The multifractal analysis of binary images of DNA is studied in order to define a methodological approach to the classification of DNA sequences. This method is based on the computation of some multifractality parameters on a suitable binary image of DNA, which takes into account the nucleotide distribution. The binary image of DNA is obtained by a dot-plot (recurrence plot) of the indicator matrix. The fractal geometry of these images is characterized by fractal dimension (FD), lacunarity, and succolarity. These parameters are compared with some other coefficients such as complexity and Shannon information entropy. It will be shown that the complexity parameters are more or less equivalent to FD, while the parameters of multifractality have different values in the sense that sequences with higher FD might have lower lacunarity and/or succolarity. In particular, the genome of Drosophila melanogaster has been considered by focusing on the chromosome 3r, which shows the highest fractality with a corresponding higher level of complexity. We will single out some results on the nucleotide distribution in 3r with respect to complexity and fractality. In particular, we will show that sequences with higher FD also have a higher frequency distribution of guanine, while low FD is characterized by the higher presence of adenine.
机构:
Univ Autonoma Metropolitana Iztapalapa, Div Ciencias Basicas & Ingn, Mexico City 09340, DF, MexicoUniv Autonoma Metropolitana Iztapalapa, Div Ciencias Basicas & Ingn, Mexico City 09340, DF, Mexico
Velazquez-Camilo, Oscar
Bolanos-Reynoso, Eusebio
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Inst Tecnol Orizaba, Div Estudios Posgrad & Invest, Orizaba 94320, Veracruz, MexicoUniv Autonoma Metropolitana Iztapalapa, Div Ciencias Basicas & Ingn, Mexico City 09340, DF, Mexico
Bolanos-Reynoso, Eusebio
Rodriguez, Eduardo
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Univ Autonoma Metropolitana Iztapalapa, Div Ciencias Basicas & Ingn, Mexico City 09340, DF, MexicoUniv Autonoma Metropolitana Iztapalapa, Div Ciencias Basicas & Ingn, Mexico City 09340, DF, Mexico
Rodriguez, Eduardo
Alvarez-Ramirez, Jose
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Univ Autonoma Metropolitana Iztapalapa, Div Ciencias Basicas & Ingn, Mexico City 09340, DF, MexicoUniv Autonoma Metropolitana Iztapalapa, Div Ciencias Basicas & Ingn, Mexico City 09340, DF, Mexico
机构:
Univ Politehn Bucuresti, Fac Automat Control & Comp Sci, Bucharest, RomaniaUniv Politehn Bucuresti, Fac Automat Control & Comp Sci, Bucharest, Romania
Cojocaru, Jan-Iliuta-Romeo
Popescu, Dan
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Univ Politehn Bucuresti, Fac Automat Control & Comp Sci, Bucharest, RomaniaUniv Politehn Bucuresti, Fac Automat Control & Comp Sci, Bucharest, Romania
Popescu, Dan
Ichim, Loretta
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Univ Politehn Bucuresti, Fac Automat Control & Comp Sci, Bucharest, RomaniaUniv Politehn Bucuresti, Fac Automat Control & Comp Sci, Bucharest, Romania
Ichim, Loretta
2017 21ST INTERNATIONAL CONFERENCE ON CONTROL SYSTEMS AND COMPUTER SCIENCE (CSCS),
2017,
: 435
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440
机构:
the Laboratory of Images Processing and Radiation,Faculty of Electronics and Computer Science,University of Science and Technology,Algiers,Algeriathe Laboratory of Images Processing and Radiation,Faculty of Electronics and Computer Science,University of Science and Technology,Algiers,Algeria
Nafissa Azzaz
Boualem Haddad
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the Laboratory of Images Processing and Radiation,Faculty of Electronics and Computer Science.University of Science and Technology,Algiers,Algeriathe Laboratory of Images Processing and Radiation,Faculty of Electronics and Computer Science,University of Science and Technology,Algiers,Algeria