Title :
Probabilistic bounds for estimates of genome DNA copy number variations using HR-CGH microarray
Author :
Munoz-Minjares, Jorge ; Cabal-Aragon, Jesus ; Shmaliy, Yuriy S.
Author_Institution :
Dept. of Electron. Eng., Univ. de Guanajuato, Salamanca, Mexico
Abstract :
Estimation of the genome copy number variations (CNVs) measured using the high-resolution array-comparative genomic hybridization (HR-CGH) microarray is provided in the presence of large measurement white Gaussian noise having typically different segmental variances. Jitter inherent to the breakpoints of such signals can be approximated with the discrete skew Laplace distribution. Referring to and aimed at sketching a more clear picture about possible chromosomal changes, we have justified the estimate UB and LB probabilistic masks in the three-sigma sense to guarantee an existence of true changes with the probability of 99.73%. Some real measurements are tested by these mask and practical conclusions are provided.
Keywords :
DNA; Gaussian noise; cellular biophysics; genomics; statistical distributions; white noise; HR-CGH microarray; chromosomal changes; discrete skew Laplace distribution; genome DNA CNV; genome DNA copy number variations; high-resolution array-comparative genomic hybridization; probabilistic bounds; probabilistic masks; three-sigma sense; white Gaussian noise; Bioinformatics; Biological cells; DNA; Genomics; Jitter; Noise measurement; Probabilistic logic;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2013 Proceedings of the 21st European
Conference_Location :
Marrakech