Disciplines
Biology (100%)
Keywords
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Next Generation Sequencing,
Mapping,
Drosophila,
Temperature,
Natural Variation
One of the central goals in biology is to understand the genotype-phenotype relationship. For many years, this question has been addressed by classic QTL mapping. This proposal uses next generation sequencing (NGS) of pooled individuals from natural populations to improve the classic QTL mapping approach. This powerful NGS speed mapping will be applied to three temperature sensitive traits (developmental time, female abdominal pigmentation, and thermotolerance) in two natural D. simulans populations and two temperature environments. Hence, the proposed project will provide important insights into the genetic architecture of temperature sensitive traits.
The goal of this project was the development of a new method, Pool-GWAS, for the mapping of the genetic determinants of a trait, which are segregating in a natural population. For Pool-GWAS a large sample is drawn from a large panmictic population. After phenotyping the population sample, individuals with extreme phenotypes (e.g.: light or dark abdominal pigmentation) are pooled and sequenced. This Pool-Seq method is well-suited for the identification of allele frequency differences between samples representing the phenotypic extremes. Given that the population is panmictic, only SNPs linked to the causative variant will show allele frequency differences.We applied this method successfully to female abdominal pigmentation in Drosophila melanogaster. Combining the analysis of two European populations, we identified two loci with segregating variation affecting female abdominal pigmentation. Particularly impressive was the high resolution we obtained with the Pool-Seq approach-the significant SNPs at a given locus were separated by less than 1000bp. These results were published in PLoS Genetics. We applied Pool-GWAS to a differentiated D. melanogaster population from South Africa. While the results were overall quite consistent with the ones obtained for the European populations, we also noted that the exact details were influenced by the allele frequency of the causative variants in the analyzed population. We also analyzed the trident pigmentation pattern in Drosophila with Pool-GWAS. We noted two interesting outcomes: 1) the tan locus, which was already identified as a major contributor to female abdominal pigmentation, also shaped variation in trident pigmentation. 2) we showed that ebony also contributed to variation in trident pigmentation. This was particularly important since ebony is located in a genomic region covered by a common cosmopolitan inversion. Hence, despite the association signal is not as clean as for the other loci, this result demonstrates that Pool-GWAS also works in the presence of inversions.Finally, we extended our Pool-GWAS analysis to chill-coma recovery, a highly complex trait. While we identified several SNPs with a higher allele frequency change than expected by chance, further securitization of these results suggested that we did not identify the causative variants. Rather, mapping of causative variants in a highly complex train by Pool-GWAS most likely results in false positives, at least within the experimental framework we pursued for this trait.
- Jean-Michel Gibert, Université Pierre et Marie Curie (Paris VI) - France
- Artyom Kopp, University of California at Davis - USA
Research Output
- 1490 Citations
- 14 Publications
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2012
Title Detecting Selective Sweeps from Pooled Next-Generation Sequencing Samples DOI 10.1093/molbev/mss090 Type Journal Article Author Boitard S Journal Molecular Biology and Evolution Pages 2177-2186 Link Publication -
2015
Title Reconciling Differences in Pool-GWAS Between Populations: A Case Study of Female Abdominal Pigmentation in Drosophila melanogaster DOI 10.1534/genetics.115.183376 Type Journal Article Author Endler L Journal Genetics Pages 843-855 Link Publication -
2015
Title Tempo and Mode of Transposable Element Activity in Drosophila DOI 10.1371/journal.pgen.1005406 Type Journal Article Author Kofler R Journal PLOS Genetics Link Publication -
2015
Title The impact of library preparation protocols on the consistency of allele frequency estimates in Pool-Seq data DOI 10.1111/1755-0998.12432 Type Journal Article Author Kofler R Journal Molecular Ecology Resources Pages 118-122 Link Publication -
2017
Title Strong epistatic and additive effects of linked candidate SNPs for Drosophila pigmentation have implications for analysis of genome-wide association studies results DOI 10.1186/s13059-017-1262-7 Type Journal Article Author Gibert J Journal Genome Biology Pages 126 Link Publication -
2018
Title Pleiotropic effects of regulatory variation in tan result in correlation of two pigmentation traits in Drosophila melanogaster DOI 10.1111/mec.14781 Type Journal Article Author Endler L Journal Molecular Ecology Pages 3207-3218 Link Publication -
2014
Title Massive bursts of transposable element activity in Drosophila DOI 10.1101/010231 Type Preprint Author Kofler R Pages 010231 Link Publication -
2014
Title Host adaptation to viruses relies on few genes with different cross-resistance properties DOI 10.1073/pnas.1400378111 Type Journal Article Author Martins N Journal Proceedings of the National Academy of Sciences Pages 5938-5943 Link Publication -
2015
Title Large-scale assessment of olfactory preferences and learning in Drosophila melanogaster: behavioral and genetic components DOI 10.7717/peerj.1214 Type Journal Article Author Versace E Journal PeerJ Link Publication -
2013
Title Guidelines for the design of evolve and resequencing studies DOI 10.48550/arxiv.1307.4954 Type Preprint Author Kofler R -
2013
Title A Genome-Wide, Fine-Scale Map of Natural Pigmentation Variation in Drosophila melanogaster DOI 10.1371/journal.pgen.1003534 Type Journal Article Author Bastide H Journal PLoS Genetics Link Publication -
2013
Title A Guide for the Design of Evolve and Resequencing Studies DOI 10.1093/molbev/mst221 Type Journal Article Author Kofler R Journal Molecular Biology and Evolution Pages 474-483 Link Publication -
2015
Title Large-scale assessment of olfactory preferences and learning in Drosophila melanogaster: behavioral and genetic measures DOI 10.1101/014357 Type Preprint Author Versace E Pages 014357 Link Publication -
2011
Title PoPoolation2: identifying differentiation between populations using sequencing of pooled DNA samples (Pool-Seq) DOI 10.1093/bioinformatics/btr589 Type Journal Article Author Kofler R Journal Bioinformatics Pages 3435-3436 Link Publication