a genome-wide analysis of array-based comparative genomic hybridization (cgh) data to detect intra-species variations and evolutionary relationships全基因组分析基于阵列比较基因组杂交(cgh)数据检测intra-species变异和进化关系.pdfVIP
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a genome-wide analysis of array-based comparative genomic hybridization (cgh) data to detect intra-species variations and evolutionary relationships全基因组分析基于阵列比较基因组杂交(cgh)数据检测intra-species变异和进化关系
A Genome-Wide Analysis of Array-Based Comparative
Genomic Hybridization (CGH) Data to Detect Intra-
Species Variations and Evolutionary Relationships
1 2 1
Apratim Mitra , George Liu , Jiuzhou Song *
1 Department of Animal and Avian Sciences, University of Maryland, College Park, Maryland, United States of America, 2 Bovine Functional Genomics Lab, Animal and
Natural Resources Institute, Agricultural Research Service, United States Department of Agriculture, Beltsville, Maryland, United States of America
Abstract
Array-based comparative genomics hybridization (aCGH) has gained prevalence as an effective technique for measuring
structural variations in the genome. Copy-number variations (CNVs) form a large source of genomic structural variation, but
it is not known whether phenotypic differences between intra-species groups, such as divergent human populations, or
breeds of a domestic animal, can be attributed to CNVs. Several computational methods have been proposed to improve
the detection of CNVs from array CGH data, but few population studies have used CGH data for identification of intra-
species differences. In this paper we propose a novel method of genome-wide comparison and classification using CGH
data that condenses whole genome information, aimed at quantification of intra-species variations and discovery of shared
ancestry. Our strategy included smoothing CGH data using an appropriate denoising algorithm, extracting features via
wavelets, quantifying the information via wavelet power spectrum and hierarchical clustering of the resultant profile. To
evaluate the classification efficiency of our method, we used simulated data sets. We applied it to aCGH data from human
and bovine individuals and showed that it successfully detects existing intra-specific variations with
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