Analysis of pooled DNA samples on high density arrays without prior knowledge of differential hybridization rates
Open Access
- 13 April 2006
- journal article
- research article
- Published by Oxford University Press (OUP) in Nucleic Acids Research
- Vol. 34 (7) , e55
- https://doi.org/10.1093/nar/gkl136
Abstract
Array based DNA pooling techniques facilitate genome-wide scale genotyping of large samples. We describe a structured analysis method for pooled data using internal replication information in large scale genotyping sets. The method takes advantage of information from single nucleotide polymorphisms (SNPs) typed in parallel on a high density array to construct a test statistic with desirable statistical properties. We utilize a general linear model to appropriately account for the structured multiple measurements available with array data. The method does not require the use of additional arrays for the estimation of unequal hybridization rates and hence scales readily to accommodate arrays with several hundred thousand SNPs. Tests for differences between cases and controls can be conducted with very few arrays. We demonstrate the method on 384 endometriosis cases and controls, typed using Affymetrix Genechip© HindIII 50 K arrays. For a subset of this data there were accurate measures of hybridization rates available. Assuming equal hybridization rates is shown to have a negligible effect upon the results. With a total of only six arrays, the method extracted one-third of the information (in terms of equivalent sample size) available with individual genotyping (requiring 768 arrays). With 20 arrays (10 for cases, 10 for controls), over half of the information could be extracted from this sample.Keywords
This publication has 19 references indexed in Scilit:
- Identification of disease causing loci using an array-based genotyping approach on pooled DNABMC Genomics, 2005
- PPC: an algorithm for accurate estimation of SNP allele frequencies in small equimolar pools of DNA using data from high density microarraysNucleic Acids Research, 2005
- Genomewide Linkage Study in 1,176 Affected Sister Pair Families Identifies a Significant Susceptibility Locus for Endometriosis on Chromosome 10q26American Journal of Human Genetics, 2005
- A Comparison of DNA Pools Constructed Following Whole Genome Amplification for Two-Stage SNP Genotyping DesignsTwin Research and Human Genetics, 2005
- Streamlined analysis of pooled genotype data in SNP‐based association studiesGenetic Epidemiology, 2005
- Dynamic model based algorithms for screening and genotyping over 100K SNPs on oligonucleotide microarraysBioinformatics, 2005
- Genotyping over 100,000 SNPs on a pair of oligonucleotide arraysNature Methods, 2004
- Association analysis of mild mental impairment using DNA pooling to screen 432 brain-expressed single-nucleotide polymorphismsMolecular Psychiatry, 2004
- DNA pooling as a tool for large-scale association studies in complex traits.Annals of Medicine, 2004
- Simple method to analyze SNP-based association studies using DNA poolsGenetic Epidemiology, 2003