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This article is cited in 3 scientific papers (total in 3 papers)
Bioinformatics
Fractional-stable statistics of the genes expression in the next generation sequence results
V. V. Saenko Technological Research Institute of Ulyanovsk State University
Abstract:
As has been shown in the previous article [1] an application of class of the fractional-stable laws to the genes expression results obtained by DNA-microarrays leads to poor agreement between experimental and theoretical distributions. This difference can be explained by the imperfection of the technology of the gene expression determination. In this article the distributions of the gene expression obtained by Next Generation Sequence technology are investigated. In this technology the determination technique of the gene expression differs from the DNA-microarrays technology. This results to more qualitative results of an approximation. In particular, it is established that the probability density function of the gene expression has a form of shift-scale mixture of probability laws, where one of the components of the mixture is the fractional-stable distribution.
Key words:
gene expression, DNA-microarrays, Next Generation Sequence Technology, fractional-stable law, Levy's-stable law, shift-scale mixture.
Received 20.06.2016, Published 25.11.2016
Citation:
V. V. Saenko, “Fractional-stable statistics of the genes expression in the next generation sequence results”, Mat. Biolog. Bioinform., 11:2 (2016), 278–287
Linking options:
https://www.mathnet.ru/eng/mbb273 https://www.mathnet.ru/eng/mbb/v11/i2/p278
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