November 2024
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25 Reads
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1 Citation
npj Systems Biology and Applications
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November 2024
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25 Reads
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1 Citation
npj Systems Biology and Applications
January 2024
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65 Reads
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1 Citation
npj Systems Biology and Applications
Knowledge bases have been instrumental in advancing biological research, facilitating pathway analysis and data visualization, which are now widely employed in the scientific community. Despite the establishment of several prominent knowledge bases focusing on signaling, metabolic networks, or both, integrating these networks into a unified topological network has proven to be challenging. The intricacy of molecular interactions and the diverse formats employed to store and display them contribute to the complexity of this task. In a prior study, we addressed this challenge by introducing a “meta-pathway” structure that integrated the advantages of the Simple Interaction Format (SIF) while accommodating reaction information. Nevertheless, the earlier Global Integrative Network (GIN) was limited to reliance on KEGG alone. Here, we present GIN version 2.0, which incorporates human molecular interaction data from ten distinct knowledge bases, including KEGG, Reactome, and HumanCyc, among others. We standardized the data structure, gene IDs, and chemical IDs, and conducted a comprehensive analysis of the consistency among the ten knowledge bases before combining all unified interactions into GINv2.0. Utilizing GINv2.0, we investigated the glycolysis process and its regulatory proteins, revealing coordinated regulations on glycolysis and autophagy, particularly under glucose starvation. The expanded scope and enhanced capabilities of GINv2.0 provide a valuable resource for comprehensive systems-level analyses in the field of biological research. GINv2.0 can be accessed at: https://github.com/BIGchix/GINv2.0 .
... Higher-token Petri net computad projects could include: • Categorical Alzheimer's dynamics (Norton et al. 2024) • Enzyme kinetics (Michaelis-Menten) for epigenetic mutation and damage repair rates (Bardini et al. 2016) • 2-Segal space immune pathway analysis (Lin et al. 2024) • AQFT-FQFT field theory of senescent cell clearance • Feynman category fibration analysis of inflammaging • Open Petri net model of longevity SIR (Baez et al. 2022) ...
November 2024
npj Systems Biology and Applications
... Conversion of meta-pathways to Petri nets We previously introduced the concept of the meta-pathway structure by the construction of GIN, first from KEGG data for over 7000 species (the GIN version 1) and later by integrating 10 human knowledge bases (the GIN version 2) 32,44 . The key feature of the meta-pathway structure is the "intermediate" nodes we introduced in the graph to link the substrates, enzymes, and the products of biochemical reactions. ...
January 2024
npj Systems Biology and Applications