Articles producció científicaEnginyeria Informàtica i Matemàtiques

The multiplex network of human diseases

  • Dades identificatives

    Identificador:  imarina:5461492
    Autors:  Halu, Arda; De Domenico, Manlio; Arenas, Alex; Sharma, Amitabh
    Resum:
    Untangling the complex interplay between phenotype and genotype is crucial to the effective characterization and subtyping of diseases. Here we build and analyze the multiplex network of 779 human diseases, which consists of a genotype-based layer and a phenotype-based layer. We show that diseases with common genetic constituents tend to share symptoms, and uncover how phenotype information helps boost genotype information. Moreover, we offer a flexible classification of diseases that considers their molecular underpinnings alongside their clinical manifestations. We detect cohesive groups of diseases that have high intra-group similarity at both the molecular and the phenotypic level. Inspecting these disease communities, we demonstrate the underlying pathways that connect diseases mechanistically. We observe monogenic disorders grouped together with complex diseases for which they increase the risk factor. We propose potentially new disease associations that arise as a unique feature of the information flow within and across the two layers.
  • Altres:

    Enllaç font original: https://www.nature.com/articles/s41540-019-0092-5
    Referència de l'ítem segons les normes APA: Halu, Arda; De Domenico, Manlio; Arenas, Alex; Sharma, Amitabh (2019). The multiplex network of human diseases. Npj Syst Biol Appl, 5(UNSP 15), 15-15. DOI: 10.1038/s41540-019-0092-5
    Referència a l'article segons font original: Npj Syst Biol Appl. 5 (UNSP 15): 15-15
    DOI de l'article: 10.1038/s41540-019-0092-5
    Any de publicació de la revista: 2019
    Entitat: Universitat Rovira i Virgili
    Versió de l'article dipositat: info:eu-repo/semantics/publishedVersion
    Data d'alta del registre: 2024-09-28
    Autor/s de la URV: Arenas Moreno, Alejandro / DE DOMENICO, MANLIO
    Departament: Enginyeria Informàtica i Matemàtiques
    URL Document de llicència: https://repositori.urv.cat/ca/proteccio-de-dades/
    Tipus de publicació: Journal Publications
    ISSN: 20567189
    Autor segons l'article: Halu, Arda; De Domenico, Manlio; Arenas, Alex; Sharma, Amitabh
    Accès a la llicència d'ús: https://creativecommons.org/licenses/by/3.0/es/
    Àrees temàtiques: Modeling and simulation, Mathematical & computational biology, General biochemistry,genetics and molecular biology, Drug discovery, Computer science applications, Biochemistry, genetics and molecular biology (miscellaneous), Biochemistry, genetics and molecular biology (all), Applied mathematics
    Adreça de correu electrònic de l'autor: alexandre.arenas@urv.cat
  • Paraules clau:

    Systems biology
    Phenotype
    Ontology
    Online mendelian inheritance
    Maps
    Humans
    Genotype
    Gene regulatory networks
    Disease
    Computational biology and bioinformatics
    Computational biology
    Community structure
    Biology
    Applied Mathematics
    Biochemistry
    Genetics and Molecular Biology (Miscellaneous)
    Computer Science Applications
    Drug Discovery
    Mathematical & Computational Biology
    Modeling and Simulation
    General biochemistry
    genetics and molecular biology
    genetics and molecular biology (all)
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