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Linkage disequilibrium and association studies in higher plants: Present status and future prospects

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Abstract

During the last two decades, DNA-based molecular markers have been extensively utilized for a variety of studies in both plant and animal systems. One of the major uses of these markers is the construction of genome-wide molecular maps and the genetic analysis of simple and complex traits. However, these studies are generally based on linkage analysis in mapping populations, thus placing serious limitations in using molecular markers for genetic analysis in a variety of plant systems. Therefore, alternative approaches have been suggested, and one of these approaches makes use of linkage disequilibrium (LD)-based association analysis. Although this approach of association analysis has already been used for studies on genetics of complex traits (including different diseases) in humans, its use in plants has just started. In the present review, we first define and distinguish between LD and association mapping, and then briefly describe various measures of LD and the two methods of its depiction. We then give a list of different factors that affect LD without discussing them, and also discuss the current issues of LD research in plants. Later, we also describe the various uses of LD in plant genomics research and summarize the present status of LD research in different plant genomes. In the end, we discuss briefly the future prospects of LD research in plants, and give a list of softwares that are useful in LD research, which is available as electronic supplementary material (ESM)

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References

  • J.M. Abdallah B. Goffinet C. Cierco-Ayrolles M. Pérez-Enciso (2003) ArticleTitleLinkage disequilibrium fine mapping of quantitative trait loci: A simulation study Genet. Sel. Evol. 35 513–532 Occurrence Handle10.1051/gse:2003037 Occurrence Handle12939203 Occurrence Handle1:CAS:528:DC%2BD3sXnvF2ktLo%3D

    Article  PubMed  CAS  Google Scholar 

  • M. Aguade (2001) ArticleTitleNucleotide sequence variation at two genes of the phenylpropanoid pathway, the FAH1 and F3H genes, in Arabidopsis thaliana Mol. Biol. Evol. 18 1–9 Occurrence Handle11141187 Occurrence Handle1:CAS:528:DC%2BD3MXhtVSms78%3D

    PubMed  CAS  Google Scholar 

  • J.M. Akey K. Zhang M. Xiong L. Jin (2003) ArticleTitleThe effect of single nucleotide polymorphism identification strategies on estimates of linkage disequilibrium Mol. Biol. Evol. 20 232–242 Occurrence Handle12598690 Occurrence Handle1:CAS:528:DC%2BD3sXhsVOiur8%3D

    PubMed  CAS  Google Scholar 

  • J.M. Akey G. Zhang K. Zhang L. Jin M.D. Shriver (2002) ArticleTitleInterrogating a high-density SNP map for signatures of natural selection Genome Res. 12 1805–1814 Occurrence Handle10.1101/gr.631202 Occurrence Handle12466284 Occurrence Handle1:CAS:528:DC%2BD38XpsVOqtbw%3D

    Article  PubMed  CAS  Google Scholar 

  • D.B. Allison (1997) ArticleTitleTransmission disequilibrium tests for quantitative traits Am. J. Hum. Genet. 60 676–690 Occurrence Handle9042929 Occurrence Handle1:STN:280:DyaK2s7psFGmtA%3D%3D

    PubMed  CAS  Google Scholar 

  • K.B. Alpert S.D. Tanksley (1996) ArticleTitleHigh-resolution mapping and isolation of a yeast artificial chromosome contig containing fw2.2: A major fruit weight quantitative locus in tomato Proc. Natl. Acad. Sci. USA 93 15503–15507 Occurrence Handle10.1073/pnas.93.26.15503 Occurrence Handle11038534 Occurrence Handle1:CAS:528:DyaK2sXotVam

    Article  PubMed  CAS  Google Scholar 

  • J.R. Andersen T. Lübberstedt (2003) ArticleTitleFunctional markers in plants Trends Plant Sci. 8 1360–1385 Occurrence Handle10.1016/j.tplants.2003.09.010 Occurrence Handle1:CAS:528:DC%2BD3sXos1Cnsrc%3D

    Article  CAS  Google Scholar 

  • K.G. Ardlie L. Kruglyak M. Seielstad (2002) ArticleTitlePatterns of linkage disequilibrium in the human genome Nat. Rev. Genet. 3 299–309 Occurrence Handle10.1038/nrg777 Occurrence Handle11967554 Occurrence Handle1:CAS:528:DC%2BD38XjtFOrt7w%3D

    Article  PubMed  CAS  Google Scholar 

  • Beer S.C., Siripoonwiwat W., O’Donoughue L.S., Souza E., Matthews D., Sorrells M.E. (1998). Association between molecular markers and qualitative traits in an oat germplasm pool: Can we infer linkages? J. Agric. Genomics e# 1 http://www.ncgri.org/ag/jag/Index.html

  • Bucci G., Menozzi P. (1995). Genetic variation of RAPD markers in a Norway spruce Picea abies Karst. population. In: Plant Genome III Conference, January, 1995, Town & Country Conference Center, San Diego, CA

  • L.M. Butcher E. Meaburn L. Liu C. Fernandes L. Hill A. Al-Chalabi R. Plomin L. Schalkwyk I.W. Craig (2004) ArticleTitleGenotyping pooled DNA on microarrays: a systematic genome screen of thousands of SNPs in large samples to detect QTLs for complex traits Behavior Genet. 34 549–555

    Google Scholar 

  • L.R. Cardon J.I. Bell (2001) ArticleTitleAssociation study designs for complex diseases Nature Rev. Genet. 2 91–99 Occurrence Handle1:CAS:528:DC%2BD3MXisVGjtbs%3D Occurrence Handle10.1038/35052543 Occurrence Handle11253062

    Article  CAS  PubMed  Google Scholar 

  • O. Carlborg C.S. Haley (2004) ArticleTitleEpistasis: too often neglected in complex trait studies Nature Rev. Genet. 5 618–625 Occurrence Handle1:CAS:528:DC%2BD2cXlvVSjt7g%3D Occurrence Handle15266344

    CAS  PubMed  Google Scholar 

  • A. Ching K.S. Caldwell M. Jung M. Dolan O.S. Smith S. Tingey M. Morgante A.J. Rafalski (2002) ArticleTitleSNP frequency, haplotype structure and linkage disequilibrium in elite maize inbred lines BMC Genet. 3 19 Occurrence Handle10.1186/1471-2156-3-19 Occurrence Handle12366868

    Article  PubMed  Google Scholar 

  • A.G. Clark (1990) ArticleTitleInference of haplotypes from PCR-amplified samples of diploid populations Mol. Biol. Evol. 7 111–122 Occurrence Handle2108305 Occurrence Handle1:CAS:528:DyaK3cXitlSrsbo%3D

    PubMed  CAS  Google Scholar 

  • A.G. Clark (2003) ArticleTitleFinding genes underlying risk of complex disease by linkage disequilibrium Curr. Opin. Genet. Develop. 13 296–302 Occurrence Handle1:CAS:528:DC%2BD3sXkt1Kgurc%3D

    CAS  Google Scholar 

  • R.M. Clark E. Linton J. Messing J.F. Doebley (2004) ArticleTitlePatterns of diversity in the genomic region near the maize domestication gene tb1 Proc. Natl. Acad. Sci. USA 101 700–707 Occurrence Handle14701910 Occurrence Handle1:CAS:528:DC%2BD2cXhsVWhtbo%3D

    PubMed  CAS  Google Scholar 

  • Collins N.C., Lahaye T., Schulze-Lefert P. (2002). Linkage disequilibrium and rice synteny near the barley ROR1 and ROR2 genes. In: Plant, Animal & Microbe Genome X Conference, 12–16 January, Town & Country Convention Center, San Diego, CA

  • Cregan P., Randall N., Youlin Z. (2002). Sequence variation, haplotype diversity and linkage disequilibrium in cultivated and wild soybean. In: First International Conference on Legume Genomics and Genetics: Translation to crop improvement, 2–6, June. Minneapolis-St. Paul, MN

  • W. Czika B.S. Weir (2004) ArticleTitleProperties of the Multiallelic Trend Test Biometrics 60 69–74 Occurrence Handle10.1111/j.0006-341X.2004.00166.x Occurrence Handle15032775 Occurrence Handle000220384400009

    Article  PubMed  ISI  Google Scholar 

  • A. Darvasi A. Weintreb V. Minke S. Weller M. Soller (1993) ArticleTitleDetecting marker QTL linkage and estimating QTL gene effect and map location using a saturated genetic map Genetics 134 943–951 Occurrence Handle8349116 Occurrence Handle1:CAS:528:DyaK3sXkvVOnu7k%3D Occurrence HandleA1993LJ51300023

    PubMed  CAS  ISI  Google Scholar 

  • B. Desplanque F. Viard J. Bernard D. Forcioli P. Saumitou-Laprade J. Cuguen H. Van Dijk (2000) ArticleTitleThe linkage disequilibrium between chloroplast DNA and mitochondrial DNA haplotypes in Beta vulgaris ssp. maritime L.: The usefulness of both genomes for population genetics studies Mol. Ecol. 9 141–154 Occurrence Handle10.1046/j.1365-294x.2000.00843.x Occurrence Handle10672158 Occurrence Handle1:CAS:528:DC%2BD3cXhvF2ku7k%3D

    Article  PubMed  CAS  Google Scholar 

  • Deu M., Glaszmann J.C. (2004). Linkage disequilibrium in sorghum. In: Plant & Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, W10

  • B. Devlin N. Risch K. Roeder (1996) ArticleTitleDisequilibrium mapping: Composite likelihood for pairwise disequilibrium Genomics 36 1–16 Occurrence Handle10.1006/geno.1996.0419 Occurrence Handle8812410 Occurrence Handle1:CAS:528:DyaK28Xlt1agtr8%3D Occurrence HandleA1996VD24600001

    Article  PubMed  CAS  ISI  Google Scholar 

  • V. Dvornyk A. Sirviö M. Mikkonen O. Savolainen (2002) ArticleTitleLow nucleotide diversity at the pal1locus in the widely distributed Pinus sylvestris Mol. Biol. Evol. 19 179–188 Occurrence Handle11801746 Occurrence Handle1:CAS:528:DC%2BD38XovVCjuw%3D%3D

    PubMed  CAS  Google Scholar 

  • I.A. Eaves T.R. Merriman R.A. Barber S. Nutland E. Tuomilehto-Wolf J. Tuomilehto F. Cucca J.A. Todd (2000) ArticleTitleThe genetically isolated populations of Finland and sardinia may not be a panacea for linkage disequilibrium mapping of common disease genes Nat. Genet. 25 320–323 Occurrence Handle10888882 Occurrence Handle1:CAS:528:DC%2BD3cXkvFKksLs%3D

    PubMed  CAS  Google Scholar 

  • F. Farnir B. Grisart W. Coppieters J. Riquet P. Berzi N. Cambisano L. Karim M. Mni S. Moisio P. Simon D. Wagenaar J. Vilkki M. Georges (2002) ArticleTitleSimultaneous mining of linkage and linkage disequilibrium to fine map quantitative trait loci in outbred half-sib pedigrees: revisiting the location of a quantitative trait locus with major effect on milk production on bovine chromosome 14 Genetics 161 275–287 Occurrence Handle12019241 Occurrence Handle1:CAS:528:DC%2BD38XkslChtb8%3D Occurrence Handle000175814900024

    PubMed  CAS  ISI  Google Scholar 

  • R.A. Fisher (1935) ArticleTitleThe logic of inductive inference J. R. Stat. Soc. Ser. A. 98 39–54

    Google Scholar 

  • S.A. Flint-Garcia J.M. Thornsberry IV. Buckler E.S. (2003) ArticleTitleStructure of linkage disequilibrium in plants Annu. Rev. Plant Biol. 54 357–374 Occurrence Handle10.1146/annurev.arplant.54.031902.134907 Occurrence Handle14502995 Occurrence Handle1:CAS:528:DC%2BD3sXntFSgu7c%3D

    Article  PubMed  CAS  Google Scholar 

  • Garnier-Géré P., Bedon F., Pot D., Austerlitz F., léger P., Kremer A., Plomion C. (2003). DNA sequence polymorphism, linkage disequilibrium and haplotype structure in candidate genes of wood quality traits in maritime pine Pinus pinaster Ait. In: Plant & Animal Genomes XI Conference, 11–15 January, Town & Country Convention Center, San Diego, CA, P241

  • A.J. Garris S.R. McCouch S. Kresovich (2003) ArticleTitlePopulation structure and its effects on haplotype diversity and linkage disequilibrium surrounding the xa5 locus of rice Oryza sativa L Genetics 165 759–769 Occurrence Handle14573486 Occurrence Handle000186224900027

    PubMed  ISI  Google Scholar 

  • B.S. Gaut A.D. Long (2003) ArticleTitleThe lowdown on linkage disequilibrium Plant Cell 15 1502–1506 Occurrence Handle10.1105/tpc.150730 Occurrence Handle12837942 Occurrence Handle1:CAS:528:DC%2BD3sXlslWktLk%3D Occurrence Handle000185078400003

    Article  PubMed  CAS  ISI  Google Scholar 

  • C. Gebhardt A. Ballvora B. Walkemeier P. Oberhagemann K. Schüler (2004) ArticleTitleAssessing genetic potential in germplasm collections of crop plants by marker-trait association: a case study for potatoes with quantitative variation of resistance to late blight and maturity type Mol. Breed. 13 93–102 Occurrence Handle10.1023/B:MOLB.0000012878.89855.df Occurrence Handle1:CAS:528:DC%2BD2cXkt1Kkuw%3D%3D

    Article  CAS  Google Scholar 

  • Geburek T. (1998). Genetic variation of Norway spruce Picea abies [l.] Karst. populations in austria I. Digenic disequilibrium and microspatial patterns derived from allozymes. Forest Genet. 5 http://www.tuzvo.sk/∼paule/webdoc2.htm

  • H. Geiringer (1944) ArticleTitleOn the probability theory of linkage in Mendelian heredity Ann. Math. Stat. 15 25–57

    Google Scholar 

  • Glaszmann J.C. (1986). Linkage disequilibrium between Est-2 and Amp-3 in rice varieties. Rice Genet. Newslet. 3

  • A.M. Glazier J.H. Nadeau T.J. Aitman (2002) ArticleTitleFinding genes that underlie complex traits Science 298 2345–2349 Occurrence Handle10.1126/science.1076641 Occurrence Handle12493905 Occurrence Handle1:CAS:528:DC%2BD38Xps1Sju7Y%3D Occurrence Handle000179915900044

    Article  PubMed  CAS  ISI  Google Scholar 

  • D.B. Goldstein K.I. Ahmadi M.E. Weale N.W. Wood (2003) ArticleTitleGenome scans and candidate gene approaches in the study of common diseases and variable drug responses Trends Genet. 19 615–622 Occurrence Handle10.1016/j.tig.2003.09.006 Occurrence Handle14585613 Occurrence Handle1:CAS:528:DC%2BD3sXosVKrsrw%3D

    Article  PubMed  CAS  Google Scholar 

  • González-Martínez S.C., Brown G.R., Ersoz E., Gill G.P., Kuntz R.J., Beal J.A., Wheeler N.C., Neale D.B. (2004). Nucleotide diversity, linkage disequilibrium and adaptive variation in natural populations of loblolly pine. In: Plant & Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, W3

  • R. Gorelick M.D. Laubichler (2004) ArticleTitleDecomposing multilocus linkage disequilibrium Genetics 166 1581–1583 Occurrence Handle10.1534/genetics.166.3.1581 Occurrence Handle15082571 Occurrence Handle000220950100039

    Article  PubMed  ISI  Google Scholar 

  • P.K. Gupta S. Rustgi (2004) ArticleTitleMolecular markers from the transcribed/expressed region of the genome in higher plants Funct. Integr. Genomics 4 137–162 Occurrence Handle10.1007/s10142-004-0107-0 Occurrence Handle1:CAS:528:DC%2BD2cXmtVyhsLo%3D

    Article  CAS  Google Scholar 

  • C.A. Hackett (2002) ArticleTitleStatistical methods of QTL mapping in cereals Plant Mol. Biol. 48 585–599 Occurrence Handle10.1023/A:1014896712447 Occurrence Handle11999836 Occurrence Handle1:CAS:528:DC%2BD38XjsFWrtrs%3D

    Article  PubMed  CAS  Google Scholar 

  • J. Hagenblad M. Nordborg (2002) ArticleTitleSequence variation and haplotype structure surrounding the flowering time locus FRI in Arabidopsis thaliana Genetics 161 289–298 Occurrence Handle12019242 Occurrence Handle1:CAS:528:DC%2BD38XkslChtbo%3D Occurrence Handle000175814900025

    PubMed  CAS  ISI  Google Scholar 

  • B.V. Halldorsson V. Bafna R. Lippert R. Schwartz F.M. DeLa Vega A.G. Clark S. Istrail (2004) ArticleTitleOptimal haplotype block-free selection of tagging SNPs for genome-wide association studies Genome Res. 14 1633–1640 Occurrence Handle10.1101/gr.2570004 Occurrence Handle15289481 Occurrence Handle1:CAS:528:DC%2BD2cXmvFaqtrg%3D

    Article  PubMed  CAS  Google Scholar 

  • M.T. Hamblin S.E. Mitchell G.M. White J. Gallego R. Kukatla R.A. Wing A.H. Paterson S. Kresovich (2004) ArticleTitleComparative population genetics of the panicoid grasses: sequence polymorphism, linkage disequilibrium and selection in a diverse sample of Sorghum bicolor Genetics 167 471–483 Occurrence Handle10.1534/genetics.167.1.471 Occurrence Handle15166170 Occurrence Handle1:CAS:528:DC%2BD2cXlsFOit7c%3D Occurrence Handle000221851100039

    Article  PubMed  CAS  ISI  Google Scholar 

  • U. Hanfstingl A. Berry E. Kellogg J.T. Costa SuffixIII W. Rudiger F.M. Ausubel (1994) ArticleTitleHaplotypic divergence coupled with lack of diversity at the Arabidopsis thaliana alcohol dehydrogenase locus: roles for balancing and directional selection Genetics 138 811–828 Occurrence Handle7851777 Occurrence Handle1:CAS:528:DyaK28XitlKiug%3D%3D Occurrence HandleA1994PP05000025

    PubMed  CAS  ISI  Google Scholar 

  • M. Hansen T. Kraft S. Ganestam T. Sall N.-o. Nilsson (2001) ArticleTitleLinkage disequilibrium mapping of the bolting gene in sea beet using AFLP markers Genet. Res. 77 61–66 Occurrence Handle10.1017/S0016672300004857 Occurrence Handle11279831 Occurrence Handle1:CAS:528:DC%2BD3MXktVSnsbo%3D

    Article  PubMed  CAS  Google Scholar 

  • J. Hästbacka A. Chapelle Particlede la M. Mahtani G. Clines M.P. Reeve-Daly M. Daly B.A. Hamilton K. Kusumi B. Trivedi A. Weaver A. Coloma M. Lovett a. Buckler I. Kaitila E.S. Lander (1994) ArticleTitleThe diastrophic dysplasia gene encodes a novel sulfate transporter: Positional cloning by fine-structure linkage disequilibrium mapping Cell 78 1078–1087

    Google Scholar 

  • B. Haubold J. Kroymann A. Ratzka T. Mitchell-Olds T. Wiehe (2002) ArticleTitleRecombination and gene conversion in a 170-kb genomic region of Arabidopsis thaliana Genetics 161 1269–1278 Occurrence Handle12136029 Occurrence Handle1:CAS:528:DC%2BD38XmsF2qsrk%3D Occurrence Handle000177192500029

    PubMed  CAS  ISI  Google Scholar 

  • P.W. Hedrick (1987) ArticleTitleGametic disequilibrium measures: proceed with caution Genetics 117 331–341 Occurrence Handle3666445 Occurrence Handle1:STN:280:DyaL1c%2FjtVKmtA%3D%3D Occurrence HandleA1987K367300017

    PubMed  CAS  ISI  Google Scholar 

  • Hyten D.L., Song Q., Cregan P.B. (2004). Linkage disequilibrium in four soybean populations. In: Plant &Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, P534

  • H. Innan F. Tajima R. Terauchi N.T. Miyashita (1996) ArticleTitleIntragenic recombination in the Adh locus of the wild plant Arabidopsis thaliana Genetics 143 1761–1770 Occurrence Handle8844162 Occurrence Handle1:CAS:528:DyaK28XlvVSqtrk%3D Occurrence HandleA1996VA24400023

    PubMed  CAS  ISI  Google Scholar 

  • H. Innan R. Terauchi G. Kahl F. Tajima (1999) ArticleTitleA method for estimating nucleotide diversity from AFLP data Genetics 151 1157–1164 Occurrence Handle10049931 Occurrence Handle1:CAS:528:DyaK1MXitVShtb4%3D Occurrence Handle000078966100022

    PubMed  CAS  ISI  Google Scholar 

  • H. Innan R. Terauchi N.T. Miyashita (1997) ArticleTitleMicrosatellite polymorphism in natural populations of the wild plant Arabidopsis thaliana Genetics 146 1441–1452 Occurrence Handle9258686 Occurrence Handle1:STN:280:DyaK2svgtleitQ%3D%3D Occurrence HandleA1997XM83300020

    PubMed  CAS  ISI  Google Scholar 

  • V.C. Ivandic A. Hackett E. Nevo R. Keith W.T.B. Thomas B.P. Foster (2002) ArticleTitleAnalysis of simple sequence repeat (SSRs) in wild barley from the Fertile Crescent: associations with ecology, geography and flowering time Plant Mol. Biol. 48 511–527 Occurrence Handle10.1023/A:1014875800036 Occurrence Handle11999832 Occurrence Handle1:CAS:528:DC%2BD38XjsFWrtr4%3D

    Article  PubMed  CAS  Google Scholar 

  • Ivanissevich D., Morgante M. (2001). Sequence diversity and SNP marker development in Norway spruce. In: Proceedings of the XLV Italian Society of Agricultural Genetics – SIGA Annual Congress, 26–29 September, Salsomaggiore Terme, Italy

  • Jannink J.-L., Walsh B. (2002). Association mapping in plant populations. In: Kang M.S. (eds) Quantitative Genetics, Genomics and Plant Breeding, CAB International, pp. 59–68

  • N. Jannoo L. Grivet A. Dookun A. D’Hont J.C. Glaszmann (1999) ArticleTitleLinkage disequilibrium among modern sugarcane cultivars Theor. Appl. Genet. 99 1053–1060 Occurrence Handle1:CAS:528:DyaK1MXotVCisL8%3D

    CAS  Google Scholar 

  • Jannoo N., Grivet L., Dookun A., D’Hont A., Glaszmann J.C. (2001). Evaluation of the genetic base of sugarcane cultivars and structuration of diversity at the chromosome level using molecular markers. In: Proceedings 4th Annual Meeting of Agril. Scientists, 21–22 October 1999, Réduit, Maurice Réduit, FARGP, pp. 123–135

  • C. Jiang Z.-B. Zeng (1995) ArticleTitleMultiple trait analysis for genetic mapping of quantitative trait loci Genetics 140 1111–1127 Occurrence Handle7672582 Occurrence Handle1:CAS:528:DyaK28Xht1Gjur4%3D Occurrence HandleA1995RE86800023

    PubMed  CAS  ISI  Google Scholar 

  • Johnson T. (2004). Multipoint linkage disequilibrium mapping using multilocus allele frequency data. http://homepages.ed.ac.uk/tobyj/

  • J.B. Jorde (2000) ArticleTitleLinkage disequilibrium and the search for complex disease gene Genome Res. 10 1435–1444 Occurrence Handle10.1101/gr.144500 Occurrence Handle11042143 Occurrence Handle1:CAS:528:DC%2BD3cXns1Siurk%3D

    Article  PubMed  CAS  Google Scholar 

  • M. Jung A. Ching D. Bhattramakki M. Dolan S. Tingey M. Morgante A. Rafalski (2004) ArticleTitleLinkage disequilibrium and sequence diversity in a 500-kbp region around the adh1 locus in elite maize germplasm Theor. Appl. Genet. 109 681–689 Occurrence Handle10.1007/s00122-004-1695-8 Occurrence Handle15300382 Occurrence Handle1:CAS:528:DC%2BD2cXnvVWjtrw%3D

    Article  PubMed  CAS  Google Scholar 

  • S.T. Kalinowski P.W. Hedrick (2001) ArticleTitleEstimation of linkage disequilibrium for loci with multiple alleles: basic approach and an application using data from bighorn sheep Heredity 87 698–708 Occurrence Handle10.1046/j.1365-2540.2001.00966.x Occurrence Handle11903565 Occurrence Handle1:STN:280:DC%2BD387ntVWgtw%3D%3D Occurrence Handle000173587200010

    Article  PubMed  CAS  ISI  Google Scholar 

  • A.B. Korol Y.I. Ronin A.M. Itskovich J. Peng E. Nevo (2001) ArticleTitleEnhanced efficiency of quantitative trait loci mapping analysis based on multivariate complexes of quantitative traits Genetics 157 1789–1803 Occurrence Handle11290731 Occurrence Handle1:CAS:528:DC%2BD3MXjsFemtbg%3D Occurrence Handle000168223400034

    PubMed  CAS  ISI  Google Scholar 

  • A.T.W. Kraakman R.E. Niks P.M.M.M. Vanden Berg P. Stam F.A. Van Eeuwijk (2004) ArticleTitleLinkage disequilibrium mapping of yield and yield stability in modern spring barley cultivars Genetics 168 435–446 Occurrence Handle10.1534/genetics.104.026831 Occurrence Handle15454555 Occurrence Handle1:CAS:528:DC%2BD2cXptl2mu7Y%3D Occurrence Handle000224393700034

    Article  PubMed  CAS  ISI  Google Scholar 

  • T. Kraft M. Hansen N.-O. Nilsson (2000) ArticleTitleLinkage disequilibrium and fingerprinting in sugar beet Theor. Appl. Genet. 101 323–326 Occurrence Handle10.1007/s001220051486

    Article  Google Scholar 

  • M. Kreitman A.D. Rienzo (2004) ArticleTitleBalancing claims for balancing selection Trends Genet. 20 300–304 Occurrence Handle10.1016/j.tig.2004.05.002 Occurrence Handle15219394 Occurrence Handle1:CAS:528:DC%2BD2cXlt1ansr0%3D

    Article  PubMed  CAS  Google Scholar 

  • Kruger S.A., Able J.A., Chalmers K.J., Langridge P. (2004). Linkage disequilibrium analysis of hexaploid wheat. In: Plant & Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, P321

  • P.L. Kulwal R. Singh H.S. Balyan P.K. Gupta (2004) ArticleTitleGenetic basis of pre-harvest sprouting tolerance using single-locus and two-locus QTL analyses in bread wheat Funct. Integr. Genomics 4 94–101 Occurrence Handle10.1007/s10142-004-0105-2 Occurrence Handle14986154 Occurrence Handle1:CAS:528:DC%2BD2cXksVShtbs%3D

    Article  PubMed  CAS  Google Scholar 

  • S. Kumar C. Echt P.L. Wilcox T.E. Richardson (2004) ArticleTitleTesting for linkage disequilibrium in the New Zealand radiata pine breeding population Theor. Appl. Genet. 108 292–298 Occurrence Handle10.1007/s00122-003-1352-7 Occurrence Handle12898020 Occurrence Handle1:STN:280:DC%2BD2c%2Fitl2iug%3D%3D

    Article  PubMed  CAS  Google Scholar 

  • J.A. Labate K.R. Lamkey M. Lee W. Woodman (2000) ArticleTitleHardy–Weinberg and linkage equilibrium estimates in the BSSS and BSCB1 random mated populations Maydica 45 243–255 Occurrence Handle000165651600010

    ISI  Google Scholar 

  • L.C. Lazzeroni (1998) ArticleTitleLinkage disequilibrium and gene mapping: An empirical least-squares approach Am. J. Hum. Genet. 62 159–170 Occurrence Handle9490574 Occurrence Handle1:CAS:528:DyaK1cXhsVGrs74%3D

    PubMed  CAS  Google Scholar 

  • A.-E. Lehesjoki M. Koskiniemi R. Norio S. Tirrito P. Sistonen E. Lander A. Chapelle Particlede la (1993) ArticleTitleLocalization of the EPM1 gene for progressive myoclonus epilepsy on chromosome 21: linkage disequilibrium allows high resolution mapping Hum. Mol. Genet. 2 1229–1234 Occurrence Handle8104628 Occurrence Handle1:CAS:528:DyaK3sXmtFyqsLo%3D

    PubMed  CAS  Google Scholar 

  • R.C. Lewontin (1988) ArticleTitleOn measures of gametic disequilibrium Genetics 120 849–852 Occurrence Handle3224810 Occurrence Handle1:STN:280:DyaL1M7jsl2itg%3D%3D Occurrence HandleA1988Q758300025

    PubMed  CAS  ISI  Google Scholar 

  • N. Li M. Stephens (2003) ArticleTitleModeling linkage disequilibrium and identifying recombination hotspots using single-nucleotide polymorphism data Genetics 165 2213–2233 Occurrence Handle14704198 Occurrence Handle1:CAS:528:DC%2BD2cXnvFOluw%3D%3D Occurrence Handle000187805300045

    PubMed  CAS  ISI  Google Scholar 

  • Y.C. Li T. Fahima J.H. Peng M.S. Röder V.M. Kirzhner A. Beiles A. Korol E. Nevo (2000) ArticleTitleEdaphic microsatellite DNA divergence in wild emmer wheat, Triticum dicoccoides, at a microsite: Tabigha, Israel Theor. Appl. Genet. 101 1029–1038 Occurrence Handle1:CAS:528:DC%2BD3cXovVaksrg%3D

    CAS  Google Scholar 

  • K.-Y. Liang F.-C. Hsu T.H. Beaty K.C. Barnes (2001) ArticleTitleMultipoint linkage-disequilibrium-mapping approach based on the case-parent trio design Am. J. Hum. Genet. 68 937–950 Occurrence Handle10.1086/319504 Occurrence Handle11254451 Occurrence Handle1:CAS:528:DC%2BD3MXkvFars7g%3D

    Article  PubMed  CAS  Google Scholar 

  • J.-Z. Lin A.H.D. Brown M.T. Clegg (2001) ArticleTitleHeterogeneous geographic patterns of nucleotide diversity between two alcohol dehydrogenase genes in wild barley Hordeum vulgare subspecies spontaneum Proc. Natl. Acad. Sci. USA 98 531–536 Occurrence Handle11149938 Occurrence Handle1:CAS:528:DC%2BD3MXnslKhuw%3D%3D

    PubMed  CAS  Google Scholar 

  • J.-Z. Lin P.L. Morrell M.T. Clegg (2002) ArticleTitleThe influence of linkage and inbreeding on patterns of nucleotide sequence diversity at duplicate alcohol dehydrogenase loci in wild barley Hordeum vulgare ssp. spontaneum Genetics 162 2007–2015 Occurrence Handle12524366 Occurrence Handle1:CAS:528:DC%2BD3sXht1ajsLk%3D Occurrence Handle000180502300041

    PubMed  CAS  ISI  Google Scholar 

  • K. Liu M. Goodman S. Muse J.S. Smith Buckler J. Doebley (2003) ArticleTitleGenetic structure and diversity among maize inbred lines as inferred from DNA microsatellites Genetics 165 2117–2128 Occurrence Handle14704191 Occurrence Handle1:CAS:528:DC%2BD2cXnvFOltA%3D%3D Occurrence Handle000187805300038

    PubMed  CAS  ISI  Google Scholar 

  • X.Y. Lou G. Casella R.C. Littell M.C.K. Yang J.A. Johnson R. Wu (2003) ArticleTitleA haplotype-based algorithm for multilocus linkage disequilibrium mapping of quantitative trait loci with epistasis Genetics 163 1533–1548 Occurrence Handle12702696 Occurrence Handle1:CAS:528:DC%2BD3sXjvVensbo%3D Occurrence Handle000182517900027

    PubMed  CAS  ISI  Google Scholar 

  • M.S. Lund P. Sorensen B. Guldbrandtsen D.A. Sorensen (2003) ArticleTitleMultitrait fine mapping of quantitative trait loci using combined linkage disequilibria and linkage analysis Genetics 163 405–410 Occurrence Handle12586725 Occurrence Handle1:CAS:528:DC%2BD3sXhvFChs74%3D Occurrence Handle000181039700035

    PubMed  CAS  ISI  Google Scholar 

  • Maccaferri M., Sanguineti M.C., Noli E., Tuberosa R. (2004). Population structure and long-range linkage disequilibrium in a durum wheat elite collection. In: Plant & Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, P416

  • T.F.C. Mackay (2001) ArticleTitleThe genetic architecture of quantitative traits Annu. Rev. Genet. 33 303–39

    Google Scholar 

  • N. Maniatis A. Collins C.-F. Xu L.C. McCarthy D.R. Hewett W. Tapper S. Ennis X. Ke N.E. Morton (2002) ArticleTitleThe first linkage disequilibrium LD maps: delineation of hot and cold blocks by diplotype analysis Proc. Natl. Acad. Sci. USA 99 2228–2233 Occurrence Handle10.1073/pnas.042680999 Occurrence Handle11842208 Occurrence Handle1:CAS:528:DC%2BD38XitVSrtLg%3D

    Article  PubMed  CAS  Google Scholar 

  • Manosala P., Trognitz F., Gysin R., Torres S., Nino D., Silmon R., Trognitz B., Ghislain M., Nelson R.J. (2001). Plant defense genes associated with quantitative resistance to potato late blight. In: Plant & Animal Genome IX Conference, January 13–17, 2001, Town & Country Hotel, San Diego, CA, P07_30.html

  • Mather D.E., Hayes P.M., Chalmers K., Eglinton J., Matus I., Richardson K., von Zitzewitz J., Marquez-Cedillo L. (2004). Use of SSR marker data to study linkage disequilibrium and population structure in Hordeum vulgare: Prospects for association mapping in barley. In: Linkage Disequilibrium Workshop, April 4–7, Novotel Barossa Valley Resort, South Australia

  • I. Matus A Corey T. Filichkin P.M. Hayes M.I. Vales J. Kling O. Riera-Lizarazu K. Sato W. Powell R. Waugh (2003) ArticleTitleDevelopment and characterization of recombinant chromosome substitution lines (RCSLs) using Hordeum vulgare subsp. spontaneum as a source of donor alleles in Hordeum vulgare subsp. vulgare background Genome 46 1010–1023 Occurrence Handle10.1139/g03-080 Occurrence Handle14663520 Occurrence Handle1:CAS:528:DC%2BD2cXnt1Gktg%3D%3D Occurrence Handle000187876500016

    Article  PubMed  CAS  ISI  Google Scholar 

  • R. Mauricio E.A. Stahl T. Korves D. Tian M. Kreitman J. Bergelson (2003) ArticleTitleNatural selection for polymorphism in the disease resistance gene Rps2 of Arabidopsis thaliana Genetics 163 735–746 Occurrence Handle12618410 Occurrence Handle1:CAS:528:DC%2BD3sXislWjuro%3D Occurrence Handle000181417200026

    PubMed  CAS  ISI  Google Scholar 

  • McCouch S., Garris A., Semon M., Lu H., Coburn J., Redus M., Rutger N., Edwards J., Kresovich S., Nielsen R., Jones M., Tai T. (2004). Genetic diversity and population structure in rice. In: Plant & Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, W6

  • Melchinger A.E. (1996). Advances in the analysis of data on quantitative trait loci. In: Chopra V.L., Singh R.B., Verma A. (eds.), Proceedings, 2nd International Crop Science Congress, New Delhi, India, pp. 773–791

  • T.H.E. Meuwissen M.E. Goddard (2000) ArticleTitleFine mapping of quantitative trait loci using linkage disequilibria with closely linked marker loci Genetics 155 421–430 Occurrence Handle10790414 Occurrence Handle1:STN:280:DC%2BD3c3ltlWhsQ%3D%3D Occurrence Handle000086869200036

    PubMed  CAS  ISI  Google Scholar 

  • T.H.E. Meuwissen M.E. Goddard (2004) ArticleTitleMapping multiple QTL using linkage disequilibrium and linkage analysis information and multitrait data Genet. Sel. Evol. 36 261–279 Occurrence Handle15107266 Occurrence Handle1:CAS:528:DC%2BD2cXlsFGhsbY%3D

    PubMed  CAS  Google Scholar 

  • N.T. Miyashita A. Kawabe H. Innan (1999) ArticleTitleDNA variation in the wild plant Arabidopsis thaliana revealed by amplified fragment length polymorphism analysis Genetics 152 1723–1731 Occurrence Handle10430596 Occurrence Handle1:CAS:528:DyaK1MXlslSqsrc%3D Occurrence Handle000081889600043

    PubMed  CAS  ISI  Google Scholar 

  • A.P. Morris J.C. Whittaker C.-F. Xu L.K. Hosking D.J. Balding (2003) ArticleTitleMultipoint linkage-disequilibrium mapping narrows location interval and identifies mutation heterogeneity Proc. Natl. Acad. Sci. USA 100 13442–13446 Occurrence Handle10.1073/pnas.2235031100 Occurrence Handle14597696 Occurrence Handle1:CAS:528:DC%2BD3sXptFOisbc%3D

    Article  PubMed  CAS  Google Scholar 

  • J.C. Mullikin S.E. Hunt C.G. Cole B.J. Mortimore C.M. Rice J. Burton L.H. Matthews R. Pavitt R.W. Plumb S.K. Sims R.M. Ainscough J. Attwood J.M. Bailey K. Barlow R.M. Bruskiewich P.N. Butcher N.P. Carter Y. Chen C.M. Clee P.C. Coggill J. Davies R.M. Davies E. Dawson M.D. Francis A.A. Joy R.G. Lamble C.F. Langford J. Macarthy V. Mall A. Moreland E.K. Overton-Larty M.T. Ross L.C. Smith C.A. Steward J.E. Sulston E.J. Tinsley K.J. Turney D.L. Willey G.D. Wilson A.A. McMurray I. Dunham J. Rogers D.R. Bentley (2000) ArticleTitleAn SNP map of human chromosome 22 Nature 407 516–520 Occurrence Handle11029003 Occurrence Handle1:CAS:528:DC%2BD3cXntlSks7w%3D Occurrence Handle000089727400051

    PubMed  CAS  ISI  Google Scholar 

  • D.B. Neale O. Savolainen (2004) ArticleTitleAssociation genetics of complex traits in conifers Trends Plant Sci. 9 325–330 Occurrence Handle10.1016/j.tplants.2004.05.006 Occurrence Handle15231277 Occurrence Handle1:CAS:528:DC%2BD2cXlsVSnur8%3D

    Article  PubMed  CAS  Google Scholar 

  • M. Nordborg J.O. Borevitz J. Bergelson C.C. Berry J. Chory J. Hagenblad M. Kreitman J.N. Maloof T. Noyes P. Oefner E.A. Stahl D. Weigel (2002) ArticleTitleThe extent of linkage disequilibrium in Arabidopsis thaliana Nature Genet. 30 190–193 Occurrence Handle10.1038/ng813 Occurrence Handle11780140 Occurrence Handle1:CAS:528:DC%2BD38XhtFWltLo%3D

    Article  PubMed  CAS  Google Scholar 

  • M. Nordborg S. Tavaré (2002) ArticleTitleLinkage disequilibrium: what history has to tell us? Trends. Genet. 18 83–90 Occurrence Handle10.1016/S0168-9525(02)02557-X Occurrence Handle11818140 Occurrence Handle1:CAS:528:DC%2BD38XovFantQ%3D%3D

    Article  PubMed  CAS  Google Scholar 

  • M. Nothnagel R. Fürst K. Rohde (2002) ArticleTitleEntropy as a measure for linkage disequilibrium over multilocus haplotype blocks Hum. Hered. 54 186–198 Occurrence Handle10.1159/000070664 Occurrence Handle12771551 Occurrence Handle1:CAS:528:DC%2BD3sXktVKntbY%3D

    Article  PubMed  CAS  Google Scholar 

  • Nothnagel M., Rohde K., Yu F., Willis T., Pasternak S., Hardenbol P., Belmont J., Leal S.M., Gibbs R.A. (2004). Definition of haplotype blocks based on multilocus LD assessment. In: Ninth International Human Genome Meeting, Estrel Convention Centre, Berlin, Germany, 4–7 April, P239

  • K.M. Olsen S.S. Halldorsdottir J.R. Stinchcombe C. Weinig J. Schmitt M.D. Purugganan (2004) ArticleTitleLinkage disequilibrium mapping of Arabidopsis CRY2flowering time alleles Genetics 167 1361–1369 Occurrence Handle10.1534/genetics.103.024950 Occurrence Handle15280248 Occurrence Handle1:CAS:528:DC%2BD2cXnt1Gju7s%3D Occurrence Handle000223109300028

    Article  PubMed  CAS  ISI  Google Scholar 

  • Owens C.L. (2003a). SNP detection and genotyping in Vitis. In: E. Hajdu and E. Borbas (Eds.) VIII International Conference on Grape Genetics and Breeding

  • Owens C.L. (2003b). http://www.ars.usda.gov/research/projects/projects.htm?ACCN _NO=407003&showpars=true&fy= 2003

  • Owens C.L. (2004). Combining linkage analysis and linkage disequilibrium mapping to dissect the genetics of fruit color in grapevine. In: Seventh International Symposium on Grapevine Physiology & Biotechnology, 21–25 June, University of California, Davis, California, USA

  • B. Padhukasahasram P. Marjoram M. Nordborg (2004) ArticleTitleEstimating the rate of gene conversion on human chromosome 21 Am. J. Hum. Genet. 75 386–397 Occurrence Handle10.1086/423451 Occurrence Handle15250027 Occurrence Handle1:CAS:528:DC%2BD2cXnt1Wgt7s%3D

    Article  PubMed  CAS  Google Scholar 

  • K. Palaisa M. Morgante S. Tingey A. Rafalski (2004) ArticleTitleLong-range patterns of diversity and linkage disequilibrium surrounding the maize Y1 gene are indicative of an asymmetric selective sweep Proc. Natl. Acad. Sci. USA. 101 9885–9890 Occurrence Handle10.1073/pnas.0307839101 Occurrence Handle15161968 Occurrence Handle1:CAS:528:DC%2BD2cXlvVahtbs%3D

    Article  PubMed  CAS  Google Scholar 

  • K.A. Palaisa M. Morgante M. Williams A. Rafalski (2003) ArticleTitleContrasting effects of selection on sequence diversity and linkage disequilibrium at two phytoene synthase loci Plant Cell 15 1795–1806 Occurrence Handle10.1105/tpc.012526 Occurrence Handle12897253 Occurrence Handle1:CAS:528:DC%2BD3sXms1WlsLc%3D Occurrence Handle000184867100010

    Article  PubMed  CAS  ISI  Google Scholar 

  • A.H. Paterson Y.-R. Lin Z. Li K.F. Schertz J.F. Doebley S.R.M. Pinson S.-C. Liu J.W. Stansel J.E. Irvine (1995) ArticleTitleConvergent domestication of cereal crops by independent mutations at corresponding genetic loci Science 269 1714–1718 Occurrence Handle1:CAS:528:DyaK2MXot1aitbg%3D Occurrence HandleA1995RV94800036 Occurrence Handle17821643

    CAS  ISI  PubMed  Google Scholar 

  • J. Peng Y. Ronin T. Fahima M.S. Röder Y. Li E. Nevo A. Korol (2003) ArticleTitleDomestication quantitative trait loci in Triticum dicoccoides, the progenitor of wheat Proc. Natl. Acad. Sci. USA 100 2489–2494 Occurrence Handle12604784 Occurrence Handle1:CAS:528:DC%2BD3sXitVais78%3D

    PubMed  CAS  Google Scholar 

  • C. Pozzi L. Rossini A. Vacchietti F. Salamini (2004) Gene and genome changes during domestication of cereals P.K. Gupta R.K. Varshney (Eds) Cereal Genomics. Kluwer Academic The Netherlands 165–198

    Google Scholar 

  • J.K. Pritchard M. Stephens N.A. Rosenberg P. Donnelly (2000) ArticleTitleAssociation mapping in structured populations Am. J. Hum. Genet. 37 170–181

    Google Scholar 

  • M.D. Purugganan J.L. Suddith (1999) ArticleTitleMolecular population genetics of floral homeotic loci: departures from the equilibrium-neutral model at the APETALA3 and PISTILLATA genes of Arabidopsis thaliana Genetics 151 839–848 Occurrence Handle9927474 Occurrence Handle1:CAS:528:DyaK1MXhtlCgsL4%3D Occurrence Handle000078462500036

    PubMed  CAS  ISI  Google Scholar 

  • A. Rafalski (2002) ArticleTitleApplications of single nucleotide polymorphisms in crop genetics Curr. Opin. Plant Biol. 5 94–100 Occurrence Handle10.1016/S1369-5266(02)00240-6 Occurrence Handle11856602 Occurrence Handle1:CAS:528:DC%2BD38XhtlGnsLg%3D

    Article  PubMed  CAS  Google Scholar 

  • A. Rafalski M. Morgante (2004) ArticleTitleCorn and humans: recombination and linkage disequilibrium in two genomes of similar size Trends Genet. 20 103–111 Occurrence Handle10.1016/j.tig.2003.12.002 Occurrence Handle14746992 Occurrence Handle1:CAS:528:DC%2BD2cXmvFyhuw%3D%3D

    Article  PubMed  CAS  Google Scholar 

  • Ramsay L., Russell J., Macaulay M., Thomas W.T.B., Powell W., Waugh R. (2004). Linkage Disequilibrium in European Barley. In: 9th International Barley Genetics Symposium (IBGS), 20–26 June, Brnö, Czech Republic

  • Rawat A. (2004). Relationship between ethnic varieties of Zea mays from Asia, Africa and Latin America. Ph. D. Dissertation, Jawaharlal Nehru University, New Delhi, India

  • D.E. Reich M. Cargill S. Bolk J. Ireland P.C. Sabeti D. Richter T. Lavery R. Kouyoumjian S.F. Farhadian R. Ward E.S. Lander (2001) ArticleTitleLinkage disequilibrium in the human genome Nature 411 199–204 Occurrence Handle10.1038/35075590 Occurrence Handle11346797 Occurrence Handle1:CAS:528:DC%2BD3MXjslGlur0%3D Occurrence Handle000168563000052

    Article  PubMed  CAS  ISI  Google Scholar 

  • D.L. Remington J.M. Thornsberry Y. Matsuoka L.M. Wilson S.R. Whitt J. Doebley S. Kresovich M.M. Goodman E.S. IV. Buckler (2001) ArticleTitleStructure of linkage disequilibrium and phenotypic associations in the maize genome Proc. Natl. Acad. Sci. USA 98 11479–11484 Occurrence Handle10.1073/pnas.201394398 Occurrence Handle11562485 Occurrence Handle1:CAS:528:DC%2BD3MXnt1yqu7s%3D

    Article  PubMed  CAS  Google Scholar 

  • N.A. Rosenberg J.K. Pritchard J.L. Weber H.M. Cann K.K. Kidd L.A. Zhivotovsky M.W. Feldman (2002) ArticleTitleGenetic structure of human populations Science 298 2381–2385 Occurrence Handle12493913 Occurrence Handle1:CAS:528:DC%2BD38Xps1Sju74%3D Occurrence Handle000179915900054

    PubMed  CAS  ISI  Google Scholar 

  • J. Russell A. Booth J. Fuller B. Harrower P. Hedley G. Machray W. Powell (2004) ArticleTitleA comparison of sequence-based polymorphism and haplotype content in transcribed and anonymous regions of the barley genome Genome 47 389–398 Occurrence Handle15060592 Occurrence Handle1:CAS:528:DC%2BD2cXksFOrsb4%3D Occurrence Handle000221105200018 Occurrence Handle10.1139/g03-125

    Article  PubMed  CAS  ISI  Google Scholar 

  • S.W. Schaeffer M.P. Goetting-Minesky M. Kovacevic J.R. Peoples J.L. Graybill J.M. Miller K. Kim J.G. Nelson W.W. Anderson (2003) ArticleTitleEvolutionary genomics of inversions in Drosophila pseudoobscura: evidence for epistasis Proc. Natl. Acad. Sci. USA 100 8319–8324 Occurrence Handle10.1073/pnas.1432900100 Occurrence Handle12824467 Occurrence Handle1:CAS:528:DC%2BD3sXlsFGnt74%3D

    Article  PubMed  CAS  Google Scholar 

  • C. Schlotterer (2003) ArticleTitleHitchhiking mapping – functional genomics from the population genetics perspective Trends Genet. 19 32–38 Occurrence Handle10.1016/S0168-9525(02)00012-4 Occurrence Handle12493246 Occurrence Handle1:CAS:528:DC%2BD38XpsFaqtLs%3D

    Article  PubMed  CAS  Google Scholar 

  • S.K. Service D.W. Lang N.B. Freimer L.A. Sandkuijl (1999) ArticleTitleLinkage-disequilibrium mapping of disease genes by reconstruction of ancestral haplotypes in founder populations Am. J. Hum. Genet. 64 1728–1738 Occurrence Handle10.1086/302398 Occurrence Handle10330361 Occurrence Handle1:CAS:528:DyaK1MXltlOgurw%3D

    Article  PubMed  CAS  Google Scholar 

  • K.A. Shepard M.D. Purugganan (2003) ArticleTitleMolecular population genetics of the Arabidopsis CLAVATA2 region: the genomic scale of variation and selection in a selfing species Genetics 163 1083–1095 Occurrence Handle12663546 Occurrence Handle1:CAS:528:DC%2BD3sXjtlOgsL4%3D Occurrence Handle000182046900021

    PubMed  CAS  ISI  Google Scholar 

  • I. Simko (2004) ArticleTitleOne potato, two potato: haplotype association mapping in autotetraploids Trends Plant Sci. 9 441–448 Occurrence Handle10.1016/j.tplants.2004.07.003 Occurrence Handle15337494 Occurrence Handle1:CAS:528:DC%2BD2cXntVOjt7s%3D

    Article  PubMed  CAS  Google Scholar 

  • I. Simko S. Costanzo K.G. Haynes B.J. Chris R.W. Jones (2004a) ArticleTitleLinkage disequilibrium mapping of a Verticillium dahliae resistance quantitative trait locus in tetraploid potato Solanum tuberosum through a candidate gene approach Theor. Appl. Genet. 108 217–224 Occurrence Handle1:CAS:528:DC%2BD2cXjtFCntQ%3D%3D

    CAS  Google Scholar 

  • I. Simko K.G. Haynes E.E. Ewing S Costanzo B.J. Christ R.W. Jones (2004b) ArticleTitleMapping genes for resistance to Verticillium albo-atrum in tetraploid and diploid potato populations using haplotype association tests and genetic analysis Mol. Genet. Genomics 271 522–531 Occurrence Handle10.1007/s00438-004-1010-z Occurrence Handle1:CAS:528:DC%2BD2cXks1KmtL8%3D

    Article  CAS  Google Scholar 

  • Skøt L., Humpherys M., Heywood S., Sanderson R., Armstead I., Thomas I., Chorlton K., Hamilton R.S. (2004). The application of genecology to the discovery of associations between phenotypes and molecular markers in natural populations of perennial ryegrass. In: Plant & Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, W137

  • M. Slatkin L. Excoffier (1996) ArticleTitleTesting for linkage disequilibrium in genotypic data using the expectation-maximization algorithm Heredity 76 377–383 Occurrence Handle8626222 Occurrence HandleA1996UF37400007

    PubMed  ISI  Google Scholar 

  • R.S. Spielman W.J. Ewens (1996) ArticleTitleThe TDT and other family based tests for linkage disequilibrium and association Am. J. Hum. Genet. 59 983–989 Occurrence Handle8900224 Occurrence Handle1:STN:280:DyaK2s%2FlsFykug%3D%3D

    PubMed  CAS  Google Scholar 

  • R.S. Spielman R.E. McGinnis W.J. Ewens (1993) ArticleTitleTransmission test for linkage disequilibrium: the insulin gene region and insulin-dependent diabetes mellitus (IDDM) Am. J. Hum. Genet. 52 506–513 Occurrence Handle8447318 Occurrence Handle1:STN:280:DyaK3s7ptV2rsA%3D%3D

    PubMed  CAS  Google Scholar 

  • E.A. Stahl G. Dwyer R. Mauricio M. Kreitman J. Bargelson (1999) ArticleTitleDynamics of disease resistance polymorphism at the Rpm1 locus of Arabidopsis Nature 400 667–671 Occurrence Handle10458161 Occurrence Handle1:CAS:528:DyaK1MXlsVCktb8%3D Occurrence Handle000082032900054

    PubMed  CAS  ISI  Google Scholar 

  • Stracke, S., Perovic, D., Stein, N., Thiel, T. and Graner, A. 2003. Linkage disequilibrium in barley. 11th Molecular Markers Symposium of the GPZ: http://meetings.ipk-gatersleben.de/moma2003/index.php

  • C.W. Stuber M. Polacco M.L. Senior (1999) ArticleTitleSynergy of empirical breeding, marker assisted selection and genomics to increase crop yield potential Crop Sci. 39 1571–1583 Occurrence Handle10.2135/cropsci1999.3961571x

    Article  Google Scholar 

  • P. Taillon-Miller I. Bauer-Sardina N.L. Saccone J. Putzel T. Laitinen A. Cao J. Kere G. Pilia J.P. Rice P.Y. Kwok (2000) ArticleTitleJuxtaposed regions of extensive and minimal linkage disequilibrium in human Xq25 and Xq28 Nat. Genet. 25 324–328 Occurrence Handle10888883 Occurrence Handle1:CAS:528:DC%2BD3cXkvFKksbk%3D

    PubMed  CAS  Google Scholar 

  • P. Taillon-Miller Z. Gu Q. Li L. Hillier P.Y. Kwok (1998) ArticleTitleOverlapping genomic sequences: a treasure trove of single-nucleotide polymorphisms Genome Res. 8 748–754 Occurrence Handle9685323 Occurrence Handle1:CAS:528:DyaK1cXltFeltr0%3D

    PubMed  CAS  Google Scholar 

  • F. Tajima (1989) ArticleTitleStatistical method for testing the neutral mutational hypothesis by DNA polymorphism Genetics 123 585–595 Occurrence Handle2513255 Occurrence Handle1:CAS:528:DyaK3cXhslentA%3D%3D Occurrence HandleA1989AX26700018

    PubMed  CAS  ISI  Google Scholar 

  • M.I. Tenaillon M.C. Sawkins L.K. Anderson SM Stack J. Doebley B.S. Gaut (2002) ArticleTitlePatterns of Diversity and Recombination Along Chromosome 1 of Maize (Zea maysssp. maysL.) Genetics 162 1401–1413 Occurrence Handle12454083 Occurrence Handle1:CAS:528:DC%2BD38XpslCisrs%3D Occurrence Handle000179739900034

    PubMed  CAS  ISI  Google Scholar 

  • M.I. Tenaillon M.C. Sawkins A.D. Long R.L. Gaut J.F. Doebley B.S. Gaut (2001) ArticleTitlePatterns of DNA sequence polymorphism along chromosome 1 of maize (Zea mays ssp. mays L.) Proc. Natl. Acad. Sci. USA 98 9161–9166 Occurrence Handle10.1073/pnas.151244298 Occurrence Handle11470895 Occurrence Handle1:CAS:528:DC%2BD3MXlvFSku7k%3D

    Article  PubMed  CAS  Google Scholar 

  • M.I. Tenaillon J. U’Ren O. Tenaillon B.S. Gaut (2004) ArticleTitleSelection versus demography: a multilocous investigation of the domestication process in maize Mol. Biol. Evol. 21 1214–1225 Occurrence Handle15014173 Occurrence Handle1:CAS:528:DC%2BD2cXltlKlsrk%3D

    PubMed  CAS  Google Scholar 

  • J.D. Terwilliger (1995) ArticleTitleA powerful likelihood method for the analysis of linkage disequilibrium between trait loci and one or more polymorphic marker loci Am. J. Hum. Genet. 56 777–787 Occurrence Handle7887434 Occurrence Handle1:STN:280:DyaK2M7ptlyjug%3D%3D

    PubMed  CAS  Google Scholar 

  • J.D. Terwilliger K.M. Weiss (1998) ArticleTitleLinkage disequilibrium mapping of complex disease: fantasy or reality? Curr. Opin. Biotech. 9 578–594 Occurrence Handle9889136 Occurrence Handle1:CAS:528:DyaK1MXisVOgtg%3D%3D

    PubMed  CAS  Google Scholar 

  • InstitutionalAuthorNameThe International HapMap Consortium (2003) ArticleTitleThe international HapMap project Nature 426 789–796

    Google Scholar 

  • J.M. Thornsberry M.M. Goodman J. Doebley S. Kresovich D. Nielsen E.S.IV. Buckler (2001) ArticleTitleDwarf8 polymorphisms associate with variation in flowering time Nature Genet. 28 286–289 Occurrence Handle10.1038/90135 Occurrence Handle11431702 Occurrence Handle1:CAS:528:DC%2BD3MXltFSmurc%3D

    Article  PubMed  CAS  Google Scholar 

  • D. Tian H. Araki E. Stahl J. Bergelson M. Kreitman (2002) ArticleTitleSignature of balancing selection in Arabidopsis Proc. Natl. Acad. Sci. USA 99 11525–11530 Occurrence Handle12172007 Occurrence Handle1:CAS:528:DC%2BD38XmslSls7k%3D

    PubMed  CAS  Google Scholar 

  • S.A. Tishkoff B.C. Verrelli (2003) ArticleTitleRole of evolutionary history on haplotype block structure in the human genome: implications for disease mapping Curr. Opin. Genet. Develop. 13 569–575 Occurrence Handle1:CAS:528:DC%2BD3sXpt1SnsL0%3D

    CAS  Google Scholar 

  • van der Voort J.R., Sorensen A., Lensink D., Van der Meulen M., Michelmore R., Peleman J. (2004). Decay of linkage disequilibrium in the dm3 resistance-gene cluster of lettuce. In: Plant & Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, P748. pp

  • D. Verhaegen C. Plomion M. Poitel P. Costa A. Kremer (1998) ArticleTitleQuantitative trait dissection analysis in eucalyptus using RAPD markers: 2. linkage disequilibrium in a factorial design between E. urophylla and E. grandis Forest Genet. 5 61–69

    Google Scholar 

  • Y. Vigouroux M. McMullen C.T. Hittinger K. Houchins L. Schulz S. Kresovich Y. Matsuoka J. Doebley (2002) ArticleTitleIdentifying genes of agronomic importance in maize by screening microsatellites for evidences of selection during domestication Proc. Natl. Acad. Sci. USA 99 9650–9655 Occurrence Handle10.1073/pnas.112324299 Occurrence Handle12105270 Occurrence Handle1:CAS:528:DC%2BD38XlslKhurc%3D

    Article  PubMed  CAS  Google Scholar 

  • D.L. Wang J. Zhu Z.K. Li A.H. Paterson (1999) ArticleTitleMapping QTLs with epistatic effects and QTL × environment interactions by mixed linear model approaches Theor. Appl. Genet. 99 1255–1264 Occurrence Handle10.1007/s001220051331

    Article  Google Scholar 

  • B.S. Weir (1996) Genetic Data Analysis II Sinauer Sunderland, MA, USA

    Google Scholar 

  • K.M. Weiss A.G. Clark (2002) ArticleTitleLinkage disequilibrium and the mapping of complex human traits Trends Genet. 18 19–24 Occurrence Handle10.1016/S0168-9525(01)02550-1 Occurrence Handle11750696 Occurrence Handle1:CAS:528:DC%2BD3MXpt1agsr8%3D

    Article  PubMed  CAS  Google Scholar 

  • Wilcox P.L., Cato S., Ball R.D., Kumar S., Lee J.R., Kent J., Richardson T.E., Echt C.S. (2002). Genetic architecture of juvenile wood density in Pinus radiata and implications for design of linkage disequilibrium studies. In: Plant, Animal & Microbe Genomes X Conference, 12–16 January, Town & Country Convention Center, San Diego, CA

  • Wilcox P.L., Cato S., McMillan L.K., Power M., Ball R.D., Burdon R.D., Echt C.S. (2004). Patterns of linkage disequilibrium in Pinus radiata. In: Plant & Animal Genomes XII Conference, 10–14 January, Town & Country Convention Center, San Diego, CA, W89

  • R. Wu C.-X. Ma G. Casella (2002) ArticleTitleJoint linkage and linkage disequilibrium mapping of quantitative trait loci in natural populations Genetics 160 779–792 Occurrence Handle11861578 Occurrence Handle1:CAS:528:DC%2BD38XitlWrsLc%3D Occurrence Handle000174097600037

    PubMed  CAS  ISI  Google Scholar 

  • R. Wu Z.-B. Zeng (2001) ArticleTitleJoint linkage and linkage disequilibrium mapping in natural populations Genetics 157 899–909 Occurrence Handle11157006 Occurrence Handle1:STN:280:DC%2BD3M3osFWhuw%3D%3D Occurrence Handle000166810200040

    PubMed  CAS  ISI  Google Scholar 

  • Y.Z. Xing Y.F. Tan J.P. Hua X.L. Sun C.G. Xu Q. Zhang (2002) ArticleTitleCharacterization of the main effects, epistatic effects and their environmental interactions of QTLs on the genetic basis of yield traits in rice Theor. Appl. Genet. 105 248–257 Occurrence Handle12582526 Occurrence Handle1:CAS:528:DC%2BD38Xntlaqu7o%3D

    PubMed  CAS  Google Scholar 

  • M. Xiong S.-W. Guo (1997) ArticleTitleFine-scale genetic mapping based on linkage disequilibrium: Theory and applications Am. J. Hum. Genet. 60 1513–1531 Occurrence Handle9199574 Occurrence Handle1:STN:280:DyaK2szkt12htQ%3D%3D

    PubMed  CAS  Google Scholar 

  • Y. Yang J. Zhang J. Hoh F. Matsuda P. Xu M. Lathrop J. Ott (2003) ArticleTitleEfficiency of single-nucleotide polymorphism haplotype estimation from pooled DNA Proc. Natl. Acad. Sci. USA 100 7225–7230 Occurrence Handle12777616 Occurrence Handle1:CAS:528:DC%2BD3sXkslOmsrg%3D

    PubMed  CAS  Google Scholar 

  • S.B. Yu J.X. Li C.G. Xu Y.F. Tan Y.J. Gao X.H. Li Q. Zhang M.A. Saghai Maroof (1997) ArticleTitleImportance of epistasis as the genetic basis of heterosis in an elite rice hybrid Proc. Natl. Acad. Sci. USA 94 9226–9231 Occurrence Handle11038567 Occurrence Handle1:CAS:528:DyaK2sXls1Kls7k%3D

    PubMed  CAS  Google Scholar 

  • C. Zapata (2000) ArticleTitleThe D′ measure of overall gametic disequilibrium between pairs of multiallelic loci Evolution 54 1809–1812 Occurrence Handle11108607 Occurrence Handle1:STN:280:DC%2BD3MzgsVOkug%3D%3D Occurrence Handle000165471000032

    PubMed  CAS  ISI  Google Scholar 

  • W. Zhang A. Collins N. Maniatis W. Tapper N.E. Morton (2002) ArticleTitleProperties of linkage disequilibrium LD maps Proc. Natl. Acad. Sci. USA 99 17004–17007 Occurrence Handle12486239 Occurrence Handle1:CAS:528:DC%2BD3sXhvV2lsQ%3D%3D

    PubMed  CAS  Google Scholar 

  • P. Zhang H. Sheng A. Morabia T.C. Gilliam (2003) ArticleTitleOptimal Step Length EM Algorithm (OSLEM) for the estimation of haplotype frequency and its application in lipoprotein lipase genotyping BMC Bioinformatics 4 1–5 Occurrence Handle10.1186/1471-2105-4-3

    Article  Google Scholar 

  • Y.L. Zhu Q.J. Song D.L. Hyten C.P. Van Tassell L.K. Matukumalli D.R. Grimm S.M. Hyatt E.W. Fickus N.D. Young P.B. Cregan (2003) ArticleTitleSingle nucleotide polymorphisms in soybean Genetics 163 1123–1134 Occurrence Handle12663549 Occurrence Handle1:CAS:528:DC%2BD3sXjtlOgsL0%3D Occurrence Handle000182046900024

    PubMed  CAS  ISI  Google Scholar 

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Gupta, P.K., Rustgi, S. & Kulwal, P.L. Linkage disequilibrium and association studies in higher plants: Present status and future prospects. Plant Mol Biol 57, 461–485 (2005). https://doi.org/10.1007/s11103-005-0257-z

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