Approximation of Jitter probability in the breakpoints using AEP distribution and confidence masks of SCNA

作者: Jorge Munoz-Minjares , Yuriy S. Shmaliy , Ro. Olivera-Reyna , Re. Olivera-Reyna , O. Vite-Chavez

DOI: 10.1109/ROPEC.2017.8261604

关键词: SkewHistogramLaplace distributionJitterAlgorithmNoiseMathematicsNoise measurementSCNASignal-to-noise ratio

摘要: Jitter is inherent to the breakpoints of measured genome somatic copy number alterations (SCNAs). Therefore, an analysis jitter required reduce errors in SCNA estimation. The measurements are accompanied with intensive noise that may cause and ambiguities breakpoint detection low signal-to-noise ratios (SNRs). We show asymmetric exponential power distribution (AEPD) provides much better approximation than earlier proposed discrete skew Laplace distribution. Furthermore, we confirm (AEP) its suitable for computing confidence upper lower boundary limits order guarantee existence genomic changes a probability. test some neuroblastoma SCNAs by bound masks several probabilities.

参考文章(19)
Emmanuel Barillot, Valentina Boeva, Elodie Manié, Tatiana Popova, Marc-Henri Stern, Yves Rozenholc, Analysis of Somatic Alterations in Cancer Genome: From SNP Arrays to Next Generation Sequencing ,(2013)
Franck Picard, Stephane Robin, Marc Lavielle, Christian Vaisse, Jean-Jacques Daudin, A statistical approach for array CGH data analysis. BMC Bioinformatics. ,vol. 6, pp. 27- 27 ,(2005) , 10.1186/1471-2105-6-27
B.D. Rao, K.V.S. Hari, Effect of spatial smoothing on the performance of MUSIC and the minimum-norm method IEE Proceedings F Radar and Signal Processing. ,vol. 137, pp. 449- 458 ,(1990) , 10.1049/IP-F-2.1990.0065
Jorge Munoz-Minjares, Yuriy S. Shmaliy, Approximate jitter probability in the breakpoints of genome copy number variations international conference on electrical engineering, computing science and automatic control. pp. 128- 131 ,(2013) , 10.1109/ICEEE.2013.6676066
Jorge Muñoz-Minjares, Jesús Cabal-Aragón, Yuriy S. Shmaliy, Confidence masks for genome DNA copy number variations in applications to HR-CGH array measurements Biomedical Signal Processing and Control. ,vol. 13, pp. 337- 344 ,(2014) , 10.1016/J.BSPC.2014.06.006
Jorge Muñoz-Minjares, Yuriy S. Shmaliy, Jesús Cabal-Aragón, Confidence limits for genome DNA copy number variations in HR-CGH array measurements Biomedical Signal Processing and Control. ,vol. 10, pp. 166- 173 ,(2014) , 10.1016/J.BSPC.2013.11.007
P. J. Hastings, James R. Lupski, Susan M. Rosenberg, Grzegorz Ira, Mechanisms of change in gene copy number Nature Reviews Genetics. ,vol. 10, pp. 551- 564 ,(2009) , 10.1038/NRG2593
Can Alkan, Bradley P. Coe, Evan E. Eichler, Genome structural variation discovery and genotyping Nature Reviews Genetics. ,vol. 12, pp. 363- 376 ,(2011) , 10.1038/NRG2958
Hsin-Ta Wu, Iman Hajirasouliha, Benjamin J. Raphael, Detecting independent and recurrent copy number aberrations using interval graphs Bioinformatics. ,vol. 30, pp. 195- 203 ,(2014) , 10.1093/BIOINFORMATICS/BTU276