Literature DB >> 19964720

Application of signal processing techniques for estimating regions of copy number variations in human meningioma DNA.

Catherine Stamoulis1, Rebecca A Betensky, Gayatry Mohapatra, David N Louis.   

Abstract

We applied mode-decomposition and matched-filtering, both signal processing techniques used to increase the signal-to-noise ratio (SNR), to array CGH data of human meningioma DNA, in order to extract genomic regions of copy-number changes potentially associated with tumor progression. DNA segments from different chromosomes were decomposed into a small number of dominant components (modes), and low-amplitude modes were eliminated. The SNR of the entire segment was increased and it was possible to identify local changes in the data spatial structure, previously indistinguishable due to noise. We applied matched-filtering to the mode-reduced signals, using a normal DNA sequences (averaged over 50 healthy donors) as the template. The residual signals from this process were analyzed to identify disease-related copy number changes. We were able to identify distinct local changes at different chromosomes in patients with recurrent versus primary meningiomas.

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Year:  2009        PMID: 19964720      PMCID: PMC2796201          DOI: 10.1109/IEMBS.2009.5333851

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  11 in total

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6.  Molecular cytogenetics of primary breast cancer by CGH.

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7.  Analysis of array CGH data: from signal ratio to gain and loss of DNA regions.

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Review 9.  Genomic microarrays in human genetic disease and cancer.

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Journal:  Hum Mol Genet       Date:  2003-08-05       Impact factor: 6.150

10.  Breaking the waves: improved detection of copy number variation from microarray-based comparative genomic hybridization.

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  1 in total

1.  Estimation of correlations between copy-number variants in non-coding DNA.

Authors:  Catherine Stamoulis
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2011
  1 in total

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