In Silico Functional Profiling of Human Disease-Associated and Polymorphic Amino Acid Substitutions

被引:49
作者
Mort, Matthew [2 ,3 ]
Evani, Uday S. [1 ]
Krishnan, Vidhya G. [1 ]
Kamati, Kishore K. [1 ]
Baenziger, Peter H. [3 ]
Bagchi, Angshuman [1 ]
Peters, Brandon J. [3 ]
Sathyesh, Rakesh [3 ]
Li, Biao [4 ]
Sun, Yanan [5 ]
Xue, Bin [3 ]
Shah, Nigam H. [6 ]
Kann, Maricel G. [5 ]
Cooper, David N. [4 ]
Radivojac, Predrag [4 ]
Mooney, Sean D. [1 ,3 ]
机构
[1] Buck Inst Age Res, Novato, CA 94945 USA
[2] Cardiff Univ, Sch Med, Inst Med Genet, Cardiff, Wales
[3] Indiana Univ Sch Med, Dept Med & Mol Genet, Div Hereditary Genom, Ctr Computat Biol & Bioinformat, Indianapolis, IN USA
[4] Indiana Univ, Sch Informat, Bloomington, IN USA
[5] Univ Maryland Baltimore Cty, Dept Biol Sci, Baltimore, MD 21228 USA
[6] Stanford Univ, Natl Ctr Biomed Ontol, Stanford, CA 94305 USA
关键词
amino acid substitutions; AAS; missense mutations; translational bioinformatics; disease mechanism; association study; SNP; SINGLE NUCLEOTIDE POLYMORPHISMS; NON-SYNONYMOUS SNPS; INTRINSIC DISORDER; RETINITIS-PIGMENTOSA; SECONDARY STRUCTURE; PROTEIN-STRUCTURE; MUTATIONS; PREDICTION; GENE; ANNOTATION;
D O I
10.1002/humu.21192
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
An important challenge in translational bioinformatics is to understand how genetic variation gives rise to molecular changes at the protein level that can precipitate both monogenic and complex disease. To this end, we compiled datasets of human disease, associated amino acid substitutions (AAS) in the contexts of inherited monogenic disease, complex disease, functional polymorphisms with no known disease association, and somatic mutations in cancer, and compared them with respect to predicted functional sites in proteins. Using the sequence homology-based tool SIFT to estimate the proportion of deleterious AAS in each dataset, only complex disease AAS were found to be indistinguishable from neutral polymorphic AAS. Investigation of monogenic disease AAS predicted to be nondeleterious by SIFT were characterized by a significant enrichment for inherited AAS within solvent accessible residues, regions of intrinsic protein disorder, and an association with the loss or gain of various posttranslational modifications. Sites of structural and/or functional interest were therefore surmised to constitute useful additional features with which to identify the molecular disruptions caused by deleterious AAS. A range of bioinformatic tools, designed to predict structural and functional sites in protein sequences, were then employed to demonstrate that intrinsic biases exist in terms of the distribution of different types of human AAS with respect to specific structural, functional and pathological features. Our Web tool, designed to potentiate the functional profiling of novel AAS, has been made available at http://mutdb.org/profile/. Hum Mutat 31:335-346, 2010. (C) 2010 Wiley-Liss, Inc.
引用
收藏
页码:335 / 346
页数:12
相关论文
共 90 条
[1]   A survey of proteins encoded by non-synonymous single nucleotide polymorphisms reveals a significant fraction with altered stability and activity [J].
Allali-Hassani, Abdellah ;
Wasney, Gregory A. ;
Chau, Irene ;
Hong, Bum Soo ;
Senisterra, Guillermo ;
Loppnau, Peter ;
Shi, Zhen ;
Moult, John ;
Edwards, Aled M. ;
Arrowsmith, Cheryl H. ;
Park, Hee Won ;
Schapira, Matthieu ;
Vedadi, Masoud .
BIOCHEMICAL JOURNAL, 2009, 424 :15-26
[2]   A novel mutation in fibroblast growth factor 23 gene as a cause of tumoral calcinosis [J].
Araya, K ;
Fukumoto, S ;
Backenroth, R ;
Takeuchi, Y ;
Nakayama, K ;
Ito, N ;
Yoshii, N ;
Yamazaki, Y ;
Yamashita, T ;
Silver, J ;
Igarashi, T ;
Fujita, T .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2005, 90 (10) :5523-5527
[3]   Selective pressures at a codon-level predict deleterious mutations in human disease genes [J].
Arbiza, Leonardo ;
Duchi, Serena ;
Montaner, David ;
Burguet, Jordi ;
Pantoja-Uceda, David ;
Pineda-Lucena, Antonio ;
Dopazo, Joaquin ;
Dopazo, Hernan .
JOURNAL OF MOLECULAR BIOLOGY, 2006, 358 (05) :1390-1404
[4]   Defective O-Glycosylation due to a Novel Homozygous S129P Mutation Is Associated with Lack of Fibroblast Growth Factor 23 Secretion and Tumoral Calcinosis [J].
Bergwitz, Clemens ;
Banerjee, Santanu ;
Abu-Zahra, Hilal ;
Kaji, Hiroshi ;
Miyauchi, Akimitsu ;
Sugimoto, Toshitsugu ;
Jueppner, Harald .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2009, 94 (11) :4267-4274
[5]   The SWISS-PROT protein knowledgebase and its supplement TrEMBL in 2003 [J].
Boeckmann, B ;
Bairoch, A ;
Apweiler, R ;
Blatter, MC ;
Estreicher, A ;
Gasteiger, E ;
Martin, MJ ;
Michoud, K ;
O'Donovan, C ;
Phan, I ;
Pilbout, S ;
Schneider, M .
NUCLEIC ACIDS RESEARCH, 2003, 31 (01) :365-370
[6]  
Bolz Hanno, 2004, Hum Mutat, V24, P274, DOI 10.1002/humu.9272
[7]   SNAP: predict effect of non-synonymous polymorphisms on function [J].
Bromberg, Yana ;
Rost, Burkhard .
NUCLEIC ACIDS RESEARCH, 2007, 35 (11) :3823-3835
[8]   Evolutionary rate heterogeneity in proteins with long disordered regions [J].
Brown, CJ ;
Takayama, S ;
Campen, AM ;
Vise, P ;
Marshall, TW ;
Oldfield, CJ ;
Williams, CJ ;
Dunker, AK .
JOURNAL OF MOLECULAR EVOLUTION, 2002, 55 (01) :104-110
[9]   Functional Annotations Improve the Predictive Score of Human Disease-Related Mutations in Proteins [J].
Calabrese, Remo ;
Capriotti, Emidio ;
Fariselli, Piero ;
Martelli, Pier Luigi ;
Casadio, Rita .
HUMAN MUTATION, 2009, 30 (08) :1237-1244
[10]   Use of estimated evolutionary strength at the codon level improves the prediction of disease-related protein mutations in humans [J].
Capriotti, Emidio ;
Arbiza, Leonardo ;
Casadio, Rita ;
Dopazo, Joaquin ;
Dopazo, Hernan ;
Marti-Renom, Marc A. .
HUMAN MUTATION, 2008, 29 (01) :198-204