Most Rare Missense Alleles Are Deleterious in Humans: Implications for Complex Disease and Association Studies
Open accessAbstract
The accumulation of mildly deleterious missense mutations in individual human genomes has been proposed to be a genetic basis for complex diseases. The plausibility of this hypothesis depends on quantitative estimates of the prevalence of mildly deleterious de novo mutations and polymorphic variants in humans and on the intensity of selective pressure against them. We combined analysis of mutations causing human Mendelian diseases, of human-chimpanzee divergence, and of systematic data on human genetic variation and found that ~20% of new missense mutations in humans result in a loss of function, whereas ~27% are effectively neutral. Thus, the remaining 53% of new missense mutations have mildly deleterious effects. These mutations give rise to many low-frequency deleterious allelic variants in the human population, as is evident from a new data set of 37 genes sequenced in >1,500 individual human chromosomes. Surprisingly, up to 70% of low-frequency missense alleles are mildly deleterious and are associated with a heterozygous fitness loss in the range 0.001-0.003. Thus, the low allele frequency of an amino acid variant can, by itself, serve as a predictor of its functional significance. Several recent studies have reported a significant excess of rare missense variants in candidate genes or pathways in individuals with extreme values of quantitative phenotypes. These studies would be unlikely to yield results if most rare variants were neutral or if rare variants were not a significant contributor to the genetic component of phenotypic inheritance. Our results provide a justification for these types of candidate-gene (pathway) association studies and imply that mutation-selection balance may be a feasible evolutionary mechanism underlying some common diseases.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
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 [33]
Cites
The Neutral Theory of Molecular Evolution
Kimura, M. (1979) · Scientific American · doi:10.1038/scientificamerican1179-98 · Cited by 7,698 · see citing works
dbSNP: the NCBI database of genetic variation
Sherry, S. T. (2001) · Nucleic Acids Research · doi:10.1093/nar/29.1.308 · Cited by 7,502 · 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
Pleiotropy, natural selection, and the evolution of senescence.
Williams, G. C. (1957) · Evolution · doi:10.1111/j.1558-5646.1957.tb02911.x · Cited by 4,279 · see citing works
Diabetes mellitus: a "thrifty" genotype rendered detrimental by "progress"?
Neel, J. V. (1962) · Europe PMC (PubMed Central) · Cited by 3,147 · see citing works
Genome-wide association studies for common diseases and complex traits
Hirschhorn, J. N., & Daly, M. J. (2005) · Nature Reviews Genetics · doi:10.1038/nrg1521 · Cited by 2,852 · see citing works
Initial sequence of the chimpanzee genome and comparison with the human genome
The Chimpanzee Sequencing and Analysis Consortium (2005) · Nature · doi:10.1038/nature04072 · Cited by 2,459 · see citing works
The ENCODE (ENCyclopedia Of DNA Elements) Project
(2004) · Science · doi:10.1126/science.1105136 · Cited by 2,390 · see citing works
Diabetes mellitus: a "thrifty" genotype rendered detrimental by "progress"?
(1962) · PubMed Central · Cited by 2,182 · see citing works
Pleiotropy, natural selection, and the evolution of senescence
Williams, G. C. (1957) · Evolution · doi:10.2307/2406060 · Cited by 1,912 · see citing works
Human Gene Mutation Database (HGMD®): 2003 update
Stenson, P., Ball, E. V., Mort, M., Phillips, A. D., Shiel, J. A., Thomas, N., Abeysinghe, S. S., Krawczak, M., & Cooper, D. (2003) · Human Mutation · doi:10.1002/humu.10212 · Cited by 1,887 · see citing works
Characterization of single-nucleotide polymorphisms in coding regions of human genes
Cargill, M., Altshuler, D., Ireland, J., Sklar, P., Ardlie, K., Patil, N., Lane, C. R., Lim, E. P., Kalyanaraman, N., Nemesh, J., et al. (1999) · Nature Genetics · doi:10.1038/10290 · Cited by 1,547 · see citing works
Botstein, D., & Risch, N. (2003) · Nature Genetics · doi:10.1038/ng1090 · Cited by 1,503 · see citing works
Aligning Multiple Genomic Sequences With the Threaded Blockset Aligner
Blanchette, M., Kent, W. J., Riemer, C., Elnitski, L., Smit, A. F. A., Roskin, K. M., Baertsch, R., Rosenbloom, K., Clawson, H., Green, E. D., et al. (2004) · Genome Research · doi:10.1101/gr.1933104 · Cited by 1,452 · see citing works
Accurate Multiplex Polony Sequencing of an Evolved Bacterial Genome
Shendure, J., Porreca, G. J., Reppas, N. B., Lin, X., McCutcheon, J. P., Rosenbaum, A. M., Wang, M. D., Zhang, K., Mitra, R. D., & Church, G. M. (2005) · Science · doi:10.1126/science.1117389 · Cited by 1,402 · see citing works
The neutral theory of molecular evolution
Dover, G. A. (1984) · Endeavour · doi:10.1016/0160-9327(84)90064-4 · Cited by 1,387 · see citing works
Are Rare Variants Responsible for Susceptibility to Complex Diseases?
Pritchard, J. K. (2001) · The American Journal of Human Genetics · doi:10.1086/321272 · Cited by 1,197 · 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
Multiple Rare Alleles Contribute to Low Plasma Levels of HDL Cholesterol
Cohen, J. C., Kiss, R. S., Pertsemlidis, A., Marcel, Y. L., McPherson, R., & Hobbs, H. H. (2004) · Science · doi:10.1126/science.1099870 · Cited by 1,108 · see citing works
Prediction of deleterious human alleles
Sunyaev, S. R. (2001) · Human Molecular Genetics · doi:10.1093/hmg/10.6.591 · Cited by 1,042 · see citing works
Self-citationPatterns 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
Melanocortin-4 receptor mutations are a frequent and heterogeneous cause of morbid obesity
Vaisse, C., Clement, K., Durand, E., Hercberg, S., Guy-Grand, B., & Froguel, P. (2000) · Journal of Clinical Investigation · doi:10.1172/jci9238 · Cited by 897 · see citing works
Haplotype Variation and Linkage Disequilibrium in 313 Human Genes
Stephens, J. C., Schneider, J. A., Tanguay, D. A., Choi, J. Y., Acharya, T., Stanley, S. E., Jiang, R., Messer, C. J., Chew, A., Han, J.-H., et al. (2001) · Science · doi:10.1126/science.1059431 · Cited by 873 · see citing works
Finding genes that underlie complex traits.
Glazier, A. M., Nadeau, J. H., & Aitman, T. J. (2002) · Science · doi:10.1126/science.1076641 · Cited by 855 · see citing works
Hearing silence: non-neutral evolution at synonymous sites in mammals
Chamary, J., Parmley, J. L., & Hurst, L. D. (2006) · Nature Reviews Genetics · doi:10.1038/nrg1770 · Cited by 834 · see citing works
The maintenance of genetic variability by mutation in a polygenic character with linked loci
Lande, R. (1975) · Genetics Research · doi:10.1017/s0016672300016037 · Cited by 828 · see citing works
Natural selection on protein-coding genes in the human genome
Bustamante, C. D., Fledel-Alon, A., Williamson, S., Nielsen, R., Hubisz, M. J., Glanowski, S., Tanenbaum, D. M., White, T. J., Sninsky, J. J., Hernandez, R. D., et al. (2005) · Nature · doi:10.1038/nature04240 · Cited by 788 · see citing works
Balancing Selection and Its Effects on Sequences in Nearby Genome Regions
Charlesworth, D. (2006) · PLoS Genetics · doi:10.1371/journal.pgen.0020064 · Cited by 719 · see citing works
The allelic architecture of human disease genes: common disease-common variant... or not?
Pritchard, J. K. (2002) · Human Molecular Genetics · doi:10.1093/hmg/11.20.2417 · Cited by 711 · see citing works
Positive and Negative Selection on the Human Genome
Fay, J. C., Wyckoff, G. J., & Wu, C. (2001) · Genetics · doi:10.1093/genetics/158.3.1227 · Cited by 646 · see citing works
Calibrating a coalescent simulation of human genome sequence variation
Schaffner, S. F., Foo, C., Gabriel, S., Reich, D., Daly, M. J., & Altshuler, D. (2005) · Genome Research · doi:10.1101/gr.3709305 · Cited by 616 · see citing works
Heritable genetic variation via mutation-selection balance: Lerch's zeta meets the abdominal bristle
Turelli, M. (1984) · Theoretical Population Biology · doi:10.1016/0040-5809(84)90017-0 · Cited by 577 · see citing works
Keller, M. C., & Miller, G. F. (2006) · Behavioral and Brain Sciences · doi:10.1017/s0140525x06009095 · Cited by 545 · see citing works
Mutational Analysis of the Tyrosine Phosphatome in Colorectal Cancers
Wang, Z., Shen, D., Parsons, D. W., Bardelli, A., Sager, J. A., Szabo, S., Ptak, J., Silliman, N., Peters, B. A., van der Heijden, M. S., et al. (2004) · Science · doi:10.1126/science.1096096 · Cited by 521 · see citing works
A stochastic model concerning the maintenance of genetic variability in quantitative characters.
Kimura, M. (1965) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.54.3.731 · Cited by 432 · see citing works
Hwang, D. G., & Green, P. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0404142101 · Cited by 390 · see citing works
Phylogenetic Estimation of Context-Dependent Substitution Rates by Maximum Likelihood
Siepel, A. C. (2003) · Molecular Biology and Evolution · doi:10.1093/molbev/msh039 · Cited by 385 · 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
Direct estimates of human per nucleotide mutation rates at 20 loci causing mendelian diseases
Kondrashov, A. S. (2002) · Human Mutation · doi:10.1002/humu.10147 · Cited by 336 · see citing works
Chamary, J., & Hurst, L. D. (2005) · Genome biology · doi:10.1186/gb-2005-6-9-r75 · Cited by 332 · see citing works
Williamson, S., Hernandez, R. D., Fledel-Alon, A., Zhu, L., Nielsen, R., & Bustamante, C. D. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0502300102 · Cited by 325 · see citing works
Marth, G., Czabarka, É., Murvai, J., & Sherry, S. T. (2004) · Genetics · doi:10.1534/genetics.166.1.351 · Cited by 324 · see citing works
Krawczak, M., Ball, E. V., & Cooper, D. N. (1998) · The American Journal of Human Genetics · doi:10.1086/301965 · Cited by 319 · see citing works
JSNP: a database of common gene variations in the Japanese population
Hirakawa, M. (2002) · Nucleic Acids Research · doi:10.1093/nar/30.1.158 · Cited by 275 · see citing works
Service, R. F. (2006) · Science · doi:10.1126/science.311.5767.1544 · Cited by 269 · see citing works
Charlesworth, B. (2001) · Journal of Theoretical Biology · doi:10.1006/jtbi.2001.2296 · Cited by 264 · see citing works
Evidence for Purifying Selection Against Synonymous Mutations in Mammalian Exonic Splicing Enhancers
Parmley, J. L., Chamary, J.-V., & Hurst, L. D. (2005) · Molecular Biology and Evolution · doi:10.1093/molbev/msj035 · Cited by 248 · see citing works
Gene Losses during Human Origins
Wang, X., Grus, W. E., & Zhang, J. (2006) · PLoS Biology · doi:10.1371/journal.pbio.0040052 · Cited by 246 · see citing works
The shaping of senescence in the wild
WILLIAMS, P., Day, T., Fletcher, Q. E., & Rowe, L. (2006) · Trends in Ecology & Evolution · doi:10.1016/j.tree.2006.05.008 · Cited by 235 · see citing works
Medical Sequencing at the Extremes of Human Body Mass
Ahituv, N., Kavaslar, N., Schackwitz, W., Ustaszewska, A., Martin, J., Hébert, S., Doelle, H., Ersoy, B. A., Kryukov, G. V., Schmidt, S., et al. (2007) · The American Journal of Human Genetics · doi:10.1086/513471 · Cited by 221 · see citing works
Self-citationAn evolutionary framework for common diseases: the ancestral-susceptibility model
Rienzo, A. D., & Hudson, R. R. (2005) · Trends in Genetics · doi:10.1016/j.tig.2005.08.007 · Cited by 214 · see citing works
Quantifying the Slightly Deleterious Mutation Model of Molecular Evolution
Eyre‐Walker, A., Keightley, P. D., Smith, N. G. C., & Gaffney, D. J. (2002) · Molecular Biology and Evolution · doi:10.1093/oxfordjournals.molbev.a004039 · Cited by 209 · see citing works
Once and Again—Issues Surrounding Replication in Genetic Association Studies
Hirschhorn, J. N., & Altshuler, D. (2002) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2002-021329 · Cited by 181 · see citing works
Pattern of Sequence Variation Across 213 Environmental Response GenesPreprint
Livingston, R. J., von Niederhausern, A. C., Jegga, A. G., Crawford, D. C., Carlson, C. S., Rieder, M. J., Gowrisankar, S., Aronow, B. J., Weiss, R. B., & Nickerson, D. A. (2004) · Genome Research · doi:10.1101/gr.2730004 · Cited by 173 · see citing works
Freimer, N. B., & Sabatti, C. (2004) · Nature Genetics · doi:10.1038/ng1433 · Cited by 155 · 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
Selection on Human Genes as Revealed by Comparisons to Chimpanzee cDNAPreprint
Hellmann, I., Zöllner, S., Enard, W., Ebersberger, I., Nickel, B., & Pääbo, S. (2003) · Genome Research · doi:10.1101/gr.944903 · Cited by 146 · see citing works
The patterns of natural variation in human genes.
Crawford, D., Akey, D., & Nickerson, D. (2005) · Annual review of genomics and human genetics (Print) · doi:10.1146/annurev.genom.6.080604.162309 · Cited by 136 · see citing works
Widespread purifying selection at polymorphic sites in human protein-coding loci
Hughes, A. L., Packer, B. R., Welch, R., Bergen, A. W., Chanock, S. J., & Yeager, M. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2536718100 · Cited by 127 · see citing works
Genetic variability under mutation selection balance
Zhang, X., & Hill, W. G. (2005) · Trends in Ecology & Evolution · doi:10.1016/j.tree.2005.06.010 · Cited by 123 · see citing works
Estimating Selection on Nonsynonymous Mutations
Loewe, L., Charlesworth, B., Bartolomé, C., & Nöel, V. (2005) · Genetics · doi:10.1534/genetics.105.047217 · Cited by 115 · see citing works
Distribution of the strength of selection against amino acid replacements in human proteins.
Yampolsky, L. Y., Kondrashov, F. A., & Kondrashov, A. S. (2005) · Human Molecular Genetics · doi:10.1093/hmg/ddi350 · Cited by 95 · see citing works
Small fitness effect of mutations in highly conserved non-coding regions
Kryukov, G. V., Schmidt, S., & Sunyaev, S. R. (2005) · Human Molecular Genetics · doi:10.1093/hmg/ddi226 · Cited by 82 · see citing works
Self-citationIdentification and measurement of neighbor-dependent nucleotide substitution processes
Arndt, P. F., & Hwa, T. (2005) · Computer applications in the biosciences · doi:10.1093/bioinformatics/bti376 · Cited by 82 · see citing works
Bustamante, C. D., Nielsen, R., & Hartl, D. L. (2003) · Theoretical Population Biology · doi:10.1016/s0040-5809(02)00050-3 · Cited by 79 · see citing works
Zhang, X., Wang, J., & Hill, W. G. (2004) · Genetics · doi:10.1534/genetics.166.1.597 · Cited by 60 · see citing works
A Population Threshold for Functional PolymorphismsPreprint
Wong, G. K., Yang, Z.-Y., Passey, D. A., Kibukawa, M., Paddock, M. N., Liu, C., Bolund, L., & Yu, J. (2003) · Genome Research · doi:10.1101/gr.1324303 · Cited by 40 · see citing works
Impact of selection, mutation rate and genetic drift on human genetic variation
Sunyaev, S. R. (2003) · Human Molecular Genetics · doi:10.1093/hmg/ddg359 · Cited by 39 · see citing works
Self-citationGorlov, I. P., Kimmel, M., & Amos, C. I. (2006) · Human Molecular Genetics · doi:10.1093/hmg/ddl029 · Cited by 31 · see citing works
Subramanian, S., & Kumar, S. (2006) · Molecular Biology and Evolution · doi:10.1093/molbev/msl123 · Cited by 30 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Exome sequencing identifies the cause of a mendelian disorder
Ng, S. B., Buckingham, K. J., Lee, C., Bigham, A. W., Tabor, H. K., Dent, K. M., Huff, C. D., Shannon, P. T., Jabs, E. W., Nickerson, D. A., et al. (2010) · Nature Genetics · doi:10.1038/ng.499 · Cited by 1,957 · see citing works
Patterns and rates of exonic de novo mutations in autism spectrum disorders
Neale, B. M., Kou, Y., Liu, L., Ma’ayan, A., Samocha, K. E., Sabo, A., Lin, C.-F., Stevens, C., Wang, L.-S., Makarov, V., et al. (2012) · Nature · doi:10.1038/nature11011 · Cited by 1,734 · see citing works
Self-citationDe novo mutations in epileptic encephalopathies
Epi4K Consortium, & Epilepsy Phenome/Genome Project (2013) · Nature · doi:10.1038/nature12439 · Cited by 1,514 · 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
A Groupwise Association Test for Rare Mutations Using a Weighted Sum Statistic
Madsen, B. E., & Browning, S. R. (2009) · PLoS Genetics · doi:10.1371/journal.pgen.1000384 · Cited by 1,113 · see citing works
Rauch, A., Wieczorek, D., Graf, E., Wieland, T., Endele, S., Schwarzmayr, T., Albrecht, B., Bartholdi, D., Beygo, J., Di Donato, N., et al. (2012) · The Lancet · doi:10.1016/s0140-6736(12)61480-9 · Cited by 1,041 · see citing works
A framework for the interpretation of de novo mutation in human disease
Samocha, K. E., Robinson, E. B., Sanders, S. J., Stevens, C., Sabo, A., McGrath, L. M., Kosmicki, J. A., Rehnström, K., Mallick, S., Kirby, A., et al. (2014) · Nature Genetics · doi:10.1038/ng.3050 · Cited by 979 · see citing works
The Human Gene Mutation Database: 2008 update
Stenson, P. D., Mort, M., Ball, E. V., Howells, K., Phillips, A. D., Thomas, N. S., & Cooper, D. N. (2009) · Genome Medicine · doi:10.1186/gm13 · Cited by 873 · see citing works
Pooled Association Tests for Rare Variants in Exon-Resequencing Studies
Price, A. L., Kryukov, G. V., de Bakker, P. I. W., Purcell, S. M., Staples, J., Wei, L.-J., & Sunyaev, S. R. (2010) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2010.04.005 · Cited by 755 · see citing works
Self-citationAssessing the evolutionary impact of amino acid mutations in the human genome.
Boyko, A. R., Williamson, S. H., Indap, A. R., Degenhardt, J. D., Hernandez, R. D., Lohmueller, K. E., Adams, M. D., Schmidt, S., Sninsky, J. J., Sunyaev, S. R., et al. (2008) · PLoS Genetics · doi:10.1371/journal.pgen.1000083 · Cited by 628 · see citing works
Self-citationAn abundance of rare functional variants in 202 drug target genes sequenced in 14,002 people
Nelson, M. R., Wegmann, D., Ehm, M. G., Kessner, D., St. Jean, P., Verzilli, C., Shen, J., Tang, Z., Bacanu, S.-A., Fraser, D., et al. (2012) · Science · doi:10.1126/science.1217876 · Cited by 647 · see citing works
Contribution of SHANK3 Mutations to Autism Spectrum Disorder
Moessner, R., Marshall, C. R., Sutcliffe, J. S., Skaug, J., Pinto, D., Vincent, J., Zwaigenbaum, L., Fernandez, B., Roberts, W., Szatmari, P., et al. (2007) · The American Journal of Human Genetics · doi:10.1086/522590 · Cited by 681 · see citing works
Searching for missing heritability: Designing rare variant association studies
Zuk, O., Schaffner, S. F., Samocha, K., Do, R., Hechter, E., Kathiresan, S., Daly, M. J., Neale, B. M., Sunyaev, S. R., & Lander, E. S. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1322563111 · Cited by 635 · see citing works
Self-citationRare and low-frequency coding variants alter human adult height
Marouli, E., Graff, M., Medina-Gomez, C., Lo, K. S., Wood, A. R., Kjaer, T. R., Fine, R. S., Lu, Y., Schurmann, C., Highland, H. M., et al. (2017) · Nature · doi:10.1038/nature21039 · Cited by 610 · see citing works
Statistical power and significance testing in large-scale genetic studies
Sham, P. C., & Purcell, S. M. (2014) · Nature Reviews Genetics · doi:10.1038/nrg3706 · Cited by 573 · see citing works
Using Whole-Exome Sequencing to Identify Inherited Causes of Autism
Yu, T. W., Chahrour, M. H., Coulter, M. E., Jiralerspong, S., Okamura-Ikeda, K., Ataman, B., Schmitz-Abe, K., Harmin, D. A., Adli, M., Malik, A. N., et al. (2013) · Neuron · doi:10.1016/j.neuron.2012.11.002 · Cited by 442 · see citing works
Widespread Genomic Signatures of Natural Selection in Hominid Evolution
McVicker, G., Gordon, D., Davis, C., & Green, P. (2009) · PLoS Genetics · doi:10.1371/journal.pgen.1000471 · Cited by 456 · see citing works
Plasma lipoproteins: genetic influences and clinical implications
Hegele, R. A. (2009) · Nature Reviews Genetics · doi:10.1038/nrg2481 · Cited by 462 · see citing works
De novo gene mutations highlight patterns of genetic and neural complexity in schizophrenia
Xu, B., Ionita-Laza, I., Roos, J. L., Boone, B., Woodrick, S., Sun, Y., Levy, S., Gogos, J. A., & Karayiorgou, M. (2012) · Nature Genetics · doi:10.1038/ng.2446 · Cited by 442 · see citing works
Increased exonic de novo mutation rate in individuals with schizophrenia
Girard, S. L., Gauthier, J., Noreau, A., Xiong, L., Zhou, S., Jouan, L., Dionne-Laporte, A., Spiegelman, D., Henrion, E., Diallo, O., et al. (2011) · Nature Genetics · doi:10.1038/ng.886 · Cited by 438 · see citing works
Excess of rare variants in genes identified by genome-wide association study of hypertriglyceridemia
Johansen, C. T., Wang, J., Lanktree, M. B., Cao, H., McIntyre, A. D., Ban, M. R., Martins, R. A., Kennedy, B. A., Hassell, R. G., Visser, M. E., et al. (2010) · Nature Genetics · doi:10.1038/ng.628 · Cited by 437 · 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-citationShifting 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
Self-citationDe novo mutations in regulatory elements in neurodevelopmental disorders
Short, P. J., McRae, J. F., Gallone, G., Sifrim, A., Won, H., Geschwind, D. H., Wright, C. F., Firth, H. V., FitzPatrick, D. R., Barrett, J. C., et al. (2018) · Nature · doi:10.1038/nature25983 · Cited by 274 · see citing works
In silico analysis of missense substitutions using sequence-alignment based methods
Tavtigian, S. V., Greenblatt, M. S., Lesueur, F., Byrnes, G. B., & for the IARC Unclassified Genetic Variants Working Group (2008) · Human Mutation · doi:10.1002/humu.20892 · Cited by 199 · see citing works
Multiple rare SAPAP3 missense variants in trichotillomania and OCD
Züchner, S., Wendland, J. R., Ashley-Koch, A. E., Collins, A. L., Tran-Viet, K. N., Quinn, K., Timpano, K. C., Cuccaro, M. L., Pericak-Vance, M. A., Steffens, D. C., et al. (2009) · Molecular Psychiatry · doi:10.1038/mp.2008.83 · Cited by 196 · see citing works
Schoech, A. P., Jordan, D. M., Loh, P.-R., Gazal, S., O’Connor, L. J., Balick, D. J., Palamara, P. F., Finucane, H. K., Sunyaev, S. R., & Price, A. L. (2019) · Nature Communications · doi:10.1038/s41467-019-08424-6 · Cited by 157 · see citing works
Self-citationPrioritization of neurodevelopmental disease genes by discovery of new mutations
Hoischen, A., Krumm, N., & Eichler, E. E. (2014) · Nature Neuroscience · doi:10.1038/nn.3703 · Cited by 149 · see citing works
Integrating genetic and gene expression evidence into genome-wide association analysis of gene sets
Xiong, Q., Ancona, N., Hauser, E. R., Mukherjee, S., & Furey, T. S. (2012) · Genome Research · doi:10.1101/gr.124370.111 · Cited by 103 · see citing works
A Genome-wide Comparison of the Functional Properties of Rare and Common Genetic Variants in Humans
Zhu, Q., Ge, D., Maia, J. M., Zhu, M., Petrovski, S., Dickson, S. P., Heinzen, E. L., Shianna, K. V., & Goldstein, D. B. (2011) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2011.03.008 · Cited by 96 · see citing works
A Population Genetic Approach to Mapping Neurological Disorder Genes Using Deep Resequencing
Myers, R. A., Casals, F., Gauthier, J., Hamdan, F. F., Keebler, J., Boyko, A. R., Bustamante, C. D., Piton, A. M., Spiegelman, D., Henrion, E., et al. (2011) · PLoS Genetics · doi:10.1371/journal.pgen.1001318 · Cited by 97 · see citing works
Kushima, I., Nakamura, Y., Aleksic, B., Ikeda, M., Ito, Y., Shiino, T., Okochi, T., Fukuo, Y., Ujike, H., Suzuki, M., et al. (2012) · Schizophrenia Bulletin · doi:10.1093/schbul/sbq118 · Cited by 92 · see citing works
Interpreting the role of de novo protein-coding mutations in neuropsychiatric disease
Gratten, J., Visscher, P. M., Mowry, B. J., & Wray, N. R. (2013) · Nature Genetics · doi:10.1038/ng.2555 · Cited by 77 · see citing works
Kiezun, A., Pulit, S. L., Francioli, L. C., van Dijk, F., Swertz, M., Boomsma, D. I., van Duijn, C. M., Slagboom, P. E., van Ommen, G. J. B., Wijmenga, C., et al. (2013) · PLoS Genetics · doi:10.1371/journal.pgen.1003301 · Cited by 72 · see citing works
Self-citationIndividualized Iterative Phenotyping for Genome-wide Analysis of Loss-of-Function Mutations
Johnston, J. J., Lewis, K. L., Ng, D., Singh, L. N., Wynter, J., Brewer, C., Brooks, B. P., Brownell, I., Candotti, F., Gonsalves, S. G., et al. (2015) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2015.04.013 · Cited by 67 · see citing works
Exploratory data from complete genomes of familial alzheimer disease age-at-onset outliers
Lalli, M. A., Garcia, G., Madrigal, L., Arcos-Burgos, M., Arcila, M. L., Kosik, K. S., & Lopera, F. (2012) · Human Mutation · doi:10.1002/humu.22167 · Cited by 19 · see citing works
Problems in variation interpretation guidelines and in their implementation in computational tools
Vihinen, M. (2020) · Molecular Genetics & Genomic Medicine · doi:10.1002/mgg3.1206 · Cited by 22 · see citing works
Low-frequency intermediate penetrance variants in the ROCK1 gene predispose to Tetralogy of Fallot
Palomino Doza, J., Topf, A., Bentham, J., Bhattacharya, S., Cosgrove, C., Brook, J. D., Granados-Riveron, J., Bu’Lock, F. A., O’Sullivan, J., Stuart, A. G., et al. (2013) · BMC Genetics · doi:10.1186/1471-2156-14-57 · Cited by 14 · see citing works
Epidemiology of hypertensive disorders in pregnancy
Stuart, J. J., Gray, K. J., Rich-Edwards, J. W., & Roberts, J. M. (2022) · Chesley's Hypertensive Disorders in Pregnancy · doi:10.1016/b978-0-12-818417-2.00023-3 · Cited by 11 · see citing works
Oexle, K. (2010) · Journal of Human Genetics · doi:10.1038/jhg.2010.9 · Cited by 8 · see citing works
- Authors
- Kryukov, G. V., Pennacchio, L. A., & Sunyaev, S. R.
- Affiliations
- Brigham and Women's Hospital (US)
- Lawrence Berkeley National Laboratory (US)
- Corresponding author
- Sunyaev, Shamil R.
- Venue
- The American Journal of Human Genetics
- Publisher
- Elsevier BV
- Published
- 2007-04
- Volume
- 80
- Issue
- 4
- Pages
- 727-739
- ISSN
- 0002-9297 (ISSN-L)
- PMC
- PMC1852724
- OpenAlex
- W2078663610
- Cited by
- 598
- References
- 70
- Citations by year
- 2026: 9 · 2025: 14 · 2024: 15 · 2023: 11 · 2022: 26 · 2021: 20 · 2020: 20 · 2019: 20 · 2018: 35 · 2017: 28 · 2016: 29 · 2015: 35 · 2014: 43 · 2013: 42 · 2012: 58
- FWCI
- 24.73
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- The American Journal of Human Genetics (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Genome Canada
- National Institutes of Health
- National Institute of General Medical Sciences (R01GM071852)
- U.S. National Library of Medicine (U54LM008748)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Evolution and Genetic Dynamics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genomics and Rare Diseases
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Keywords
- missense mutations, deleterious alleles, rare variants, loss of function, human-chimpanzee divergence, allele frequency, mutation-selection balance, complex diseases, candidate gene association, human genetic variation
- MeSH terms
- Gene Frequency, Genetics, Population, Humans, Models, Genetic, Genetic Variation, Evolution, Molecular, Genetic Predisposition to Disease, Mutation, Missense, Genetic Diseases, Inborn
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review