancet Neurology, 5, 911–916.
Glaz, J., and Balakrishnan, N. (1999). Introduction to scan statistics, in Scan Statistics and Applications, Editors: Glaz, J., Balakrishnan, N., 3–26, Birkhäuser, Boston, MA.
Goldin, L. R., and Chase, G. A. (1997). Improvement of the power to detect complex disease genes by regional inference procedures, Genetic Epidemiology, 14, 785–789.
Goldin, L. R., Chase, G. A., and Wilson, A. F. (1999). Regional inference with averaged P values increases the power to detect linkage, Genetic Epidemiology, 17, 157–164.
Gudbjartsson, D. F., Jonasson, K., Frigge, M. L., and Kong, A. (2000). Allegro, a new computer program for multipoint linkage analysis, Nature Genetics, 25, 12–13.
Hernandez, S., Siegmund, D. O., and de Gunst, M. (2005) On the power for linkage detection using a test based on scan statistics, Biostatistics, 6, 259–269.
Hoh, J., and Ott, J. (2000). Scan statistics to scan markers for susceptibility genes, Proceedings of the National Academy of Sciences USA, 97, 9615–9617.
Hoh, J., and Ott, J. (2003). Mathematical multi-locus approaches to localizing complex human trait genes, Nature Reviews Genetics 4, 701–709.
Karlin, S., and Brendel, V. (1992). Chance and statistical significance in protein and DNA sequence analysis, Science, 257, 39–49.
Klein, R. J., Zeiss, C., Chew, E. Y., Tsai, J. Y., Sackler, R. S., Haynes, C., Henning, A. K., SanGiovanni, J. P., Mane, S. M., Mayne, S. T., Bracken, M. B., Ferris, F. L., Ott, J., Barnstable, C., and Hoh, J. (2005). Complement factor H polymorphism in age-related macular degeneration, Science, 308, 385–389.
Kruglyak, L., Daly, M. J., Reeve-Daly, M. P., and Lander, E. S. (1996). Parametric and nonparametric linkage analysis: a unified multipoint approach, American Journal of Human Genetics, 58, 1347–1363.
Lander, E., and Kruglyak, L. (1995). Genetic dissection of complex traits: guidelines for interpreting and reporting linkage results, Nature Genetics, 11, 241–247.
Liu, J., Nyholt, D. R., Magnussen, P., Parano, E., Pavone, P., Geschwind, D., Lord, C., Iversen, P., Hoh, J., Ott, J., and Gilliam, T. C. (2001). A genome-wide screen for autism susceptibility loci, American Journal of Human Genetics, 69, 327–340.
MacLean, C. J., Sham, P. C., and Kendler, K. S. (1993). Joint linkage of multiple loci for a complex disorder, American Journal of Human Genetics 53, 353–366.
Manly, Bryan F. J. (2006). Randomization, Bootstrap and Monte Carlo Methods in Biology, Chapman & Hall/CRC, New York.
Schwab, S. G., Albus, M., Hallmayer, J., Honig, S., Borrmann, M., Lichtermann, D., Ebstein, R. P., Ackenheil, M., Lerer, B., Risch, N., Maier, W., and Wildenauer, W.B. (1995). Evaluation of a susceptibility gene for schizophrenia on chromosome 6p by multipoint affected sib-pair linkage analysis, Nature Genetics, 11, 325–327.
Siegmund, D. (2001) Is peak height sufficient? Genetic Epidemiology, 20, 403–408.
Simon-Sanchez, J., Scholz, S., Del Mar Matarin, M., Fung, H. C., Hernandez, D., Gibbs, J. R., Britton, A., Hardy, J., and Singleton, A. (2007). Genome-wide SNP assay reveals mutations underlying Parkinson disease, Human Mutation, 9, 9.
Terwilliger, J. D., Shannon, W. D., Lathrop, G. M., Nolan, J. P., Goldin, L. R., Chase, G. A., and Weeks, D. E. (1997). True and false positive peaks in genome-wide scans: applications of length-biased sampling to linkage mapping, American Journal of Human Genetics, 61, 430–438.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Birkhäuser Boston, a part of Springer Science+Business Media, LLC
About this chapter
Cite this chapter
Hoh, J., Ott, J. (2009). Scan Statistics in Genome-Wide Scan for Complex Trait Loci. In: Glaz, J., Pozdnyakov, V., Wallenstein, S. (eds) Scan Statistics. Statistics for Industry and Technology. Birkhäuser Boston. https://doi.org/10.1007/978-0-8176-4749-0_9
Download citation
DOI: https://doi.org/10.1007/978-0-8176-4749-0_9
Published:
Publisher Name: Birkhäuser Boston
Print ISBN: 978-0-8176-4748-3
Online ISBN: 978-0-8176-4749-0
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)