Genome-wide scans for footprints of natural selection

Detecting recent selected ‘genomic footprints’ applies directly to the discovery of disease genes and in the imputation of the formative events that molded modern population genetic structure. The imprints of historic selection/adaptation episodes left in human and animal genomes allow one to interpret modern and ancestral gene origins and modifications. Current approaches to reveal selected regions applied in genome-wide selection scans (GWSSs) fall into eight principal categories: (I) phylogenetic footprinting, (II) detecting increased rates of functional mutations, (III) evaluating divergence versus polymorphism, (IV) detecting extended segments of linkage disequilibrium, (V) evaluating local reduction in genetic variation, (VI) detecting changes in the shape of the frequency distribution (spectrum) of genetic variation, (VII) assessing differentiating between populations (FST), and (VIII) detecting excess or decrease in admixture contribution from one population. Here, we review and compare these approaches using available human genome-wide datasets to provide independent verification (or not) of regions found by different methods and using different populations. The lessons learned from GWSSs will be applied to identify genome signatures of historic selective pressures on genes and gene regions in other species with emerging genome sequences. This would offer considerable potential for genome annotation in functional, developmental and evolutionary contexts.

[1]  Doron Lancet,et al.  Evidence for positive selection and population structure at the human MAO-A gene , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[2]  D. Duffy,et al.  Red hair is the null phenotype of MC1R , 2008, Human mutation.

[3]  Lior Pachter,et al.  VISTA : visualizing global DNA sequence alignments of arbitrary length , 2000, Bioinform..

[4]  James A. Cuff,et al.  Genome sequence, comparative analysis and haplotype structure of the domestic dog , 2005, Nature.

[5]  F. B. Livingstone The Duffy blood groups, vivax malaria, and malaria selection in human populations: a review. , 1984, Human biology.

[6]  D. Balding,et al.  Identifying adaptive genetic divergence among populations from genome scans , 2004, Molecular ecology.

[7]  A. Goldstein,et al.  Comprehensive evaluation of allele frequency differences of MC1R variants across populations. , 2006, Human mutation.

[8]  Pardis C Sabeti,et al.  Genetic signatures of strong recent positive selection at the lactase gene. , 2004, American journal of human genetics.

[9]  M. Bamshad,et al.  A strong signature of balancing selection in the 5′ cis-regulatory region of CCR5 , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[10]  Response to Price et al. , 2008 .

[11]  R. Sulkava,et al.  Genetic Variant of Lactase‐Persistent C/T‐13910 Is Associated with Bone Fractures in Very Old Age , 2005, Journal of the American Geriatrics Society.

[12]  Matthew W. Hahn,et al.  Positive Selection on MMP3 Regulation Has Shaped Heart Disease Risk , 2004, Current Biology.

[13]  John Maynard Smith,et al.  The hitch-hiking effect of a favourable gene. , 1974, Genetical research.

[14]  G. Barsh,et al.  Melanocortin 1 receptor variation in the domestic dog , 2000, Mammalian Genome.

[15]  D. Hewett‐Emmett,et al.  High polymorphism at the human melanocortin 1 receptor locus. , 1999, Genetics.

[16]  K K Kidd,et al.  Drift, admixture, and selection in human evolution: a study with DNA polymorphisms. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[17]  R. Nielsen,et al.  Synonymous and nonsynonymous rate variation in nuclear genes of mammals , 1998, Journal of Molecular Evolution.

[18]  Snæbjörn Pálsson,et al.  Genetic determinants of hair, eye and skin pigmentation in Europeans , 2007, Nature Genetics.

[19]  Joanna L. Kelley,et al.  Positive selection in the human genome: from genome scans to biological significance. , 2008, Annual review of genomics and human genetics.

[20]  D. Macneil,et al.  Molecular analysis of a new splice variant of the human melanocortin‐1 receptor , 1999, FEBS letters.

[21]  David Reich,et al.  The Case for Selection at CCR5-Δ32 , 2005, PLoS biology.

[22]  M. Carrington,et al.  Novel alleles of the chemokine-receptor gene CCR5. , 1997, American journal of human genetics.

[23]  M. Olivier A haplotype map of the human genome. , 2003, Nature.

[24]  Shameek Biswas,et al.  Genomic insights into positive selection. , 2006, Trends in genetics : TIG.

[25]  J. Hey,et al.  Human populations show reduced DNA sequence variation at the Factor IX locus , 2001, Current Biology.

[26]  I. Jackson,et al.  Functional variation of MC1R alleles from red-haired individuals. , 2001, Human molecular genetics.

[27]  M. Moller,et al.  A missense mutation in the gene for melanocyte-stimulating hormone receptor (MCIR) is associated with the chestnut coat color in horses , 2009, Mammalian Genome.

[28]  J. Goedert,et al.  Genetic acceleration of AIDS progression by a promoter variant of CCR5. , 1998, Science.

[29]  G. McVean,et al.  Gain-of-function amino acid substitutions drive positive selection of FGFR2 mutations in human spermatogonia , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[30]  H. Ostrer,et al.  Dating the origin of the CCR5-Delta32 AIDS-resistance allele by the coalescence of haplotypes. , 1998, American journal of human genetics.

[31]  J. V. Moran,et al.  Initial sequencing and analysis of the human genome. , 2001, Nature.

[32]  A. Goldstein,et al.  Nucleotide diversity and population differentiation of the Melanocortin 1 Receptor gene, MC1R , 2008, BMC Genetics.

[33]  Andrew G. Clark,et al.  Haplotype Diversity and Linkage Disequilibrium at Human G6PD: Recent Origin of Alleles That Confer Malarial Resistance , 2001, Science.

[34]  I. Jackson,et al.  Melanocortin 1 receptor variants in an Irish population. , 1998, The Journal of investigative dermatology.

[35]  J. García-Borrón,et al.  Melanocortin-1 receptor structure and functional regulation. , 2005, Pigment cell research.

[36]  R. Hudson,et al.  Evidence that the adaptive allele of the brain size gene microcephalin introgressed into Homo sapiens from an archaic Homo lineage , 2006, Proceedings of the National Academy of Sciences.

[37]  A. Di Rienzo,et al.  Detection of the signature of natural selection in humans: evidence from the Duffy blood group locus. , 2000, American journal of human genetics.

[38]  M. Carrington,et al.  A scan for linkage disequilibrium across the human genome. , 1999, Genetics.

[39]  M. Ramsay,et al.  Human DNA sequence variation in a 6.6-kb region containing the melanocortin 1 receptor promoter. , 2001, Genetics.

[40]  I. Jackson,et al.  Evidence for variable selective pressures at MC1R. , 2000, American journal of human genetics.

[41]  M Slatkin,et al.  Simulating genealogies of selected alleles in a population of variable size. , 2001, Genetical research.

[42]  Rui Mei,et al.  Recent genetic selection in the ancestral admixture of Puerto Ricans. , 2007, American journal of human genetics.

[43]  J. Hampe,et al.  Patterns of linkage disequilibrium in the MHC region on human chromosome 6p , 2004, Human Genetics.

[44]  M. Shriver,et al.  Interrogating a high-density SNP map for signatures of natural selection. , 2002, Genome research.

[45]  Zhaohui S. Qin,et al.  A second generation human haplotype map of over 3.1 million SNPs , 2007, Nature.

[46]  John Novembre,et al.  The Geographic Spread of the CCR5 Δ32 HIV-Resistance Allele , 2005, PLoS biology.

[47]  K. Kidd,et al.  Sub‐Saharan African coding sequence variation and haplotype diversity at the NAT2 gene , 2006, Human mutation.

[48]  David B. Witonsky,et al.  CYP3A variation and the evolution of salt-sensitivity variants. , 2004, American journal of human genetics.

[49]  K. Kidd,et al.  Positive selection in MAOA gene is human exclusive: determination of the putative amino acid change selected in the human lineage , 2004, Human Genetics.

[50]  M. Nachman,et al.  Contrasting evolutionary histories of two introns of the duchenne muscular dystrophy gene, Dmd, in humans. , 2000, Genetics.

[51]  D. Cox,et al.  A genomewide admixture map for Latino populations. , 2007, American journal of human genetics.

[52]  K. Kidd,et al.  Geographic and haplotype structure of candidate type 2 diabetes susceptibility variants at the calpain-10 locus. , 2002, American journal of human genetics.

[53]  A. Di Rienzo,et al.  Complex signatures of natural selection at the Duffy blood group locus. , 2002, American journal of human genetics.

[54]  R. Nielsen,et al.  Likelihood models for detecting positively selected amino acid sites and applications to the HIV-1 envelope gene. , 1998, Genetics.

[55]  Pardis C Sabeti,et al.  Detecting recent positive selection in the human genome from haplotype structure , 2002, Nature.

[56]  Keith C. Cheng,et al.  SLC24A5, a Putative Cation Exchanger, Affects Pigmentation in Zebrafish and Humans , 2005, Science.

[57]  Pardis C Sabeti,et al.  Genome-wide detection and characterization of positive selection in human populations , 2007, Nature.

[58]  S. O’Brien,et al.  Molecular Genetics and Evolution of Melanism in the Cat Family , 2003, Current Biology.

[59]  R. Nielsen,et al.  Correcting for ascertainment biases when analyzing SNP data: applications to the estimation of linkage disequilibrium. , 2003, Theoretical population biology.

[60]  J. Stephens,et al.  Significant admixture linkage disequilibrium across 30 cM around the FY locus in African Americans. , 2000, American journal of human genetics.

[61]  F. Tajima,et al.  Simple methods for testing the molecular evolutionary clock hypothesis. , 1993, Genetics.

[62]  L. Peltonen,et al.  The deltaccr5 mutation conferring protection against HIV-1 in Caucasian populations has a single and recent origin in Northeastern Europe. , 1998, Human molecular genetics.

[63]  Michael Emerman,et al.  Positive selection of primate TRIM5alpha identifies a critical species-specific retroviral restriction domain. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[64]  Liang-sheng Lu,et al.  [Expression of fusion proteins in beta(2)GP I gene-transfected HEp-2 cells and its clinical application]. , 2002, Zhonghua yi xue za zhi.

[65]  Stephen J O'Brien,et al.  Human genes that limit AIDS , 2004, Nature Genetics.

[66]  T. Vulliamy,et al.  Multiple glucose 6-phosphate dehydrogenase-deficient variants correlate with malaria endemicity in the Vanuatu archipelago (southwestern Pacific). , 1995, American journal of human genetics.

[67]  M. Eberle,et al.  TRPV6 exhibits unusual patterns of polymorphism and divergence in worldwide populations. , 2006, Human molecular genetics.

[68]  Jean L. Chang,et al.  Initial sequence and comparative analysis of the cat genome. , 2007, Genome research.

[69]  M. Gerstein,et al.  Of mice and men: phylogenetic footprinting aids the discovery of regulatory elements , 2003, Journal of biology.

[70]  J J Goedert,et al.  Genetic Restriction of HIV-1 Infection and Progression to AIDS by a Deletion Allele of the CKR5 Structural Gene , 1996, Science.

[71]  Letters to the editors: Testing the heterogeneity of F values. , 1975, Genetics.

[72]  B. Roe,et al.  Sequence diversity and haplotype structure at the human CYP3A cluster , 2006, The Pharmacogenomics Journal.

[73]  S. Mummidi,et al.  The Human CC Chemokine Receptor 5 (CCR5) Gene , 1997, The Journal of Biological Chemistry.

[74]  J. de Meaux,et al.  Structurally different alleles of the ath-MIR824 microRNA precursor are maintained at high frequency in Arabidopsis thaliana , 2008, Proceedings of the National Academy of Sciences.

[75]  Matthew W. Hahn,et al.  Positive Selection on a Human-Specific Transcription Factor Binding Site Regulating IL4 Expression , 2003, Current Biology.

[76]  Ivan Ovcharenko,et al.  ECR Browser: a tool for visualizing and accessing data from comparisons of multiple vertebrate genomes , 2004, Nucleic Acids Res..

[77]  S. Tishkoff,et al.  Contrasting histories of G6PD molecular evolution and malarial resistance in humans and chimpanzees. , 2006, Molecular biology and evolution.

[78]  Pardis C Sabeti,et al.  Positive Natural Selection in the Human Lineage , 2006, Science.

[79]  N. Saitou,et al.  Natural selection and population history in the human angiotensinogen gene (AGT): 736 complete AGT sequences in chromosomes from around the world. , 2004, American journal of human genetics.

[80]  D. Kwiatkowski How malaria has affected the human genome and what human genetics can teach us about malaria. , 2005, American journal of human genetics.

[81]  J. Nadeau,et al.  Pigmentation phenotypes of variant extension locus alleles result from point mutations that alter MSH receptor function , 1993, Cell.

[82]  K. Shianna,et al.  Long-range LD can confound genome scans in admixed populations. , 2008, American journal of human genetics.

[83]  S. Wright,et al.  Genetical Structure of Populations , 1950, Nature.

[84]  Scott M. Williams,et al.  A high-density admixture map for disease gene discovery in african americans. , 2004, American journal of human genetics.

[85]  Carlos Bustamante,et al.  Genomic scans for selective sweeps using SNP data. , 2005, Genome research.

[86]  A. Hughes,et al.  Natural selection and the evolutionary history of major histocompatibility complex loci. , 1998, Frontiers in bioscience : a journal and virtual library.

[87]  Michael A Charleston,et al.  Host switch leads to emergence of Plasmodium vivax malaria in humans. , 2005, Molecular biology and evolution.

[88]  L. Andersson,et al.  Melanocortin receptor 1 (MC1R) mutations and coat color in pigs. , 1998, Genetics.

[89]  G. Barsh,et al.  The genetics of pigmentation: from fancy genes to complex traits. , 1996, Trends in genetics : TIG.

[90]  Pierre Baldi,et al.  Global landscape of recent inferred Darwinian selection for Homo sapiens , 2006, Proc. Natl. Acad. Sci. USA.

[91]  A. Stensballe,et al.  T-13910 DNA variant associated with lactase persistence interacts with Oct-1 and stimulates lactase promoter activity in vitro. , 2005, Human molecular genetics.

[92]  D. Swallow,et al.  The Causal Element for the Lactase Persistence/ non‐persistence Polymorphism is Located in a 1 Mb Region of Linkage Disequilibrium in Europeans , 2003, Annals of human genetics.

[93]  A. Monaco,et al.  Molecular evolution of FOXP2, a gene involved in speech and language , 2002, Nature.

[94]  P. Jeggo,et al.  Regional localization of the lactase‐phlorizin hydrolase gene, LCT, to chromosome 2q21 , 1993, Annals of human genetics.

[95]  Holly M. Mortensen,et al.  Convergent adaptation of human lactase persistence in Africa and Europe , 2007, Nature Genetics.

[96]  Alison P Galvani,et al.  Evaluating plague and smallpox as historical selective pressures for the CCR5-Δ32 HIV-resistance allele , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[97]  R. Lewontin,et al.  Distribution of gene frequency as a test of the theory of the selective neutrality of polymorphisms. , 1973, Genetics.

[98]  D. McDermott,et al.  CCR5 deficiency increases risk of symptomatic West Nile virus infection , 2006, The Journal of experimental medicine.

[99]  J. Pritchard,et al.  A Map of Recent Positive Selection in the Human Genome , 2006, PLoS biology.

[100]  W. Boll,et al.  Structure of the chromosomal gene and cDNAs coding for lactase-phlorizin hydrolase in humans with adult-type hypolactasia or persistence of lactase. , 1991, American journal of human genetics.

[101]  R. Lewontin,et al.  Testing the Heterogeneity of F Values , 1975 .

[102]  E. Vallender,et al.  Molecular evolution of the brain size regulator genes CDK5RAP2 and CENPJ. , 2006, Gene.

[103]  Y. Chen [The change of serum alpha 1-antitrypsin level in patients with spontaneous pneumothorax]. , 1995, Zhonghua jie he he hu xi za zhi = Zhonghua jiehe he huxi zazhi = Chinese journal of tuberculosis and respiratory diseases.

[104]  A. Clark,et al.  Recent and ongoing selection in the human genome , 2007, Nature Reviews Genetics.

[105]  M. Nei,et al.  Lewontin-Krakauer test for neutral genes , 1975 .

[106]  Ryan D. Hernandez,et al.  Natural selection on protein-coding genes in the human genome , 2005, Nature.

[107]  Mathieu Blanchette,et al.  Algorithms for phylogenetic footprinting , 2001, RECOMB.

[108]  Wen-Hsiung Li,et al.  DNA Polymorphism and Selection at the Melanocortin‐1 Receptor Gene in Normally Pigmented Southern African Individuals , 2003, Annals of the New York Academy of Sciences.

[109]  J. Swanson,et al.  Evidence of positive selection acting at the human dopamine receptor D4 gene locus , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[110]  R. Millikan,et al.  Population-based study of natural variation in the melanocortin-1 receptor gene and melanoma. , 2006, Cancer research.

[111]  Josef Parnas,et al.  A global perspective on genetic variation at the ADH genes reveals unusual patterns of linkage disequilibrium and diversity. , 2002, American journal of human genetics.

[112]  J. Benítez,et al.  MC1R: three novel variants identified in a malignant melanoma association study in the Spanish population. , 2007, Carcinogenesis.

[113]  M. Kreitman,et al.  Sequence variation and haplotype structure at the human HFE locus. , 2002, Genetics.

[114]  R. Klein,et al.  Ongoing Adaptive Evolution of ASPM, a Brain Size Determinant in Homo sapiens , 2005 .

[115]  L. Olds,et al.  Lactase persistence DNA variant enhances lactase promoter activity in vitro: functional role as a cis regulatory element. , 2003, Human molecular genetics.

[116]  E. Parra,et al.  Human pigmentation variation: evolution, genetic basis, and implications for public health. , 2007, American journal of physical anthropology.

[117]  W. Li,et al.  Statistical tests of neutrality of mutations. , 1993, Genetics.

[118]  Leena Peltonen,et al.  Identification of a variant associated with adult-type hypolactasia , 2002, Nature Genetics.

[119]  L. Jorde,et al.  Local adaptation and population differentiation at the interleukin 13 and interleukin 4 loci , 2004, Genes and Immunity.

[120]  A. Gehani,et al.  [G6PD deficiency]. , 1974, Xianggang hu li za zhi. The Hong Kong nursing journal.

[121]  S. O’Brien,et al.  The effect of genetic variation in chemokines and their receptorson HIV transmission and progression to AIDS , 2000, Immunological reviews.

[122]  R. Hudson,et al.  A test of neutral molecular evolution based on nucleotide data. , 1987, Genetics.

[123]  G. McVean,et al.  Evidence for Selective Advantage of Pathogenic FGFR2 Mutations in the Male Germ Line , 2003, Science.

[124]  K. Makova,et al.  Worldwide polymorphism at the MC1R locus and normal pigmentation variation in humans , 2005, Peptides.

[125]  S. Peiper,et al.  From malaria to chemokine receptor: the emerging physiologic role of the Duffy blood group antigen. , 1997, Blood.

[126]  C. Tournamille,et al.  Disruption of a GATA motif in the Duffy gene promoter abolishes erythroid gene expression in Duffy–negative individuals , 1995, Nature Genetics.

[127]  M. Beaumont,et al.  Evaluating loci for use in the genetic analysis of population structure , 1996, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[128]  Molly Przeworski,et al.  The signature of positive selection at randomly chosen loci. , 2002, Genetics.

[129]  Francisco M. De La Vega,et al.  Identifying Selected Regions from Heterozygosity and Divergence Using a Light-Coverage Genomic Dataset from Two Human Populations , 2008, PloS one.

[130]  M. Carrington,et al.  Genetics of HIV-1 infection: chemokine receptor CCR5 polymorphism and its consequences. , 1999, Human molecular genetics.

[131]  Stephen J O'Brien,et al.  Every genome sequence needs a good map. , 2009, Genome research.

[132]  J. Olsen,et al.  An upstream polymorphism associated with lactase persistence has increased enhancer activity. , 2003, Gastroenterology.

[133]  Justin C. Fay,et al.  Hitchhiking under positive Darwinian selection. , 2000, Genetics.

[134]  M. Olivier A haplotype map of the human genome , 2003, Nature.

[135]  M. Hammer,et al.  Global survey of genetic variation in CCR5, RANTES, and MIP-1α: Impact on the epidemiology of the HIV-1 pandemic , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[136]  K. Weiss,et al.  Admixture as a tool for finding linked genes and detecting that difference from allelic association between loci. , 1988, Proceedings of the National Academy of Sciences of the United States of America.

[137]  M. Pérez-Enciso,et al.  Selection in the Making: A Worldwide Survey of Haplotypic Diversity Around a Causative Mutation in Porcine IGF2 , 2008, Genetics.

[138]  J. Swanson,et al.  The genetic architecture of selection at the human dopamine receptor D4 (DRD4) gene locus. , 2004, American journal of human genetics.

[139]  M. Kreitman,et al.  Adaptive protein evolution at the Adh locus in Drosophila , 1991, Nature.

[140]  Jody Hey,et al.  The limits of selection during maize domestication , 1999, Nature.

[141]  J. Stephens,et al.  Linkage disequilibrium in admixed populations: applications in gene mapping. , 1994, The Journal of heredity.

[142]  A. Civetta,et al.  Rapid evolution and gene-specific patterns of selection for three genes of spermatogenesis in Drosophila. , 2006, Molecular biology and evolution.

[143]  David Reich,et al.  Combining evidence of natural selection with association analysis increases power to detect malaria-resistance variants. , 2007, American journal of human genetics.

[144]  Pardis Sabeti,et al.  Spread of an inactive form of caspase-12 in humans is due to recent positive selection. , 2006, American journal of human genetics.

[145]  Jean L. Chang,et al.  Initial sequence of the chimpanzee genome and comparison with the human genome , 2005, Nature.

[146]  N. Ferrand,et al.  Microsatellite variation and evolution of the human Duffy blood group polymorphism. , 2002, Molecular biology and evolution.

[147]  S. O’Brien,et al.  Mapping by admixture linkage disequilibrium: advances, limitations and guidelines , 2005, Nature Reviews Genetics.

[148]  B. Su,et al.  The testis-specific apoptosis related gene TTL.6 underwent adaptive evolution in the lineage leading to humans. , 2006, Gene.

[149]  S. Wooding,et al.  Genetic Variation at the MC1R Locus and the Time since Loss of Human Body Hair1 , 2004 .

[150]  A. Pogo,et al.  The coding sequence of Duffy blood group gene in humans and simians: restriction fragment length polymorphism, antibody and malarial parasite specificities, and expression in nonerythroid tissues in Duffy-negative individuals. , 1995, Blood.

[151]  R. Mei,et al.  Genome-wide screen for asthma in Puerto Ricans: evidence for association with 5q23 region , 2008, Human Genetics.

[152]  F. Tajima Statistical method for testing the neutral mutation hypothesis by DNA polymorphism. , 1989, Genetics.

[153]  E J Hollox,et al.  Lactase haplotype diversity in the Old World. , 2001, American journal of human genetics.

[154]  David Zeitlyn,et al.  The T allele of a single-nucleotide polymorphism 13.9 kb upstream of the lactase gene (LCT) (C-13.9kbT) does not predict or cause the lactase-persistence phenotype in Africans. , 2004, American journal of human genetics.

[155]  S. Hummel,et al.  Detection of the CCR5-Delta32 HIV resistance gene in Bronze Age skeletons. , 2005, Genes and immunity.

[156]  M. Hammer,et al.  Nucleotide variability at G6pd and the signature of malarial selection in humans. , 2002, Genetics.

[157]  Rainer Blasczyk,et al.  The nature of diversity and diversification at the ABO locus. , 2003, Blood.

[158]  Patrick D. Evans,et al.  Ongoing Adaptive Evolution of ASPM, a Brain Size Determinant in Homo sapiens , 2005, Science.

[159]  Jason E Stajich,et al.  Disentangling the effects of demography and selection in human history. , 2004, Molecular biology and evolution.

[160]  K. Kidd,et al.  Possible epistatic role of ADH7 in the protection against alcoholism , 2004, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[161]  International Human Genome Sequencing Consortium Initial sequencing and analysis of the human genome , 2001, Nature.

[162]  Deborah A Nickerson,et al.  Genomic regions exhibiting positive selection identified from dense genotype data. , 2005, Genome research.