articleBioinformaticsJan 18, 2007BRONZE OA

A faster circular binary segmentation algorithm for the analysis of array CGH data

Memorial Sloan Kettering Cancer Center

PubMed
Indexed incrossrefdoajpubmed

Abstract

MOTIVATION: Array CGH technologies enable the simultaneous measurement of DNA copy number for thousands of sites on a genome. We developed the circular binary segmentation (CBS) algorithm to divide the genome into regions of equal copy number. The algorithm tests for change-points using a maximal t-statistic with a permutation reference distribution to obtain the corresponding P-value. The number of computations required for the maximal test statistic is O(N2), where N is the number of markers. This makes the full permutation approach computationally prohibitive for the newer arrays that contain tens of thousands markers and highlights the need for a faster algorithm. RESULTS: We present a hybrid approach to…

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Authors

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Topics & keywords

Keywords
  • Permutation (music)
  • Algorithm
  • Computer science
  • Statistic
  • Binary number
  • Computation
  • Bioconductor
  • Test statistic
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