TY - JOUR
T1 - Detecting single-feature polymorphisms using oligonucleotide arrays and robustified projection pursuit
AU - Cui, Xinping
AU - Xu, Jin
AU - Asghar, Rehana
AU - Condamine, Pascal
AU - Svensson, Jan T.
AU - Wanamaker, Steve
AU - Stein, Nils
AU - Roose, Mikeal
AU - Close, Timothy J.
PY - 2005/10
Y1 - 2005/10
N2 - Motivation: Genomic DNA was hybridized to oligonucleotide microarrays to identify single-feature polymorphisms (SFP) for Arabidopsis, which has a genome size of ∼130 Mb. However, that method does not work well for organisms such as barley, with a much larger 5200 Mb genome. In the present study, we demonstrate SFP detection using a small number of replicate datasets and complex RNA as a surrogate for barley DNA. To identify single probes defining SFPs in the data, we developed a method using robustified projection pursuit (RPP). This method first evaluates, for each probe set, the overall differentiation of signal intensities between two genotypes and then measures the contribution of the individual probes within the probe set to the overall differentiation. Results: RNA from whole seedlings with and without dehydration stress provided 'present' calls for ∼75% of probe sets. Using triplicated data, among the 5% of 'present' probe sets identified as most likely to contain at least one SFP probe, at least 80% are correctly predicted. This was determined by direct sequencing of PCR amplicons derived from barley genomic DNA. Using a 5 percentile cutoff, we defined 2007 SFP probes contained in 1684 probe sets by combining three parental genotype comparisons: Steptoe versus Morex, Morex versus Barke and Oregon Wolfe Barley Dominant versus Recessive.
AB - Motivation: Genomic DNA was hybridized to oligonucleotide microarrays to identify single-feature polymorphisms (SFP) for Arabidopsis, which has a genome size of ∼130 Mb. However, that method does not work well for organisms such as barley, with a much larger 5200 Mb genome. In the present study, we demonstrate SFP detection using a small number of replicate datasets and complex RNA as a surrogate for barley DNA. To identify single probes defining SFPs in the data, we developed a method using robustified projection pursuit (RPP). This method first evaluates, for each probe set, the overall differentiation of signal intensities between two genotypes and then measures the contribution of the individual probes within the probe set to the overall differentiation. Results: RNA from whole seedlings with and without dehydration stress provided 'present' calls for ∼75% of probe sets. Using triplicated data, among the 5% of 'present' probe sets identified as most likely to contain at least one SFP probe, at least 80% are correctly predicted. This was determined by direct sequencing of PCR amplicons derived from barley genomic DNA. Using a 5 percentile cutoff, we defined 2007 SFP probes contained in 1684 probe sets by combining three parental genotype comparisons: Steptoe versus Morex, Morex versus Barke and Oregon Wolfe Barley Dominant versus Recessive.
UR - https://www.scopus.com/pages/publications/27544454498
U2 - 10.1093/bioinformatics/bti640
DO - 10.1093/bioinformatics/bti640
M3 - 文章
C2 - 16118260
AN - SCOPUS:27544454498
SN - 1367-4803
VL - 21
SP - 3852
EP - 3858
JO - Bioinformatics
JF - Bioinformatics
IS - 20
ER -