Literature DB >> 19817738

Detecting genomic aberrations using products in a multiscale analysis.

Xuesong Yu1, Timothy W Randolph, Hua Tang, Li Hsu.   

Abstract

Genomic instability, such as copy-number losses and gains, occurs in many genetic diseases. Recent technology developments enable researchers to measure copy numbers at tens of thousands of markers simultaneously. In this article, we propose a nonparametric approach for detecting the locations of copy-number changes and provide a measure of significance for each change point. The proposed test is based on seeking scale-based changes in the sequence of copy numbers, which is ordered by the marker locations along the chromosome. The method leads to a natural way to estimate the null distribution for the test of a change point and adjusted p-values for the significance of a change point using a step-down maxT permutation algorithm to control the family-wise error rate. A simulation study investigates the finite sample performance of the proposed method and compares it with a more standard sequential testing method. The method is illustrated using two real data sets.
© 2009, The International Biometric Society No claim to original US government works.

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Year:  2010        PMID: 19817738      PMCID: PMC2942992          DOI: 10.1111/j.1541-0420.2009.01337.x

Source DB:  PubMed          Journal:  Biometrics        ISSN: 0006-341X            Impact factor:   2.571


  20 in total

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5.  A modified Bayes information criterion with applications to the analysis of comparative genomic hybridization data.

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7.  A segmentation/clustering model for the analysis of array CGH data.

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8.  Stochastic segmentation models for array-based comparative genomic hybridization data analysis.

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10.  Mapping and sequencing of structural variation from eight human genomes.

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  2 in total

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2.  Application of discrete wavelet transform for analysis of genomic sequences of Mycobacterium tuberculosis.

Authors:  Shiwani Saini; Lillie Dewan
Journal:  Springerplus       Date:  2016-01-22
  2 in total

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