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Year 2025, Volume: 7 Issue: 2, 146 - 153, 31.07.2025
https://doi.org/10.51537/chaos.1643191

Abstract

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.

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
https://doi.org/10.51537/chaos.1643191

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.
There are 41 citations in total.

Details

Primary Language English
Subjects Biological Mathematics
Journal Section Research Articles
Authors

Rodrigo Pérez-gala This is me 0000-0003-4659-7677

Yordy S. Cangrejo-useda This is me 0009-0006-8224-3445

Camila V. Castillo-lopez This is me 0009-0004-2578-5868

Maria J. Sanchez-manjarrez This is me 0009-0002-1367-7427

Cristian E. Cadena-caballero This is me 0000-0002-1502-4967

Francisco Martinez-perez This is me 0000-0003-1668-7671

Fernando Ramirez-alatriste 0000-0001-7991-7951

Publication Date July 31, 2025
Submission Date February 20, 2025
Acceptance Date May 30, 2025
Published in Issue Year 2025 Volume: 7 Issue: 2

Cite

APA Pérez-gala, R., Cangrejo-useda, Y. S., Castillo-lopez, C. V., … Sanchez-manjarrez, M. J. (2025). Frequency Chaos Game Method and Fractals Show Evolutionary Relationships of the PRKN Gene in Primates. Chaos Theory and Applications, 7(2), 146-153. https://doi.org/10.51537/chaos.1643191

Chaos Theory and Applications in Applied Sciences and Engineering: An interdisciplinary journal of nonlinear science 23830 28903   

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