An evaluation of sequencing coverage and genotyping strategies to assess neutral and adaptive diversity. (9th September 2019)
- Record Type:
- Journal Article
- Title:
- An evaluation of sequencing coverage and genotyping strategies to assess neutral and adaptive diversity. (9th September 2019)
- Main Title:
- An evaluation of sequencing coverage and genotyping strategies to assess neutral and adaptive diversity
- Authors:
- Benjelloun, Badr
Boyer, Frédéric
Streeter, Ian
Zamani, Wahid
Engelen, Stefan
Alberti, Adriana
Alberto, Florian J.
BenBati, Mohamed
Ibnelbachyr, Mustapha
Chentouf, Mouad
Bechchari, Abdelmajid
Rezaei, Hamid R.
Naderi, Saeid
Stella, Alessandra
Chikhi, Abdelkader
Clarke, Laura
Kijas, James
Flicek, Paul
Taberlet, Pierre
Pompanon, François - Abstract:
- Abstract: Whole genome sequences (WGS) greatly increase our ability to precisely infer population genetic parameters, demographic processes, and selection signatures. However, WGS may still be not affordable for a representative number of individuals/populations. In this context, our goal was to assess the efficiency of several SNP genotyping strategies by testing their ability to accurately estimate parameters describing neutral diversity and to detect signatures of selection. We analysed 110 WGS at 12× coverage for four different species, i.e., sheep, goats and their wild counterparts. From these data we generated 946 data sets corresponding to random panels of 1K to 5M variants, commercial SNP chips and exome capture, for sample sizes of five to 48 individuals. We also extracted low‐coverage genome resequencing of 1×, 2× and 5× by randomly subsampling reads from the 12× resequencing data. Globally, 5K to 10K random variants were enough for an accurate estimation of genome diversity. Conversely, commercial panels and exome capture displayed strong ascertainment biases. Besides the characterization of neutral diversity, the detection of the signature of selection and the accurate estimation of linkage disequilibrium (LD) required high‐density panels of at least 1M variants. Finally, genotype likelihoods increased the quality of variant calling from low coverage resequencing but proportions of incorrect genotypes remained substantial, especially for heterozygote sites. WholeAbstract: Whole genome sequences (WGS) greatly increase our ability to precisely infer population genetic parameters, demographic processes, and selection signatures. However, WGS may still be not affordable for a representative number of individuals/populations. In this context, our goal was to assess the efficiency of several SNP genotyping strategies by testing their ability to accurately estimate parameters describing neutral diversity and to detect signatures of selection. We analysed 110 WGS at 12× coverage for four different species, i.e., sheep, goats and their wild counterparts. From these data we generated 946 data sets corresponding to random panels of 1K to 5M variants, commercial SNP chips and exome capture, for sample sizes of five to 48 individuals. We also extracted low‐coverage genome resequencing of 1×, 2× and 5× by randomly subsampling reads from the 12× resequencing data. Globally, 5K to 10K random variants were enough for an accurate estimation of genome diversity. Conversely, commercial panels and exome capture displayed strong ascertainment biases. Besides the characterization of neutral diversity, the detection of the signature of selection and the accurate estimation of linkage disequilibrium (LD) required high‐density panels of at least 1M variants. Finally, genotype likelihoods increased the quality of variant calling from low coverage resequencing but proportions of incorrect genotypes remained substantial, especially for heterozygote sites. Whole genome resequencing coverage of at least 5× appeared to be necessary for accurate assessment of genomic variations. These results have implications for studies seeking to deploy low‐density SNP collections or genome scans across genetically diverse populations/species showing similar genetic characteristics and patterns of LD decay for a wide variety of purposes. … (more)
- Is Part Of:
- Molecular ecology resources. Volume 19:Number 6(2019:Nov.)
- Journal:
- Molecular ecology resources
- Issue:
- Volume 19:Number 6(2019:Nov.)
- Issue Display:
- Volume 19, Issue 6 (2019)
- Year:
- 2019
- Volume:
- 19
- Issue:
- 6
- Issue Sort Value:
- 2019-0019-0006-0000
- Page Start:
- 1497
- Page End:
- 1515
- Publication Date:
- 2019-09-09
- Subjects:
- depth of coverage -- genotyping‐by‐sequencing -- mammals -- population genomics -- SNP chip -- whole genome sequencing
Molecular ecology -- Periodicals
572.8 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1755-0998 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/1755-0998.13070 ↗
- Languages:
- English
- ISSNs:
- 1755-098X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5900.817368
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 19250.xml