Shifting paradigm of association studies: Value of rare single-nucleotide polymorphisms

被引:256
作者
Gorlov, Ivan P. [1 ]
Gorlova, Olga Y. [1 ]
Sunyaev, Shamil R. [2 ,3 ]
Spitz, Margaret R. [1 ]
Amos, Christopher I. [1 ]
机构
[1] Univ Texas MD Anderson Canc Ctr, Dept Epidemiol, Houston, TX 77030 USA
[2] Brigham & Womens Hosp, Dept Med, Div Genet, Boston, MA 02115 USA
[3] Harvard Univ, Sch Med, Boston, MA 02115 USA
关键词
D O I
10.1016/j.ajhg.2007.09.006
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Currently, single-nucleotide polymorphisms (SNPs) with minor allele frequency (MAF) of >5% are preferentially used in case-control association studies of common human diseases. Recent technological developments enable inexpensive and accurate genotyping of a large number of SNPs in thousands of cases and controls, which can provide adequate statistical power to analyze SNPs with MAF <5%. Our purpose was to determine whether evaluating rare SNPs in case-control association studies could help identify causal SNPs for common diseases. We suggest that slightly deleterious SNPs (sdSNPs) subjected to weak purifying selection are major players in genetic control of susceptibility to common diseases. We compared the distribution of MAFs of synonymous SNPs with that of nonsynonymous SNPs (1) predicted to be benign, (2) predicted to be possibly damaging, and (3) predicted to be probably damaging by PolyPhen. Our sources of data were the International HapMap Project, ENCODE, and the SeattleSNPs project. We found that the MAF distribution of possibly and probably damaging SNPs was shifted toward rare SNPs compared with the MAF distribution of benign and synonymous SNPs that are not likely to be functional. We also found an inverse relationship between MAF and the proportion of nsSNPs predicted to be protein disturbing. On the basis of this relationship, we estimated the joint probability that a SNP is functional and would be detected as significant in a case-control study. Our analysis suggests that including rare SNPs in genotyping platforms will advance identification of causal SNPs in case-control association studies, particularly as sample sizes increase.
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收藏
页码:100 / 112
页数:13
相关论文
共 65 条
[1]   Oxidative stress and inflammation contribute to lung toxicity after a common breast cancer chemotherapy regimen [J].
Abushamaa, AM ;
Sporn, TA ;
Folz, RJ .
AMERICAN JOURNAL OF PHYSIOLOGY-LUNG CELLULAR AND MOLECULAR PHYSIOLOGY, 2002, 283 (02) :L336-L345
[2]   The common PPARγ Pro12Ala polymorphism is associated with decreased risk of type 2 diabetes [J].
Altshuler, D ;
Hirschhorn, JN ;
Klannemark, M ;
Lindgren, CM ;
Vohl, MC ;
Nemesh, J ;
Lane, CR ;
Schaffner, SF ;
Bolk, S ;
Brewer, C ;
Tuomi, T ;
Gaudet, D ;
Hudson, TJ ;
Daly, M ;
Groop, L ;
Lander, ES .
NATURE GENETICS, 2000, 26 (01) :76-80
[3]   Concordance of multiple analytical approaches demonstrates a complex relationship between DNA repair gene SNPs, smoking and bladder cancer susceptibility [J].
Andrew, AS ;
Nelson, HH ;
Kelsey, KT ;
Moore, JH ;
Meng, AC ;
Casella, DP ;
Tosteson, TD ;
Schned, AR ;
Karagas, MR .
CARCINOGENESIS, 2006, 27 (05) :1030-1037
[4]   A missense single-nucleotide polymorphism in a gene encoding a protein tyrosine phosphatase (PTPN22) is associated with rheumatoid arthritis [J].
Begovich, AB ;
Carlton, VEH ;
Honigberg, LA ;
Schrodi, SJ ;
Chokkalingam, AP ;
Alexander, HC ;
Ardlie, KG ;
Huang, QQ ;
Smith, AM ;
Spoerke, JM ;
Conn, MT ;
Chang, M ;
Chang, SYP ;
Saiki, RK ;
Catanese, JJ ;
Leong, DU ;
Garcia, VE ;
McAllister, LB ;
Jeffery, DA ;
Lee, AT ;
Batliwalla, F ;
Remmers, E ;
Criswell, LA ;
Seldin, MF ;
Kastner, DL ;
Amos, CI ;
Sninsky, JJ ;
Gregersen, PK .
AMERICAN JOURNAL OF HUMAN GENETICS, 2004, 75 (02) :330-337
[5]   The use of genetic SNPs as new diagnostic markers in preventive medicine [J].
Cantor, CR .
LONGEVITY HEALTH SCIENCES: THE PHOENIX CONFERENCE, 2005, 1055 :48-57
[6]   Characterization of single-nucleotide polymorphisms in coding regions of human genes [J].
Cargill, M ;
Altshuler, D ;
Ireland, J ;
Sklar, P ;
Ardlie, K ;
Patil, N ;
Lane, CR ;
Lim, EP ;
Kalyanaraman, N ;
Nemesh, J ;
Ziaugra, L ;
Friedland, L ;
Rolfe, A ;
Warrington, J ;
Lipshutz, R ;
Daley, GQ ;
Lander, ES .
NATURE GENETICS, 1999, 22 (03) :231-238
[7]   Synonymous SNPs provide evidence for selective constraint on human exonic splicing enhancers [J].
Carlini, DB ;
Genut, JE .
JOURNAL OF MOLECULAR EVOLUTION, 2006, 62 (01) :89-98
[8]   The variant call format and VCFtools [J].
Danecek, Petr ;
Auton, Adam ;
Abecasis, Goncalo ;
Albers, Cornelis A. ;
Banks, Eric ;
DePristo, Mark A. ;
Handsaker, Robert E. ;
Lunter, Gerton ;
Marth, Gabor T. ;
Sherry, Stephen T. ;
McVean, Gilean ;
Durbin, Richard .
BIOINFORMATICS, 2011, 27 (15) :2156-2158
[9]   Ratios of radical to conservative amino acid replacement are affected by mutational and compositional factors and may not be indicative of positive Darwinian selection [J].
Dagan, T ;
Talmor, Y ;
Graur, D .
MOLECULAR BIOLOGY AND EVOLUTION, 2002, 19 (07) :1022-1025
[10]   A Pro12Ala substitution in PPARγ2 associated with decreased receptor activity, lower body mass index and improved insulin sensitivity [J].
Deeb, SS ;
Fajas, L ;
Nemoto, M ;
Pihlajamäki, J ;
Mykkänen, L ;
Kuusisto, J ;
Laakso, M ;
Fujimoto, W ;
Auwerx, J .
NATURE GENETICS, 1998, 20 (03) :284-287