Year 2025,
Volume: 7 Issue: 2, 146 - 153, 31.07.2025
Rodrigo Pérez-gala
Yordy S. Cangrejo-useda
Camila V. Castillo-lopez
Maria J. Sanchez-manjarrez
Cristian E. Cadena-caballero
Francisco Martinez-perez
Fernando Ramirez-alatriste
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International Journal of Molecular Sciences 23.
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Boubaker, O., 2024 Chaos in physiological control systems: Health
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Cabrera-Becerril, A. and U. Rayón, 2025 Chaosgame_
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Cangrejo-Useda, Y. S., R. Perez-Gala, L. M. Vera-Cala, C. Barrios-
Hernandez, E. P. Ardila-Sandoval, et al., 2025 Prkn gene introns
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Chatterjee, S. and M. R. Yilmaz, 1992 Chaos, fractals and statistics.
Statistical Science 7: 49–68.
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Darriba, D., G. L. Taboada, R. Doallo, and D. Posada, 2012 jmodeltest
2: more models, new heuristics and parallel computing.
Nature Methods 2012 9:8 9: 772–772.
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Deschavanne, P. J., A. Giron, J. Vilain, G. Fagot, and B. Fertil, 1999
Genomic signature: characterization and classification of species
assessed by chaos game representation of sequences. Molecular
Biology and Evolution 16: 1391–1399.
-
Duda, P. and J. Zrzavý, 2013 Evolution of life history and behavior
in hominidae: Towards phylogenetic reconstruction of the
chimpanzee–human last common ancestor. Journal of Human
Evolution 65: 424–446.
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Farré, M., M. Bosch, F. López-Giráldez, M. Ponsà, and A. Ruiz-
Herrera, 2011 Assessing the role of tandem repeats in shaping
the genomic architecture of great apes. PLOS ONE 6: 1–12.
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Frith, M. C., S. Mitsuhashi, and K. Katoh, 2021 lamassemble: Multiple
alignment and consensus sequence of long reads. Methods
in molecular biology (Clifton, N.J.) 2231: 135–145.
-
Hoang, D. T., O. Chernomor, A. V. Haeseler, B. Q. Minh, and L. S.
Vinh, 2018 Ufboot2: Improving the ultrafast bootstrap approximation.
Molecular biology and evolution 35: 518–522.
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Jeffrey, H. J., 1990 Chaos game representation of gene structure.
Nucleic Acids Research 18: 2163–2170.
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Kantelhardt, J.W., 2008 Fractal and multifractal time series. Physics
Reports 808: 1–43.
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Kozlovska, O. and F. Sadyrbaev, 2024 In search of chaos in genetic
systems. Chaos Theory and Applications 6: 13–18.
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Leduc-Gaudet, J. P., S. N. Hussain, and G. Gouspillou, 2022 Parkin:
a potential target to promote healthy ageing. The Journal of
Physiology 600: 3405–3421.
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Löchel, H. F. and D. Heider, 2021 Chaos game representation and
its applications in bioinformatics. Chaos 19: 6263–6271.
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Makova, K., B. Pickett, R. Harris, and et al., 2024 The complete
sequence and comparative analysis of ape sex chromosomes.
Nature 630: 401–411.
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Marín, I., J. I. Lucas, A. C. Gradilla, and A. Ferrús, 2004 Parkin
and relatives: the rbr family of ubiquitin ligases. Physiological
Genomics 17: 253–263.
-
Miller, M. A., T. Schwartz, B. E. Pickett, S. He, E. B. Klem, et al.,
2015 A restful api for access to phylogenetic tools via the cipres
science gateway. Evolutionary bioinformatics online 11: 43–48.
-
Minh, B. Q., H. A. Schmidt, O. Chernomor, D. Schrempf, M. D.
Woodhams, et al., 2020 Iq-tree 2: New models and efficient methods
for phylogenetic inference in the genomic era. Molecular
biology and evolution 37: 1530–1534.
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Mitchell, M. and M. Newman, 2002 Complex systems theory and
evolution. In Encyclopedia of evolution, edited by M. Pagel, pp.
1–5, Oxford University Press, New York, NY.
-
Mouchet, M. A. and D. Mouillot, 2010 Decomposing phylogenetic
entropy into α, β and γ components. Biology Letters 6: 665–668.
-
Munk, S. H., V. Voutsinos, and V. H. Oestergaard, 2021 Large
intronic deletion of the fragile site gene prkn dramatically lowers
its fragility without impacting gene expression. Frontiers in
Genetics 12.
-
Olszewska, D. A., A. McCarthy, A. I. Soto-Beasley, et al., 2022
Parkin, pink1, and dj1 analysis in early-onset parkinson’s disease
in ireland. Irish Journal of Medical Science 191: 901–907.
-
Patidar, V. and G. Kaur, 2024 Lossless image encryption using
robust chaos-based dynamic dna coding, xoring and complementing.
Chaos Theory and Applications 6: 13–18.
-
Perez-Gala, R., Y. S. Cangrejo-Useda, C. V. Castillo-Lopez, M. J.
Sanchez-Manjarres, C. E. Cadena-Caballero, et al., 2025 Frequency
chaos game method and fractals show evolutionary
relationships of the prkn gene in primates.
-
Retnaningsih, R., 2024 Fractal geometry, fibonacci numbers, golden
ratios, and pascal triangles as designs. The Journal of Academic
Science 1: 51–66.
-
Rodrigo-Gala, 2025 Complexity-science-group-chaos-fractalsnature-
aplications. GitHub repository.
-
Saeed, M., 2020 Fractal genomics of sod1 evolution. Immunogenetics
72: 439–445.
-
Siegenfeld, A. F. and Y. Bar-Yam, 2020 An introduction to complex
systems science and its applications. Complexity 2020: 6105872.
-
Sievers, A., L. Sauer, M. Hausmann, and G. Hildenbrand, 2021
Eukaryotic genomes show strong evolutionary conservation
of k-mer composition and correlation contributions between
introns and intergenic regions. Genes 12.
-
Tanaka, K., 2020 The pink1-parkin axis: An overview. Neuroscience
Research 159: 9–15.
-
Vischer, E. and E. Chargaff, 1948 The composition of the pentose
nucleic acids of yeast and pancreas. Journal of Biological Chemistry
176: 715–734.
-
Wang, X. S., T. R. Cotton, S. J. Trevelyan, et al., 2023 The unifying
catalytic mechanism of the ring-between-ring e3 ubiquitin ligase
family. Nature Communications 14: 14.
Frequency Chaos Game Method and Fractals Show Evolutionary Relationships of the PRKN Gene in Primates
Year 2025,
Volume: 7 Issue: 2, 146 - 153, 31.07.2025
Rodrigo Pérez-gala
Yordy S. Cangrejo-useda
Camila V. Castillo-lopez
Maria J. Sanchez-manjarrez
Cristian E. Cadena-caballero
Francisco Martinez-perez
Fernando Ramirez-alatriste
Abstract
The Chaos Game Representation (CGR) algorithm and its frequency-based optimization, the Frequency Chaos Game Representation (FCGR), offer alignment-free methods for analyzing DNA sequences through fractal geometry. This study investigates the evolutionary relationships of the PRKN gene in primates using FCGR, exploring his capacity to reveal phylogenetic signals. We applied FCGR to PRKN gene sequences from 16 primate species, calculating nucleotide frequencies and generating fractal representations. Phylogenetic relationships were inferred from fractal similarity and compared to established phylogenies and Shannon entropy was employed to correlate sequence organization with fractal patterns. Results demonstrate that FCGR effectively captures evolutionary relationships of the PRKN gene, yielding phylogenetic clustering consistent with conventional methods. The fractal patterns and their relation to Shannon entropy reveal structural organization within the PRKN gene sequence, independent of sequence length. This alignmentfree, fractal-based approach offers a rapid and informative tool for studying genetic evolution, with potential applications in understanding primate phylogeny and neurodegenerative disorders linked to PRKN.
Thanks
This work was supported by Maestria en Ciencas de la Complejidad from the Universidad Autonoma de la Ciudad de Mexico, Campus Colonia del Valle, Mexico; by the Complexity Science Group: Chaos, Fractals, Nature Applications from the Universidad Autonoma de la Ciudad de Mexico. Moreover, by a research stay granted by the Universidad Industrial de Santander by resolution 558 of October 20, 2023, and for the Grupo de Investigación en Computo Avanzado y a Gran Escala (CAGE) from Centro de Supercomputacion y Calculo Cientifico of the Universidad Industrial de Santander.
References
-
Ahmad, A., D. Nkosi, and M. A. Iqbal, 2023 Park2 microdeletion
or duplications have been implicated in different neurological
disorders including early onset parkinson disease. Genes 14:
600.
-
Allen, B., M. Kon, and Y. Bar-Yam, 2009 A new phylogenetic diversity
measure generalizing the shannon index and its application
to phyllostomid bats. The American Naturalist 174: 236–243.
-
Anisimova, M., M. Gil, J. F. Dufayard, C. Dessimoz, and O. Gascuel,
2011 Survey of branch support methods demonstrates accuracy,
power, and robustness of fast likelihood-based approximation
schemes. Systematic biology 60: 685–699.
-
Bai-lin, H., L. H.C., and Z. Shu-yu, 2000 Fractals related to long dna
sequences and complete genomes. Chaos, Solitons & Fractals 11:
825–836.
-
Barnsley, M. F., 1988 Fractals Everywhere. Academic Press, San
Diego.
-
Benisty, H., X. Hernandez-Alias, M. Weber, M. Anglada-Girotto,
F. Mantica, et al., 2023 Genes enriched in a/t-ending codons are
co-regulated and conserved across mammals. Cell systems 14:
312–323.e3.
-
Boissinot, S., 2022 On the base composition of transposable elements.
International Journal of Molecular Sciences 23.
-
Boubaker, O., 2024 Chaos in physiological control systems: Health
or disease? Chaos Theory and Applications 6: 1–12.
-
Brovkina, M., M. Chapman, M. Holding, et al., 2023 Emergence
and influence of sequence bias in evolutionarily malleable, mammalian
tandem arrays. BMC Biology 21.
-
Cabrera-Becerril, A. and U. Rayón, 2025 Chaosgame_
pygame.ipynb. Accedido: 16 de enero de 2025.
-
Cangrejo-Useda, Y. S., R. Perez-Gala, L. M. Vera-Cala, C. Barrios-
Hernandez, E. P. Ardila-Sandoval, et al., 2025 Prkn gene introns
in families from order primates show common open reading
frames.
-
Chatterjee, S. and M. R. Yilmaz, 1992 Chaos, fractals and statistics.
Statistical Science 7: 49–68.
-
Darriba, D., G. L. Taboada, R. Doallo, and D. Posada, 2012 jmodeltest
2: more models, new heuristics and parallel computing.
Nature Methods 2012 9:8 9: 772–772.
-
Deschavanne, P. J., A. Giron, J. Vilain, G. Fagot, and B. Fertil, 1999
Genomic signature: characterization and classification of species
assessed by chaos game representation of sequences. Molecular
Biology and Evolution 16: 1391–1399.
-
Duda, P. and J. Zrzavý, 2013 Evolution of life history and behavior
in hominidae: Towards phylogenetic reconstruction of the
chimpanzee–human last common ancestor. Journal of Human
Evolution 65: 424–446.
-
Farré, M., M. Bosch, F. López-Giráldez, M. Ponsà, and A. Ruiz-
Herrera, 2011 Assessing the role of tandem repeats in shaping
the genomic architecture of great apes. PLOS ONE 6: 1–12.
-
Frith, M. C., S. Mitsuhashi, and K. Katoh, 2021 lamassemble: Multiple
alignment and consensus sequence of long reads. Methods
in molecular biology (Clifton, N.J.) 2231: 135–145.
-
Hoang, D. T., O. Chernomor, A. V. Haeseler, B. Q. Minh, and L. S.
Vinh, 2018 Ufboot2: Improving the ultrafast bootstrap approximation.
Molecular biology and evolution 35: 518–522.
-
Jeffrey, H. J., 1990 Chaos game representation of gene structure.
Nucleic Acids Research 18: 2163–2170.
-
Kantelhardt, J.W., 2008 Fractal and multifractal time series. Physics
Reports 808: 1–43.
-
Kozlovska, O. and F. Sadyrbaev, 2024 In search of chaos in genetic
systems. Chaos Theory and Applications 6: 13–18.
-
Leduc-Gaudet, J. P., S. N. Hussain, and G. Gouspillou, 2022 Parkin:
a potential target to promote healthy ageing. The Journal of
Physiology 600: 3405–3421.
-
Löchel, H. F. and D. Heider, 2021 Chaos game representation and
its applications in bioinformatics. Chaos 19: 6263–6271.
-
Makova, K., B. Pickett, R. Harris, and et al., 2024 The complete
sequence and comparative analysis of ape sex chromosomes.
Nature 630: 401–411.
-
Marín, I., J. I. Lucas, A. C. Gradilla, and A. Ferrús, 2004 Parkin
and relatives: the rbr family of ubiquitin ligases. Physiological
Genomics 17: 253–263.
-
Miller, M. A., T. Schwartz, B. E. Pickett, S. He, E. B. Klem, et al.,
2015 A restful api for access to phylogenetic tools via the cipres
science gateway. Evolutionary bioinformatics online 11: 43–48.
-
Minh, B. Q., H. A. Schmidt, O. Chernomor, D. Schrempf, M. D.
Woodhams, et al., 2020 Iq-tree 2: New models and efficient methods
for phylogenetic inference in the genomic era. Molecular
biology and evolution 37: 1530–1534.
-
Mitchell, M. and M. Newman, 2002 Complex systems theory and
evolution. In Encyclopedia of evolution, edited by M. Pagel, pp.
1–5, Oxford University Press, New York, NY.
-
Mouchet, M. A. and D. Mouillot, 2010 Decomposing phylogenetic
entropy into α, β and γ components. Biology Letters 6: 665–668.
-
Munk, S. H., V. Voutsinos, and V. H. Oestergaard, 2021 Large
intronic deletion of the fragile site gene prkn dramatically lowers
its fragility without impacting gene expression. Frontiers in
Genetics 12.
-
Olszewska, D. A., A. McCarthy, A. I. Soto-Beasley, et al., 2022
Parkin, pink1, and dj1 analysis in early-onset parkinson’s disease
in ireland. Irish Journal of Medical Science 191: 901–907.
-
Patidar, V. and G. Kaur, 2024 Lossless image encryption using
robust chaos-based dynamic dna coding, xoring and complementing.
Chaos Theory and Applications 6: 13–18.
-
Perez-Gala, R., Y. S. Cangrejo-Useda, C. V. Castillo-Lopez, M. J.
Sanchez-Manjarres, C. E. Cadena-Caballero, et al., 2025 Frequency
chaos game method and fractals show evolutionary
relationships of the prkn gene in primates.
-
Retnaningsih, R., 2024 Fractal geometry, fibonacci numbers, golden
ratios, and pascal triangles as designs. The Journal of Academic
Science 1: 51–66.
-
Rodrigo-Gala, 2025 Complexity-science-group-chaos-fractalsnature-
aplications. GitHub repository.
-
Saeed, M., 2020 Fractal genomics of sod1 evolution. Immunogenetics
72: 439–445.
-
Siegenfeld, A. F. and Y. Bar-Yam, 2020 An introduction to complex
systems science and its applications. Complexity 2020: 6105872.
-
Sievers, A., L. Sauer, M. Hausmann, and G. Hildenbrand, 2021
Eukaryotic genomes show strong evolutionary conservation
of k-mer composition and correlation contributions between
introns and intergenic regions. Genes 12.
-
Tanaka, K., 2020 The pink1-parkin axis: An overview. Neuroscience
Research 159: 9–15.
-
Vischer, E. and E. Chargaff, 1948 The composition of the pentose
nucleic acids of yeast and pancreas. Journal of Biological Chemistry
176: 715–734.
-
Wang, X. S., T. R. Cotton, S. J. Trevelyan, et al., 2023 The unifying
catalytic mechanism of the ring-between-ring e3 ubiquitin ligase
family. Nature Communications 14: 14.