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Cálculo de reglas de transformación de grafos de doble pushout y mapas átomo-a-átomo a partir de datos KEGG RCLASS

Nora Beier1, Thomas Gatter1, Jakob L Andersen2

  • 1Bioinformatics Group, Department of Computer Science, and Interdisciplinary Center for Bioinformatics, Universität Leipzig, Härtelstraße 16-18, D-04107, Leipzig, Germany.

Algorithms for molecular biology : AMB
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Este resumen es generado por máquina.

El nuevo software laveau genera reglas DPO explícitas y mapas átomo-a-átomo a partir de datos KEGG RCLASS, lo que permite modelos detallados a nivel atómico de redes metabólicas.

Palabras clave:
Mapeo átomo-a-átomoReglas de doble pushoutReconstrucción de grafosTransformación de grafosKEGGReacciones metabólicasRCLASSReglas de reacción

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Área de la Ciencia:

  • Bioinformática
  • Química Computacional
  • Biología de Sistemas

Sus antecedentes:

  • Los mapas átomo-a-átomo son cruciales para muchas aplicaciones, pero difíciles de obtener.
  • La base de datos de reacciones KEGG utiliza RCLASSes, no mapas átomo-a-átomo directos, lo que dificulta la construcción de reglas.
  • Las reglas de transformación de grafos DPO ofrecen una representación eficiente para el mapeo a nivel atómico.

Objetivo del estudio:

  • Desarrollar un método para convertir datos KEGG RCLASS en reglas DPO.
  • Permitir la generación de mapas átomo-a-átomo explícitos a partir de datos de reacción KEGG existentes.

Principales métodos:

  • Se desarrolló 'laveau', una herramienta para calcular reglas DPO a partir de reacciones KEGG y datos RCLASS.
  • El algoritmo traduce códigos RDM a grafos de patrones RDM, los fusiona según incrustaciones y forma subgrafos de reactivos/productos.
  • Los mapas átomo-a-átomo se derivan de códigos RDM para definir reglas de transformación DPO.

Principales resultados:

  • laveau generó con éxito 1232 reglas DPO y 1594 mapas átomo-a-átomo a partir de 3195 RCLASSes.
  • Las reglas DPO generadas aplicadas a los reactivos producen mapas átomo-a-átomo completos.
  • La herramienta reconstruye eficazmente los detalles a nivel atómico a partir de datos RCLASS.

Conclusiones:

  • El software laveau extrae mapas átomo-a-átomo locales de KEGG RCLASSes para reacciones catalizadas por enzimas.
  • Proporciona reglas DPO para modelos de redes metabólicas a nivel atómico, abordando una brecha de datos.
  • Facilita el análisis detallado de transformaciones bioquímicas a nivel atómico.