PLoS ONE (Jan 2012)

Visualization of genomic changes by segmented smoothing using an L0 penalty.

  • Ralph C A Rippe,
  • Jacqueline J Meulman,
  • Paul H C Eilers

DOI
https://doi.org/10.1371/journal.pone.0038230
Journal volume & issue
Vol. 7, no. 6
p. e38230

Abstract

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Copy number variations (CNV) and allelic imbalance in tumor tissue can show strong segmentation. Their graphical presentation can be enhanced by appropriate smoothing. Existing signal and scatterplot smoothers do not respect segmentation well. We present novel algorithms that use a penalty on the L(0) norm of differences of neighboring values. Visualization is our main goal, but we compare classification performance to that of VEGA.