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Series GSE165845 Query DataSets for GSE165845
Status Public on Jan 31, 2021
Title Low-pass sequencing increases the power of GWAS and decreases measurement error of polygenic risk scores compared to genotyping arrays
Organism Homo sapiens
Experiment type Genome variation profiling by array
Summary Low-pass sequencing (sequencing a genome to an average depth less than 1× coverage) combined with genotype imputation has been proposed as an alternative to genotyping arrays for trait mapping and calculation of polygenic scores. To empirically assess the relative performance of these technologies for different applications, we performed low-pass sequencing (targeting coverage levels of 0.5× and 1×) and array genotyping (using the Illumina Global Screening Array (GSA)) on 120 DNA samples derived from African and European-ancestry individuals that are part of the 1000 Genomes Project. We then imputed both the sequencing data and the genotyping array data to the 1000 Genomes Phase 3 haplotype reference panel using a leave- one-out design. We evaluated overall imputation accuracy from these different assays as well as overall power for GWAS from imputed data, and computed polygenic risk scores for coronary artery disease and breast cancer using previously derived weights. We conclude that low-pass sequencing plus imputation, in addition to providing a substantial increase in statistical power for genome wide association studies, provides increased accuracy for polygenic risk prediction at effective coverages of ∼ 0.5× and higher compared to the Illumina GSA.
 
Overall design We genotyped 60 EUR and 60 AFR individuals from the 1000 Genomes Phase 3 release using the Illumina GSA v3, each in triplicate.
 
Contributor(s) Li JH, Mazur CA, Berisa T, Pickrell JK
Citation(s) 33536225
Submission date Jan 30, 2021
Last update date May 03, 2021
Contact name Jeremiah Li
E-mail(s) jeremy.li@gencove.com
Organization name Gencove
Street address 430 E 29th St 14th Floor, 14th Floor
City New York
State/province NY
ZIP/Postal code 10016
Country USA
 
Platforms (1)
GPL23391 Infinium Global Screening Array
Samples (360)
GSM5050990 HG00096 cell line replicate 1
GSM5050991 HG00096 cell line replicate 2
GSM5050992 HG00096 cell line replicate 3
Relations
BioProject PRJNA698238

Download family Format
SOFT formatted family file(s) SOFTHelp
MINiML formatted family file(s) MINiMLHelp
Series Matrix File(s) TXTHelp

Supplementary file Size Download File type/resource
GSE165845_RAW.tar 45.3 Gb (http)(custom) TAR (of IDAT, VCF)
Processed data provided as supplementary file

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