Skip Navigation

This Article
Right arrow Full Text Freely available
Right arrow FREE Full Text (PDF) Freely available
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Services
Right arrow Email this article to a friend
Right arrow Similar articles in this journal
Right arrow Similar articles in ISI Web of Science
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Add to My Personal Archive
Right arrow Download to citation manager
Right arrow Search for citing articles in:
ISI Web of Science (233)
Right arrowRequest Permissions
Google Scholar
Right arrow Articles by Sunyaev, S.
Right arrow Articles by Bork, P.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Sunyaev, S.
Right arrow Articles by Bork, P.
Social Bookmarking
 Add to CiteULike   Add to Connotea   Add to Del.icio.us  
What's this?

Human Molecular Genetics, 2001, Vol. 10, No. 6 591-597
© 2001 Oxford University Press

Prediction of deleterious human alleles

Shamil Sunyaev1,2,3, Vasily Ramensky3, Ina Koch3, Warren Lathe III1,2, Alexey S. Kondrashov4 and Peer Bork1,2,+

1European Molecular Biology Laboratory, Meyerhofstrasse 1, D-69117 Heidelberg, Germany, 2Max-Delbrueck Centre for Molecular Medicine, Robert-Roessle-Strasse 10, D-13122 Berlin, Germany, 3Engelhardt Institute of Molecular Biology, Vavilova 32, D-117984 Moscow, Russia and 4National Center for Biotechnology Information, National Institutes of Health, 45 Center Drive, MSC 6510, Bethesda, MD 20892-6510, USA

Single nucleotide polymorphisms (SNPs) constitute the bulk of human genetic variation, occurring with an average density of ~1/1000 nucleotides of a genotype. SNPs are either neutral allelic variants or are under selection of various strengths, and the impact of SNPs on fitness remains unknown. Identification of SNPs affecting human phenotype, especially leading to risks of complex disorders, is one of the key problems of medical genetics. SNPs in protein-coding regions that cause amino acid variants (non-synonymous cSNPs) are most likely to affect phenotypes. We have developed a straightforward and reliable method based on physical and comparative considerations that estimates the impact of an amino acid replacement on the three-dimensional structure and function of the protein. We estimate that ~20% of common human non-synonymous SNPs damage the protein. The average minor allele frequency of such SNPs in our data set was two times lower than that of benign non-synonymous SNPs. The average human genotype carries approximately 103 damaging non-synonymous SNPs that together cause a substantial reduction in fitness.

+ To whom correspondence should be addressed. Tel: +49 6221 387526; Fax: +49 6221 387517; Email: bork@embl-heidelberg.de


Add to CiteULike CiteULike   Add to Connotea Connotea   Add to Del.icio.us Del.icio.us    What's this?


This article has been cited by other articles:


Home page
Hum Mol GenetHome page
P. A. Zalloua, S. T. Azar, M. Delepine, N. J. Makhoul, H. Blanc, M. Sanyoura, A. Lavergne, K. Stankov, A. Lemainque, P. Baz, et al.
WFS1 mutations are frequent monogenic causes of juvenile-onset diabetes mellitus in Lebanon
Hum. Mol. Genet., December 15, 2008; 17(24): 4012 - 4021.
[Abstract] [Full Text] [PDF]


Home page
J. Neurosci.Home page
S. Budel, T. Padukkavidana, B. P. Liu, Z. Feng, F. Hu, S. Johnson, J. Lauren, J. H. Park, A. W. McGee, J. Liao, et al.
Genetic Variants of Nogo-66 Receptor with Possible Association to Schizophrenia Block Myelin Inhibition of Axon Growth
J. Neurosci., December 3, 2008; 28(49): 13161 - 13172.
[Abstract] [Full Text] [PDF]


Home page
IOVSHome page
T. M. Bosley, M. C. Brodsky, C. M. Glasier, and K. K. Abu-Amero
Sporadic Bilateral Optic Neuropathy in Children: The Role of Mitochondrial Abnormalities
Invest. Ophthalmol. Vis. Sci., December 1, 2008; 49(12): 5250 - 5256.
[Abstract] [Full Text] [PDF]


Home page
Cancer Epidemiol. Biomarkers Prev.Home page
L. M. Dong, C. M. Ulrich, L. Hsu, D. J. Duggan, D. S. Benitez, E. White, M. L. Slattery, B. J. Caan, J. D. Potter, and U. Peters
Genetic Variation in Calcium-Sensing Receptor and Risk for Colon Cancer
Cancer Epidemiol. Biomarkers Prev., October 1, 2008; 17(10): 2755 - 2765.
[Abstract] [Full Text] [PDF]


Home page
J. Am. Soc. Nephrol.Home page
A. Philippe, F. Nevo, E. L. Esquivel, D. Reklaityte, O. Gribouval, M.-J. Tete, C. Loirat, J. Dantal, M. Fischbach, C. Pouteil-Noble, et al.
Nephrin Mutations Can Cause Childhood-Onset Steroid-Resistant Nephrotic Syndrome
J. Am. Soc. Nephrol., October 1, 2008; 19(10): 1871 - 1878.
[Abstract] [Full Text] [PDF]


Home page
IOVSHome page
C. Zeitz, A. K. Gross, D. Leifert, B. Kloeckener-Gruissem, S. D. McAlear, J. Lemke, J. Neidhardt, and W. Berger
Identification and Functional Characterization of a Novel Rhodopsin Mutation Associated with Autosomal Dominant CSNB
Invest. Ophthalmol. Vis. Sci., September 1, 2008; 49(9): 4105 - 4114.
[Abstract] [Full Text] [PDF]


Home page
Cancer Res.Home page
P. Concannon, R. W. Haile, A.-L. Borresen-Dale, B. S. Rosenstein, R. A. Gatti, S. N. Teraoka, A. T. Diep, L. Jansen, D. P. Atencio, B. Langholz, et al.
Variants in the ATM Gene Associated with a Reduced Risk of Contralateral Breast Cancer
Cancer Res., August 15, 2008; 68(16): 6486 - 6491.
[Abstract] [Full Text] [PDF]


Home page
Eur Respir JHome page
K. M. Kim, S. H. Park, J. S. Kim, W. K. Lee, S. I. Cha, C. H. Kim, Y. M. Kang, T. H. Jung, I. S. Kim, and J. Y. Park
Polymorphisms in the type IV collagen {alpha}3 gene and the risk of COPD
Eur. Respir. J., July 1, 2008; 32(1): 35 - 41.
[Abstract] [Full Text] [PDF]


Home page
J. Med. Genet.Home page
K D Hadfield, W G Newman, N L Bowers, A Wallace, C Bolger, A Colley, E McCann, D Trump, T Prescott, and D G R Evans
Molecular characterisation of SMARCB1 and NF2 in familial and sporadic schwannomatosis
J. Med. Genet., June 1, 2008; 45(6): 332 - 339.
[Abstract] [Full Text] [PDF]


Home page
Clin. Cancer Res.Home page
Y. Tang, J. Zhu, L. Chen, L. Chen, S. Zhang, and J. Lin
Associations of Matrix Metalloproteinase-9 Protein Polymorphisms with Lymph Node Metastasis but not Invasion of Gastric Cancer
Clin. Cancer Res., May 1, 2008; 14(9): 2870 - 2877.
[Abstract] [Full Text] [PDF]


Home page
J. Clin. Endocrinol. Metab.Home page
M. Benn, M. C. A. Stene, B. G. Nordestgaard, G. B. Jensen, R. Steffensen, and A. Tybjaerg-Hansen
Common and Rare Alleles in Apolipoprotein B Contribute to Plasma Levels of Low-Density Lipoprotein Cholesterol in the General Population
J. Clin. Endocrinol. Metab., March 1, 2008; 93(3): 1038 - 1045.
[Abstract] [Full Text] [PDF]


Home page
IOVSHome page
B. Wissinger, S. Dangel, H. Jagle, L. Hansen, B. Baumann, G. Rudolph, C. Wolf, M. Bonin, K. Koeppen, T. Ladewig, et al.
Cone Dystrophy with Supernormal Rod Response Is Strictly Associated with Mutations in KCNV2
Invest. Ophthalmol. Vis. Sci., February 1, 2008; 49(2): 751 - 757.
[Abstract] [Full Text] [PDF]


Home page
Nucleic Acids ResHome page
A. Singh, A. Olowoyeye, P. H. Baenziger, J. Dantzer, M. G. Kann, P. Radivojac, R. Heiland, and S. D. Mooney
MutDB: update on development of tools for the biochemical analysis of genetic variation
Nucleic Acids Res., January 11, 2008; 36(suppl_1): D815 - D819.
[Abstract] [Full Text] [PDF]


Home page
Protein Eng Des SelHome page
B. Shen, J. Bai, and M. Vihinen
Physicochemical feature-based classification of amino acid mutations
Protein Eng. Des. Sel., January 1, 2008; 21(1): 37 - 44.
[Abstract] [Full Text] [PDF]


Home page
CJASNHome page
X. Zhao, A. D. Paterson, A. Zahirieh, N. He, K. Wang, and Y. Pei
Molecular Diagnostics in Autosomal Dominant Polycystic Kidney Disease: Utility and Limitations
Clin. J. Am. Soc. Nephrol., January 1, 2008; 3(1): 146 - 152.
[Abstract] [Full Text] [PDF]


Home page
IOVSHome page
K. K. Abu-Amero, J. Morales, M. N. Osman, and T. M. Bosley
Nuclear and Mitochondrial Analysis of Patients with Primary Angle-Closure Glaucoma
Invest. Ophthalmol. Vis. Sci., December 1, 2007; 48(12): 5591 - 5596.
[Abstract] [Full Text] [PDF]


Home page
J. Med. Genet.Home page
A Tomita-Mitchell, C L Maslen, C D Morris, V Garg, and E Goldmuntz
GATA4 sequence variants in patients with congenital heart disease
J. Med. Genet., December 1, 2007; 44(12): 779 - 783.
[Abstract] [Full Text] [PDF]


Home page
BioinformaticsHome page
M. Masso and I. I. Vaisman
Accurate prediction of enzyme mutant activity based on a multibody statistical potential
Bioinformatics, December 1, 2007; 23(23): 3155 - 3161.
[Abstract] [Full Text] [PDF]


Home page
J. Clin. Endocrinol. Metab.Home page
P. H. Nissen, S. E. Christensen, L. Heickendorff, K. Brixen, and L. Mosekilde
Molecular Genetic Analysis of the Calcium Sensing Receptor Gene in Patients Clinically Suspected to Have Familial Hypocalciuric Hypercalcemia: Phenotypic Variation and Mutation Spectrum in a Danish Population
J. Clin. Endocrinol. Metab., November 1, 2007; 92(11): 4373 - 4379.
[Abstract] [Full Text] [PDF]


Home page
Arterioscler. Thromb. Vasc. Bio.Home page
J. Wang, H. Cao, M. R. Ban, B. A. Kennedy, S. Zhu, S. Anand, S. Yusuf, R. L. Pollex, and R. A. Hegele
Resequencing Genomic DNA of Patients With Severe Hypertriglyceridemia (MIM 144650)
Arterioscler. Thromb. Vasc. Biol., November 1, 2007; 27(11): 2450 - 2455.
[Abstract] [Full Text] [PDF]


Home page
Nucleic Acids ResHome page
A. Uzun, C. M. Leslin, A. Abyzov, and V. Ilyin
Structure SNP (StSNP): a web server for mapping and modeling nsSNPs on protein structures with linkage to metabolic pathways
Nucleic Acids Res., July 13, 2007; 35(suppl_2): W384 - W392.
[Abstract] [Full Text] [PDF]


Home page
Nucleic Acids ResHome page
Y. Bromberg and B. Rost
SNAP: predict effect of non-synonymous polymorphisms on function
Nucleic Acids Res., June 28, 2007; 35(11): 3823 - 3835.
[Abstract] [Full Text] [PDF]


Home page
BioinformaticsHome page
Z.-Q. Ye, S.-Q. Zhao, G. Gao, X.-Q. Liu, R. E. Langlois, H. Lu, and L. Wei
Finding new structural and sequence attributes to predict possible disease association of single amino acid polymorphism (SAP)
Bioinformatics, June 15, 2007; 23(12): 1444 - 1450.
[Abstract] [Full Text] [PDF]


Home page
BioinformaticsHome page
M. A. Care, C. J. Needham, A. J. Bulpitt, and D. R. Westhead
Deleterious SNP prediction: be mindful of your training data!
Bioinformatics, March 15, 2007; 23(6): 664 - 672.
[Abstract] [Full Text] [PDF]


Home page
Protein Eng Des SelHome page
J. Thusberg and M. Vihinen
The structural basis of hyper IgM deficiency - CD40L mutations
Protein Eng. Des. Sel., March 1, 2007; 20(3): 133 - 141.
[Abstract] [Full Text] [PDF]


Home page
Biophys. JHome page
M. S. Achary, A. B. M. Reddy, S. Chakrabarti, S. G. Panicker, A. K. Mandal, N. Ahmed, D. Balasubramanian, S. E. Hasnain, and H. A. Nagarajaram
Disease-Causing Mutations in Proteins: Structural Analysis of the CYP1b1 Mutations Causing Primary Congenital Glaucoma in Humans
Biophys. J., December 15, 2006; 91(12): 4329 - 4339.
[Abstract] [Full Text] [PDF]


Home page
Proc. Natl. Acad. Sci. USAHome page
A. C. Joerger, H. C. Ang, and A. R. Fersht
From the Cover: Structural basis for understanding oncogenic p53 mutations and designing rescue drugs
PNAS, October 10, 2006; 103(41): 15056 - 15061.
[Abstract] [Full Text] [PDF]


Home page
IOVSHome page
K. K. Abu-Amero and T. M. Bosley
Mitochondrial Abnormalities in Patients with LHON-like Optic Neuropathies.
Invest. Ophthalmol. Vis. Sci., October 1, 2006; 47(10): 4211 - 4220.
[Abstract] [Full Text] [PDF]


Home page
J. Biol. Chem.Home page
L. G. Randles, I. Lappalainen, S. B. Fowler, B. Moore, S. J. Hamill, and J. Clarke
Using Model Proteins to Quantify the Effects of Pathogenic Mutations in Ig-like Proteins
J. Biol. Chem., August 25, 2006; 281(34): 24216 - 24226.
[Abstract] [Full Text] [PDF]


Home page
IOVSHome page
K. K. Abu-Amero, J. Morales, and T. M. Bosley
Mitochondrial abnormalities in patients with primary open-angle glaucoma.
Invest. Ophthalmol. Vis. Sci., June 1, 2006; 47(6): 2533 - 2541.
[Abstract] [Full Text] [PDF]


Home page
J. Med. Genet.Home page
A Warrington, A R Vieira, K Christensen, I M Orioli, E E Castilla, P A Romitti, and J C Murray
Genetic evidence for the role of loci at 19q13 in cleft lip and palate.
J. Med. Genet., June 1, 2006; 43(6): e26 - e26.
[Abstract] [Full Text] [PDF]


Home page
CirculationHome page
K. Inoue, Y. Mineharu, S. Inoue, S. Yamada, F. Matsuda, K. Nozaki, K. Takenaka, N. Hashimoto, and A. Koizumi
Search on Chromosome 17 Centromere Reveals TNFRSF13B as a Susceptibility Gene for Intracranial Aneurysm: A Preliminary Study
Circulation, April 25, 2006; 113(16): 2002 - 2010.
[Abstract] [Full Text] [PDF]


Home page
Cancer Res.Home page
A. N.A. Monteiro and F. J. Couch
Cancer Risk Assessment at the Atomic Level
Cancer Res., February 15, 2006; 66(4): 1897 - 1899.
[Abstract] [Full Text] [PDF]


Home page
Genome ResHome page
T. J. Urban, R. Sebro, E. H. Hurowitz, M. K. Leabman, I. Badagnani, L. L. Lagpacan, N. Risch, and K. M. Giacomini
Functional genomics of membrane transporters in human populations
Genome Res., February 1, 2006; 16(2): 223 - 230.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
L. Loewe, B. Charlesworth, C. Bartolome, and V. Noel
Estimating Selection on Nonsynonymous Mutations
Genetics, February 1, 2006; 172(2): 1079 - 1092.
[Abstract] [Full Text] [PDF]


Home page
Mol Biol EvolHome page
J. H. McDonald
Apparent Trends of Amino Acid Gain and Loss in Protein Evolution Due to Nearly Neutral Variation
Mol. Biol. Evol., February 1, 2006; 23(2): 240 - 244.
[Abstract] [Full Text] [PDF]


Home page
Cancer Res.Home page
S. L. Zheng, J.-h. Ju, B.-l. Chang, E. Ortner, J. Sun, S. D. Isaacs, J. Sun, K. E. Wiley, W. Liu, M. Zemedkun, et al.
Germ-Line Mutation of NKX3.1 Cosegregates with Hereditary Prostate Cancer and Alters the Homeodomain Structure and Function
Cancer Res., January 1, 2006; 66(1): 69 - 77.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
L. Y. Yampolsky, C. Allen, S. A. Shabalina, and A. S. Kondrashov
Persistence Time of Loss-of-Function Mutations at Nonessential Loci Affecting Eye Color in Drosophila melanogaster
Genetics, December 1, 2005; 171(4): 2133 - 2138.
[Abstract] [Full Text] [PDF]


Home page
Mol Biol EvolHome page
M. Nei
Selectionism and Neutralism in Molecular Evolution
Mol. Biol. Evol., December 1, 2005; 22(12): 2318 - 2342.
[Abstract] [Full Text] [PDF]


Home page
Cancer Epidemiol. Biomarkers Prev.Home page
M. F. Rudd, R. D. Williams, E. L. Webb, S. Schmidt, G. S. Sellick, and R. S. Houlston
The Predicted Impact of Coding Single Nucleotide Polymorphisms Database
Cancer Epidemiol. Biomarkers Prev., November 1, 2005; 14(11): 2598 - 2604.
[Abstract] [Full Text] [PDF]


Home page
Genome ResHome page
C. S. Carlson, D. J. Thomas, M. A. Eberle, J. E. Swanson, R. J. Livingston, M. J. Rieder, and D. A. Nickerson
Genomic regions exhibiting positive selection identified from dense genotype data
Genome Res., November 1, 2005; 15(11): 1553 - 1565.
[Abstract] [Full Text] [PDF]


Home page
Hum Mol GenetHome page
L. Y. Yampolsky, F. A. Kondrashov, and A. S. Kondrashov
Distribution of the strength of selection against amino acid replacements in human proteins
Hum. Mol. Genet., November 1, 2005; 14(21): 3191 - 3201.
[Abstract] [Full Text] [PDF]


Home page
Arterioscler. Thromb. Vasc. Bio.Home page
L. Calabresi, L. Pisciotta, A. Costantin, I. Frigerio, I. Eberini, P. Alessandrini, M. Arca, G. Bittolo Bon, G. Boscutti, G. Busnach, et al.
The Molecular Basis of Lecithin:Cholesterol Acyltransferase Deficiency Syndromes: A Comprehensive Study of Molecular and Biochemical Findings in 13 Unrelated Italian Families
Arterioscler. Thromb. Vasc. Biol., September 1, 2005; 25(9): 1972 - 1978.
[Abstract] [Full Text] [PDF]


Home page
Hum Mol GenetHome page
F. A. Kondrashov
Prediction of pathogenic mutations in mitochondrially encoded human tRNAs
Hum. Mol. Genet., August 15, 2005; 14(16): 2415 - 2419.
[Abstract] [Full Text] [PDF]


Home page
Hum Mol GenetHome page
G. V Kryukov, S. Schmidt, and S. Sunyaev
Small fitness effect of mutations in highly conserved non-coding regions
Hum. Mol. Genet., August 1, 2005; 14(15): 2221 - 2229.
[Abstract] [Full Text] [PDF]


Home page
J. Pharmacol. Exp. Ther.Home page
K. Bleasby, L. A. Hall, J. L. Perry, H. W. Mohrenweiser, and J. B. Pritchard
Functional Consequences of Single Nucleotide Polymorphisms in the Human Organic Anion Transporter hOAT1 (SLC22A6)
J. Pharmacol. Exp. Ther., August 1, 2005; 314(2): 923 - 931.
[Abstract] [Full Text] [PDF]


Home page
Clin. Cancer Res.Home page
Z. Hu, X. Huo, D. Lu, J. Qian, J. Zhou, Y. Chen, L. Xu, H. Ma, J. Zhu, Q. Wei, et al.
Functional Polymorphisms of Matrix Metalloproteinase-9 Are Associated with Risk of Occurrence and Metastasis of Lung Cancer
Clin. Cancer Res., August 1, 2005; 11(15): 5433 - 5439.
[Abstract] [Full Text] [PDF]


Home page
BioinformaticsHome page
C. Ferrer-Costa, J. L. Gelpi, L. Zamakola, I. Parraga, X. de la Cruz, and M. Orozco
PMUT: a web-based tool for the annotation of pathological mutations on proteins
Bioinformatics, July 15, 2005; 21(14): 3176 - 3178.
[Abstract] [Full Text] [PDF]


Home page
Genome ResHome page
E. A. Stone and A. Sidow
Physicochemical constraint violation by missense substitutions mediates impairment of protein function and disease severity
Genome Res., July 1, 2005; 15(7): 978 - 986.
[Abstract] [Full Text] [PDF]


Home page
Nucleic Acids ResHome page
J. Dantzer, C. Moad, R. Heiland, and S. Mooney
MutDB services: interactive structural analysis of mutation data
Nucleic Acids Res., July 1, 2005; 33(suppl_2): W311 - W314.
[Abstract] [Full Text] [PDF]


Home page
GeneticsHome page
A. L. Hughes, B. Packer, R. Welch, A. W. Bergen, S. J. Chanock, and M. Yeager
Effects of Natural Selection on Interpopulation Divergence at Polymorphic Sites in Human Protein-Coding Loci
Genetics, July 1, 2005; 170(3): 1181 - 1187.
[Abstract] [Full Text] [PDF]


Home page
BioinformaticsHome page
R. Karchin, M. Diekhans, L. Kelly, D. J. Thomas, U. Pieper, N. Eswar, D. Haussler, and A. Sali
LS-SNP: large-scale annotation of coding non-synonymous SNPs based on multiple information sources
Bioinformatics, June 15, 2005; 21(12): 2814 - 2820.
[Abstract] [Full Text] [PDF]


Home page
BioinformaticsHome page
L. Bao and Y. Cui
Prediction of the phenotypic effects of non-synonymous single nucleotide polymorphisms using structural and evolutionary information
Bioinformatics, May 15, 2005; 21(10): 2185 - 2190.
[Abstract] [Full Text] [PDF]


Home page
BioinformaticsHome page
A. Cavallo and A. C. R. Martin
Mapping SNPs to protein sequence and structure data
Bioinformatics, April 15, 2005; 21(8): 1443 - 1450.
[Abstract] [Full Text] [PDF]


Home page
JNCI J Natl Cancer InstHome page
J. Sun, F. Wiklund, S. L. Zheng, B. Chang, K. Balter, L. Li, J.-E. Johansson, G. Li, H.-O. Adami, W. Liu, et al.
Sequence Variants in Toll-Like Receptor Gene Cluster (TLR6-TLR1-TLR10) and Prostate Cancer Risk
J Natl Cancer Inst, April 6, 2005; 97(7): 525 - 532.
[Abstract] [Full Text] [PDF]


Home page
Nucleic Acids ResHome page
S. Balasubramanian, Y. Xia, E. Freinkman, and M. Gerstein
Sequence variation in G-protein-coupled receptors: analysis of single nucleotide polymorphisms
Nucleic Acids Res., March 22, 2005; 33(5): 1710 - 1721.
[Abstract] [Full Text] [PDF]


Home page
Genome ResHome page
M. Blanchette, E. D. Green, W. Miller, and D. Haussler
Reconstructing large regions of an ancestral mammalian genome in silico
Genome Res., December 1, 2004; 14(12): 2412 - 2423.
[Abstract] [Full Text] [PDF]


Home page
Clin. Chem.Home page
D. Tchernitchko, M. Goossens, and H. Wajcman
In Silico Prediction of the Deleterious Effect of a Mutation: Proceed with Caution in Clinical Genetics
Clin. Chem., November 1, 2004; 50(11): 1974 - 1978.
[Abstract] [Full Text] [PDF]