Home LiteratureArticle Details
PMID: 18780740 Published · ppublish English Comparative Study Journal Article Research Support, Non-U.S. Gov't

A genome-scan method to identify selected loci appropriate for both dominant and codominant markers: a Bayesian perspective.

Genetics ·Vol. 180 ·No. 2 ·2008-10-00 ·Pages 977-93

Foll M, Gaggiotti O

Abstract

Identifying loci under natural selection from genomic surveys is of great interest in different research areas. Commonly used methods to separate neutral effects from adaptive effects are based on locus-specific population differentiation coefficients to identify outliers. Here we extend such an approach to estimate directly the probability that each locus is subject to selection using a Bayesian method. We also extend it to allow the use of dominant markers like AFLPs. It has been shown that this model is robust to complex demographic scenarios for neutral genetic differentiation. Here we show that the inclusion of isolated populations that underwent a strong bottleneck can lead to a high rate of false positives. Nevertheless, we demonstrate that it is possible to avoid them by carefully choosing the populations that should be included in the analysis. We analyze two previously published data sets: a human data set of codominant markers and a Littorina saxatilis data set of dominant markers. We also perform a detailed sensitivity study to compare the power of the method using amplified fragment length polymorphism (AFLP), SNP, and microsatellite markers. The method has been implemented in a new software available at our website (http://www-leca.ujf-grenoble.fr/logiciels.htm).

MeSH Terms
Animals Bayes Theorem Gastropoda/genetics Gene Frequency Genetic Markers Genomics/methods Humans Microsatellite Repeats/genetics Polymorphism, Genetic Polymorphism, Restriction Fragment Length
Chemicals
Genetic Markers
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Foll Matthieu
Laboratoire d'Ecologie Alpine, 38041 Grenoble Cedex 09, France. matthieu.foll@zoo.unibe.ch
Gaggiotti Oscar
References (31)
31 references, click to expand
  1. Evolution in Mendelian Populations.
    Genetics. 1931 Mar;16(2):97-159 PMID: 17246615
  2. Identifying the environmental factors that determine the genetic structure of populations.
    Genetics. 2006 Oct;174(2):875-91 PMID: 16951078
  3. A Bayesian approach to inferring population structure from dominant markers.
    Mol Ecol. 2002 Jul;11(7):1157-64 PMID: 12074723
  4. Mutation rate variation at human dinucleotide microsatellites.
    Genetics. 2005 May;170(1):305-12 PMID: 15716501
  5. Statistics for microsatellite variation based on coalescence.
    Theor Popul Biol. 1996 Dec;50(3):325-44 PMID: 9000493
  6. Bayesian variable selection for detecting adaptive genomic differences among populations.
    Genetics. 2008 Mar;178(3):1817-29 PMID: 18245358
  7. A Bayesian hierarchical model for allele frequencies.
    Genet Epidemiol. 2001 Jan;20(1):17-33 PMID: 11119294
  8. Features of evolution and expansion of modern humans, inferred from genomewide microsatellite markers.
    Am J Hum Genet. 2003 May;72(5):1171-86 PMID: 12690579
  9. A method for quantifying differentiation between populations at multi-allelic loci and its implications for investigating identity and paternity.
    Genetica. 1995;96(1-2):3-12 PMID: 7607457
  10. Almost forgotten or latest practice? AFLP applications, analyses and advances.
    Trends Plant Sci. 2007 Mar;12(3):106-17 PMID: 17303467
  11. Drift, admixture, and selection in human evolution: a study with DNA polymorphisms.
    Proc Natl Acad Sci U S A. 1991 Feb 1;88(3):839-43 PMID: 1992475
  12. Identifying adaptive genetic divergence among populations from genome scans.
    Mol Ecol. 2004 Apr;13(4):969-80 PMID: 15012769
  13. Minisatellite mutational processes reduce F(st) estimates.
    Hum Genet. 1999 Dec;105(6):567-76 PMID: 10647891
  14. Conditional genotypic probabilities for microsatellite loci.
    Genetics. 2000 Aug;155(4):1973-80 PMID: 10924489
  15. Wandering distributions and the electrophoretic profile.
    Theor Popul Biol. 1975 Dec;8(3):318-30 PMID: 1220043
  16. A human genome diversity cell line panel.
    Science. 2002 Apr 12;296(5566):261-2 PMID: 11954565
  17. Interpretation of variation across marker loci as evidence of selection.
    Genetics. 2001 Aug;158(4):1811-23 PMID: 11514464
  18. Ten years of AFLP in ecology and evolution: why so few animals?
    Mol Ecol. 2005 Sep;14(10):2899-914 PMID: 16101761
  19. Comment on "Ongoing adaptive evolution of ASPM, a brain size determinant in Homo sapiens" and "Microcephalin, a gene regulating brain size, continues to evolve adaptively in humans".
    Science. 2006 Jul 14;313(5784):172; author reply 172 PMID: 16840683
  20. Population genetics of STR loci in Caucasians.
    Int J Legal Med. 1996;108(6):300-5 PMID: 8793637
  21. A microsatellite variability screen for positive selection associated with the "out of Africa" habitat expansion of Drosophila melanogaster.
    Genetics. 2003 Nov;165(3):1137-48 PMID: 14668371
  22. Adaptation to a steep environmental gradient and an associated barrier to gene exchange in Littorina saxatilis.
    Evolution. 2006 Feb;60(2):268-78 PMID: 16610319
  23. A microsatellite-based multilocus screen for the identification of local selective sweeps.
    Genetics. 2002 Feb;160(2):753-63 PMID: 11861576
  24. Likelihood-based inference for genetic correlation coefficients.
    Theor Popul Biol. 2003 May;63(3):221-30 PMID: 12689793
  25. The genetical structure of populations.
    Ann Eugen. 1951 Mar;15(4):323-54 PMID: 24540312
  26. Adaptation and speciation: what can F(st) tell us?
    Trends Ecol Evol. 2005 Aug;20(8):435-40 PMID: 16701414
  27. An approximate Bayesian computation approach to overcome biases that arise when using amplified fragment length polymorphism markers to study population structure.
    Genetics. 2008 Jun;179(2):927-39 PMID: 18505879
  28. Inference of population structure using multilocus genotype data: linked loci and correlated allele frequencies.
    Genetics. 2003 Aug;164(4):1567-87 PMID: 12930761
  29. Inferring nonneutral evolution from human-chimp-mouse orthologous gene trios.
    Science. 2003 Dec 12;302(5652):1960-3 PMID: 14671302
  30. Distribution of gene frequency as a test of the theory of the selective neutrality of polymorphisms.
    Genetics. 1973 May;74(1):175-95 PMID: 4711903
  31. A scan for positively selected genes in the genomes of humans and chimpanzees.
    PLoS Biol. 2005 Jun;3(6):e170 PMID: 15869325
Article Info
Journal
Genetics
Abbr.
Genetics
ISSN
0016-6731
Published
2008-10-00
Epub
2008-00-09
Pages
977-93
Language
English
Region
United States
NLM ID
0374636
PMCID
PMC2567396
Subset
IM
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: product@genelibs.com