Characterization of single-nucleotide polymorphisms in coding regions of human genes
Abstract
A major goal in human genetics is to understand the role of common genetic variants in susceptibility to common diseases. This will require characterizing the nature of gene variation in human populations, assembling an extensive catalogue of single-nucleotide polymorphisms (SNPs) in candidate genes and performing association studies for particular diseases. At present, our knowledge of human gene variation remains rudimentary. Here we describe a systematic survey of SNPs in the coding regions of human genes. We identified SNPs in 106 genes relevant to cardiovascular disease, endocrinology and neuropsychiatry by screening an average of 114 independent alleles using 2 independent screening methods. To ensure high accuracy, all reported SNPs were confirmed by DNA sequencing. We identified 560 SNPs, including 392 coding-region SNPs (cSNPs) divided roughly equally between those causing synonymous and non-synonymous changes. We observed different rates of polymorphism among classes of sites within genes (non-coding, degenerate and non-degenerate) as well as between genes. The cSNPs most likely to influence disease, those that alter the amino acid sequence of the encoded protein, are found at a lower rate and with lower allele frequencies than silent substitutions. This likely reflects selection acting against deleterious alleles during human evolution. The lower allele frequency of missense cSNPs has implications for the compilation of a comprehensive catalogue, as well as for the subsequent application to disease association.
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Whole-exome sequence data show non-synonymous substitutions are even more skewed toward low frequencies, almost certainly reflecting purifying selection.
“the finding from whole-exome sequence data that non-synonymous substitutions are even more significantly skewed towards low frequencies almost certainly reflects the operation of purifying selection32–34.”
From Rare and common variants: twenty arguments (2012) · cites this paper as [32]
Cites
Statistical method for testing the neutral mutation hypothesis by DNA polymorphism.
Tajima, F. (1989) · Genetics · doi:10.1093/genetics/123.3.585 · Cited by 13,991 · see citing works
Amino acid substitution matrices from protein blocks.
Henikoff, S., & Henikoff, J. G. (1992) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.89.22.10915 · Cited by 6,218 · see citing works
The Future of Genetic Studies of Complex Human Diseases
Risch, N., & Merikangas, K. (1996) · Science · doi:10.1126/science.273.5281.1516 · Cited by 5,355 · see citing works
Association of apolipoprotein E allele ϵ4 with late‐onset familial and sporadic Alzheimer's disease
Saunders, A. M., Strittmatter, W. J., Schmechel, D., St. George-Hyslop, P. H., Pericak-Vance, M. A., Joo, S. H., Rosi, B. L., Gusella, J. F., Crapper-MacLachlan, D. R., Alberts, M. J., et al. (1993) · Neurology · doi:10.1212/wnl.43.8.1467 · Cited by 3,786 · see citing works
Mutation in blood coagulation factor V associated with resistance to activated protein C
Bertina, R. M., Koeleman, B. P. C., Koster, T., Rosendaal, F. R., Dirven, R. J., de Ronde, H., van der Velden, P. A., & Reitsma, P. H. (1994) · Nature · doi:10.1038/369064a0 · Cited by 3,769 · see citing works
Genetic Dissection of Complex Traits
Lander, E. S., & Schork, N. J. (1994) · Science · doi:10.1126/science.8091226 · Cited by 3,425 · see citing works
Self-citationDean, M. C., Carrington, M. N., Winkler, C. A., Huttley, G. A., Smith, M. W., Allikmets, R. L., Goedert, J. J., Buchbinder, S., Vittinghoff, E., Gomperts, E. D., et al. (1996) · Science · doi:10.1126/science.273.5283.1856 · Cited by 2,499 · see citing works
Wang, D. G., Fan, J., Siao, C.-J., Berno, A. J., Young, P. R., Sapolsky, R., Ghandour, G., Perkins, N., Winchester, E., Spencer, J. B., et al. (1998) · Science · doi:10.1126/science.280.5366.1077 · Cited by 2,162 · see citing works
Self-citationProtective effect of apolipoprotein E type 2 allele for late onset Alzheimer disease
Corder, E. H., Saunders, A. M., Risch, N. J., Strittmatter, W. J., Schmechel, D. E., Gaskell, P. C., Rimmler, J. B., Locke, P. A., Conneally, P. M., Schmader, K. E., et al. (1994) · Nature Genetics · doi:10.1038/ng0694-180 · Cited by 1,920 · see citing works
Accessing Genetic Information with High-Density DNA Arrays
Chee, M. S., Robert Che-An, Y. A. N. G., Hubbell, E. A., Berno, A. J., Huang, X. C., Stern, D. T., Winkler, J., Lockhart, D. J., Morris, M. S., & Fodor, S. P. A. (1996) · Science · doi:10.1126/science.274.5287.610 · Cited by 1,493 · see citing works
The New Genomics: Global Views of Biology
Lander, E. S. (1996) · Science · doi:10.1126/science.274.5287.536 · Cited by 1,174 · see citing works
Self-citationVariations on a Theme: Cataloging Human DNA Sequence Variation
Collins, F. S., Guyer, M. S., & Chakravarti, A. (1997) · Science · doi:10.1126/science.278.5343.1580 · Cited by 1,062 · see citing works
Patterns of single-nucleotide polymorphisms in candidate genes for blood-pressure homeostasis
Halushka, M. K., Fan, J., Bentley, K., Hsie, L., Shen, N., Weder, A. B., Cooper, R., Lipshutz, R. J., & Chakravarti, A. (1999) · Nature Genetics · doi:10.1038/10297 · Cited by 1,011 · see citing works
Self-citationLevels of naturally occurring DNA polymorphism correlate with recombination rates in D. melanogaster
Begun, D. J., & Aquadro, C. F. (1992) · Nature · doi:10.1038/356519a0 · Cited by 962 · see citing works
Nickerson, D. A. (1997) · Nucleic Acids Research · doi:10.1093/nar/25.14.2745 · Cited by 931 · see citing works
Low nucleotide diversity in man.
Li, W. H., & Sadler, L. A. (1991) · Genetics · doi:10.1093/genetics/129.2.513 · Cited by 501 · see citing works
DNA sequence diversity in a 9.7-kb region of the human lipoprotein lipase gene
Nickerson, D. A., Taylor, S. L., Weiss, K. M., Clark, A. G., Hutchinson, R. G., Stengård, J., Salomaa, V. V., Vartiainen, E. A., Boerwinkle, E., & Sing, C. F. (1998) · Nature Genetics · doi:10.1038/907 · Cited by 475 · see citing works
Clark, A. G., Weiss, K. M., Nickerson, D. A., Taylor, S. L., Buchanan, A., Stengård, J., Salomaa, V., Vartiainen, E., Perola, M., Boerwinkle, E., et al. (1998) · The American Journal of Human Genetics · doi:10.1086/301977 · Cited by 435 · see citing works
Intraspecific nuclear DNA variation in Drosophila
Moriyama, E. N., & Powell, J. R. (1996) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a025563 · Cited by 419 · see citing works
(1997) · PubMed · Cited by 412 · see citing works
High genomic deleterious mutation rates in hominids
Eyre‐Walker, A., & Keightley, P. D. (1999) · Nature · doi:10.1038/16915 · Cited by 400 · see citing works
Underhill, P. A., Li, J., Zemans, R. L., et al. (1996) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.93.1.196 · Cited by 366 · see citing works
Shotgun Sequencing of the Human Genome
Venter, J. C., Adams, M. D., Sutton, G. G., Kerlavage, A. R., Smith, H. O., & Hunkapiller, M. W. (1998) · Science · doi:10.1126/science.280.5369.1540 · Cited by 352 · see citing works
Human Whole-Genome Shotgun Sequencing
Weber, J. L., & Myers, E. W. (1997) · Genome Research · doi:10.1101/gr.7.5.401 · Cited by 311 · see citing works
Is the most frequent allele the oldest?
Watterson, G. A., & Guess, H. A. (1977) · Theoretical Population Biology · doi:10.1016/0040-5809(77)90023-5 · Cited by 277 · see citing works
DNA Variability and Recombination Rates at X-Linked Loci in Humans
Nachman, M. W., Bauer, V. L., Crowell, S. L., & Aquadro, C. F. (1998) · Genetics · doi:10.1093/genetics/150.3.1133 · Cited by 202 · see citing works
Day, D. J., Speiser, P., White, P. C., & Barany, F. (1995) · Genomics · doi:10.1006/geno.1995.1226 · Cited by 119 · see citing works
Statistical tests of neutrality in the age of weak selection
Wayne, M. L., & Simonsen, K. L. (1998) · Trends in Ecology & Evolution · doi:10.1016/s0169-5347(98)01360-3 · Cited by 92 · see citing works
Molecular genetics of speciation and human origins.
Ayala, F. J., Escalante, A. A., Ó’hUigín, C., et al. (1994) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.91.15.6787 · Cited by 85 · see citing works
Nuclear DNA diversity in worldwide distributed human populations.
Zigtkiewicz, E., Yotova, V., Jarnik, M., Korab-Laskowska, M., Kidd, K., Modiano, D., Scozzari, R., Stoneking, M., Tishkoff, S. A., Batzer, M., et al. (1997) · Gene · doi:10.1016/s0378-1119(97)00408-3 · Cited by 83 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
The sequence of the human genome
Venter, J. C., Adams, M. D., Myers, E. W., Li, P. W., Mural, R. J., Sutton, G. G., Smith, H. O., Yandell, M., Evans, C. A., Holt, R. A., et al. (2001) · Science · doi:10.1126/science.1058040 · Cited by 13,909 · see citing works
Self-citationThe International HapMap Project
†The International HapMap Consortium, Genotyping centres: Baylor College of Medicine and ParAllele BioScience, Gibbs, R. A., Belmont, J. W., Hardenbol, P., Willis, T. D., Yu, F., Chinese HapMap Consortium, Yang, H., Ch'ang, L.-Y., et al. (2003) · Nature · doi:10.1038/nature02168 · Cited by 6,057 · see citing works
Self-citationA second generation human haplotype map of over 3.1 million SNPs
The International HapMap Consortium (2007) · Nature · doi:10.1038/nature06258 · Cited by 4,438 · see citing works
Accurate whole human genome sequencing using reversible terminator chemistry
Bentley, D. R., Balasubramanian, S., Swerdlow, H. P., Smith, G. P., Milton, J., Brown, C. G., Hall, K. P., Evers, D. J., Barnes, C. L., Bignell, H. R., et al. (2008) · Nature · doi:10.1038/nature07517 · Cited by 3,684 · see citing works
Alzheimer Disease Genetics Consortium (ADGC), Kunkle, B. W., The European Alzheimer’s Disease Initiative (EADI), Cohorts for Heart and Aging Research in Genomic Epidemiology Consortium (CHARGE), Genetic and Environmental Risk in AD/Defining Genetic, P. A. E. R. F. A. D. C. (., Grenier-Boley, B., Sims, R., Bis, J. C., Damotte, V., Naj, A. C., et al. (2019) · Nature Genetics · doi:10.1038/s41588-019-0358-2 · Cited by 2,946 · see citing works
The Genomic Landscapes of Human Breast and Colorectal Cancers
Wood, L. D., Parsons, D. W., Jones, S., Lin, J., Sjöblom, T., Leary, R. J., Shen, D., Boca, S. M., Barber, T., Ptak, J., et al. (2007) · Science · doi:10.1126/science.1145720 · Cited by 2,833 · see citing works
Listening to silence and understanding nonsense: exonic mutations that affect splicing
Cartegni, L., Chew, S. L., & Krainer, A. R. (2002) · Nature Reviews Genetics · doi:10.1038/nrg775 · Cited by 2,209 · see citing works
Searching for genetic determinants in the new millennium
Risch, N. J. (2000) · Nature · doi:10.1038/35015718 · Cited by 1,839 · see citing works
The Diploid Genome Sequence of an Individual Human
Levy, S., Sutton, G., Ng, P. C., Feuk, L., Halpern, A. L., Walenz, B. P., Axelrod, N., Huang, J., Kirkness, E. F., Denisov, G., et al. (2007) · PLoS Biology · doi:10.1371/journal.pbio.0050254 · Cited by 1,778 · see citing works
Botstein, D., & Risch, N. (2003) · Nature Genetics · doi:10.1038/ng1090 · Cited by 1,503 · see citing works
Rare and common variants: twenty arguments
Gibson, G. (2012) · Nature Reviews Genetics · doi:10.1038/nrg3118 · Cited by 1,278 · see citing works
On the allelic spectrum of human disease
Reich, D. E., & Lander, E. S. (2001) · Trends in Genetics · doi:10.1016/s0168-9525(01)02410-6 · Cited by 1,185 · see citing works
Self-citationBlocks of Limited Haplotype Diversity Revealed by High-Resolution Scanning of Human Chromosome 21
Patil, N., Berno, A. J., Hinds, D. A., Barrett, W. A., Doshi, J. M., Hacker, C. R., Kautzer, C. R., Lee, D. H., Marjoribanks, C., McDonough, D. P., et al. (2001) · Science · doi:10.1126/science.1065573 · Cited by 1,145 · see citing works
Self-citationCandidate-gene approaches for studying complex genetic traits: practical considerations
Tabor, H. K., Risch, N. J., & Myers, R. M. (2002) · Nature Reviews Genetics · doi:10.1038/nrg796 · Cited by 1,076 · see citing works
The origins, patterns and implications of human spontaneous mutation
Crow, J. F. (2000) · Nature Reviews Genetics · doi:10.1038/35049558 · Cited by 928 · see citing works
The evolutionary genetics of personality
Penke, L., Denissen, J. J. A., & Miller, G. F. (2007) · European Journal of Personality · doi:10.1002/per.629 · Cited by 610 · see citing works
Kryukov, G. V., Pennacchio, L. A., & Sunyaev, S. R. (2007) · The American Journal of Human Genetics · doi:10.1086/513473 · Cited by 598 · see citing works
Brain-Derived Neurotrophic Factor in Alzheimer’s Disease and Its Pharmaceutical Potential
Gao, L., Zhang, Y., Sterling, K., & Song, W. (2022) · Translational Neurodegeneration · doi:10.1186/s40035-022-00279-0 · Cited by 606 · see citing works
Natural selection has driven population differentiation in modern humans
Barreiro, L. B., Laval, G., Quach, H., Patin, E., & Quintana-Murci, L. (2008) · Nature Genetics · doi:10.1038/ng.78 · Cited by 605 · see citing works
Verhagen, M., van der Meij, A., van Deurzen, P. A. M., Janzing, J. G. E., Arias-Vásquez, A., Buitelaar, J. K., & Franke, B. (2010) · Molecular Psychiatry · doi:10.1038/mp.2008.109 · Cited by 470 · see citing works
The distribution of fitness effects of new deleterious amino acid mutations in humans.
Eyre-Walker, A., Woolfit, M., & Phelps, T. (2006) · Genetics · doi:10.1534/genetics.106.057570 · Cited by 377 · see citing works
Nabel, E. G. (2003) · New England Journal of Medicine · doi:10.1056/nejmra035098 · Cited by 431 · see citing works
Zhang, J., Song, S., Zhang, L., Wang, L., Wu, H., Pan, D., & Fan, C. (2006) · Journal of the American Chemical Society · doi:10.1021/ja061521a · Cited by 424 · see citing works
Evidence for Variable Selective Pressures at MC1R
Harding, R. M., Healy, E., Ray, A. J., Ellis, N. S., Flanagan, N., Todd, C., Dixon, C., Sajantila, A., Jackson, I. J., Birch-Machin, M. A., et al. (2000) · The American Journal of Human Genetics · doi:10.1086/302863 · Cited by 389 · see citing works
Sutcliffe, J. S., Delahanty, R. J., Prasad, H. C., McCauley, J. L., Han, Q., Jiang, L., Li, C., Folstein, S. E., & Blakely, R. D. (2005) · The American Journal of Human Genetics · doi:10.1086/432648 · Cited by 392 · see citing works
Exome sequencing and the genetic basis of complex traits
Kiezun, A., Garimella, K., Do, R., Stitziel, N. O., Neale, B. M., McLaren, P. J., Gupta, N., Sklar, P., Sullivan, P. F., Moran, J. L., et al. (2012) · Nature Genetics · doi:10.1038/ng.2303 · Cited by 372 · see citing works
Self-citationCommon deletions and SNPs are in linkage disequilibrium in the human genome
Hinds, D. A., Kloek, A. P., Jen, M., Chen, X., & Frazer, K. A. (2006) · Nature Genetics · doi:10.1038/ng1695 · Cited by 372 · see citing works
Bottlenecks and broomsticks: the molecular evolution of Mycobacterium bovis
Smith, N. H., Gordon, S. V., de la Rua-Domenech, R., Clifton-Hadley, R. S., & Hewinson, R. G. (2006) · Nature Reviews Microbiology · doi:10.1038/nrmicro1472 · Cited by 375 · see citing works
Definition And Clinical Importance Of Haplotypes.
Crawford, D. C., & Nickerson, D. A. (2005) · Annual Review of Medicine · doi:10.1146/annurev.med.56.082103.104540 · Cited by 344 · see citing works
Shifting Paradigm of Association Studies: Value of Rare Single-Nucleotide Polymorphisms
Gorlov, I. P., Gorlova, O. Y., Sunyaev, S. R., Spitz, M. R., & Amos, C. I. (2008) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2007.09.006 · Cited by 338 · see citing works
Patterns of coding variation in the complete exomes of three Neandertals
Castellano, S., Parra, G., Sánchez-Quinto, F. A., Racimo, F., Kuhlwilm, M., Kircher, M., Sawyer, S., Fu, Q., Heinze, A., Nickel, B., et al. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1405138111 · Cited by 247 · see citing works
Regulatory polymorphisms underlying complex disease traits.
Knight, J. C. (2005) · Journal of Molecular Medicine · doi:10.1007/s00109-004-0603-7 · Cited by 246 · see citing works
Ortega, V. E., & Meyers, D. A. (2014) · Journal of Allergy and Clinical Immunology · doi:10.1016/j.jaci.2013.10.040 · Cited by 237 · see citing works
Huang, N., Agrawal, V., Giacomini, K. M., & Miller, W. L. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0711621105 · Cited by 198 · see citing works
Liu, X., Chan, H. C., Ding, G., Cai, J., Song, Y., Wang, T., Zhang, D., Chen, H., Yu, M. K., Wu, Y., et al. (2015) · Aging Cell · doi:10.1111/acel.12331 · Cited by 164 · see citing works
Glatt, C. E., DeYoung, J. A., Delgado, S., Service, S. K., Giacomini, K. M., Edwards, R. H., Risch, N., & Freimer, N. B. (2001) · Nature Genetics · doi:10.1038/86948 · Cited by 154 · see citing works
Brender, J. R., & Zhang, Y. (2015) · PLOS Computational Biology · doi:10.1371/journal.pcbi.1004494 · Cited by 140 · see citing works
Association of Multiple DRD2 Polymorphisms with Anorexia Nervosa
Bergen, A. W., Yeager, M., Welch, R. A., Haque, K., Ganjei, J. K., van den Bree, M. B. M., Mazzanti, C., Nardi, I., Fichter, M. M., Halmi, K. A., et al. (2005) · Neuropsychopharmacology · doi:10.1038/sj.npp.1300719 · Cited by 137 · see citing works
Genetic approaches to stature, pubertal timing, and other complex traits
Palmert, M. R., & Hirschhorn, J. N. (2003) · Molecular Genetics and Metabolism · doi:10.1016/s1096-7192(03)00107-0 · Cited by 135 · see citing works
Electrochemically directed synthesis of oligonucleotides for DNA microarray fabrication
Egeland, R. D. (2005) · Nucleic Acids Research · doi:10.1093/nar/gni117 · Cited by 122 · see citing works
Parajes, S., Quinteiro, C., Domínguez, F., & Loidi, L. (2008) · PLoS ONE · doi:10.1371/journal.pone.0002138 · Cited by 87 · see citing works
Macdonald, S. J., & Long, A. D. (2007) · Genetics · doi:10.1534/genetics.106.069641 · Cited by 61 · see citing works
Extreme context specificity in differential allelic expression
Wilkins, J. M., Southam, L., Price, A. J., Mustafa, Z., Carr, A., & Loughlin, J. (2007) · Human Molecular Genetics · doi:10.1093/hmg/ddl488 · Cited by 53 · see citing works
Baysal, B. E., Lawrence, E. C., & Ferrell, R. E. (2007) · BMC Biology · doi:10.1186/1741-7007-5-12 · Cited by 39 · see citing works
Garge, N., Pan, H., Rowland, M. D., Cargile, B. J., Zhang, X., Cooley, P. C., Page, G. P., & Bunger, M. K. (2010) · Molecular & Cellular Proteomics · doi:10.1074/mcp.m900378-mcp200 · Cited by 36 · see citing works
Do, H., Vasilescu, A., Carpentier, W., Meyer, L., Diop, G., Hirtzig, T., Coulonges, C., Labib, T., Spadoni, J., Therwath, A., et al. (2006) · The Journal of Infectious Diseases · doi:10.1086/508545 · Cited by 16 · see citing works
Oexle, K. (2010) · Journal of Human Genetics · doi:10.1038/jhg.2010.9 · Cited by 8 · see citing works
- Authors
- Cargill, M., Altshuler, D., Ireland, J., Sklar, P., Ardlie, K., Patil, N., Lane, C. R., Lim, E. P., Kalyanaraman, N., Nemesh, J., Ziaugra, L., Friedland, L., Rolfe, A., Warrington, J., Lipshutz, R., Daley, G. Q., & Lander, E. S.
- Affiliations
- Massachusetts Institute of Technology (US)
- Affymetrix (United States) (US)
- Massachusetts General Hospital (US)
- Corresponding author
- Lander, Eric S.
- ORCID
- Venue
- Nature Genetics
- Published
- 1999-07
- Volume
- 22
- Issue
- 3
- Pages
- 231-238
- ISSN
- 1061-4036 (ISSN-L)
- 1546-1718
- OpenAlex
- W4254753097
- Cited by
- 1,547
- References
- 30
- Citations by year
- 2026: 4 · 2025: 9 · 2024: 21 · 2023: 26 · 2022: 21 · 2021: 27 · 2020: 35 · 2019: 30 · 2018: 21 · 2017: 27 · 2016: 22 · 2015: 27 · 2014: 37 · 2013: 40 · 2012: 48
- FWCI
- 76.91
- Type
- journal article
- Language
- en
- Update notices
- correction (1999-11-01)
- Open access
- closed
- Locations
- Nature Genetics (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Howard Hughes Medical Institute
- National Alliance for Research on Schizophrenia and Depression
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Forensic and Genetic Research
- Keywords
- single nucleotide polymorphisms, synonymous substitutions, missense mutations, allele frequency, disease susceptibility, cardiovascular disease genes, natural selection, disease association studies
- MeSH terms
- Alleles, Biological Evolution, Gene Frequency, Genes, Humans, Polymorphism, Genetic, Proteins, Genetic Variation, Sequence Analysis, DNA
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