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Rare disease research workflow using multilayer networks elucidates the molecular determinants of severity in Congenital Myasthenic Syndromes

Author

Listed:
  • Iker Núñez-Carpintero

    (Barcelona Supercomputing Center (BSC))

  • Maria Rigau

    (Barcelona Supercomputing Center (BSC)
    MRC London Institute of Medical Sciences
    Hammersmith Hospital Campus)

  • Mattia Bosio

    (Barcelona Supercomputing Center (BSC)
    Coordination Unit Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Barcelona Supercomputing Center)

  • Emily O’Connor

    (Children’s Hospital of Eastern Ontario Research Institute
    University of Ottawa)

  • Sally Spendiff

    (Children’s Hospital of Eastern Ontario Research Institute)

  • Yoshiteru Azuma

    (Yokohama City University Graduate School of Medicine
    Aichi Medical University)

  • Ana Topf

    (Newcastle University
    Newcastle Hospitals NHS Foundation Trust)

  • Rachel Thompson

    (Children’s Hospital of Eastern Ontario Research Institute)

  • Peter A. C. ’t Hoen

    (Radboud university medical center)

  • Teodora Chamova

    (Alexandrovska University Hospital, Medical University-Sofia)

  • Ivailo Tournev

    (Alexandrovska University Hospital, Medical University-Sofia
    New Bulgarian University)

  • Velina Guergueltcheva

    (Sofia University St. Kliment Ohridski)

  • Steven Laurie

    (Barcelona Institute of Science and Technology (BIST))

  • Sergi Beltran

    (Barcelona Institute of Science and Technology (BIST)
    Universitat Pompeu Fabra (UPF)
    Universitat de Barcelona (UB))

  • Salvador Capella-Gutiérrez

    (Barcelona Supercomputing Center (BSC)
    Coordination Unit Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Barcelona Supercomputing Center)

  • Davide Cirillo

    (Barcelona Supercomputing Center (BSC))

  • Hanns Lochmüller

    (Children’s Hospital of Eastern Ontario Research Institute
    University of Ottawa
    Barcelona Institute of Science and Technology (BIST)
    The Ottawa Hospital)

  • Alfonso Valencia

    (Barcelona Supercomputing Center (BSC)
    Coordination Unit Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Barcelona Supercomputing Center
    ICREA)

Abstract

Exploring the molecular basis of disease severity in rare disease scenarios is a challenging task provided the limitations on data availability. Causative genes have been described for Congenital Myasthenic Syndromes (CMS), a group of diverse minority neuromuscular junction (NMJ) disorders; yet a molecular explanation for the phenotypic severity differences remains unclear. Here, we present a workflow to explore the functional relationships between CMS causal genes and altered genes from each patient, based on multilayer network community detection analysis of complementary biomedical information provided by relevant data sources, namely protein-protein interactions, pathways and metabolomics. Our results show that CMS severity can be ascribed to the personalized impairment of extracellular matrix components and postsynaptic modulators of acetylcholine receptor (AChR) clustering. This work showcases how coupling multilayer network analysis with personalized -omics information provides molecular explanations to the varying severity of rare diseases; paving the way for sorting out similar cases in other rare diseases.

Suggested Citation

  • Iker Núñez-Carpintero & Maria Rigau & Mattia Bosio & Emily O’Connor & Sally Spendiff & Yoshiteru Azuma & Ana Topf & Rachel Thompson & Peter A. C. ’t Hoen & Teodora Chamova & Ivailo Tournev & Velina Gu, 2024. "Rare disease research workflow using multilayer networks elucidates the molecular determinants of severity in Congenital Myasthenic Syndromes," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-45099-0
    DOI: 10.1038/s41467-024-45099-0
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    References listed on IDEAS

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    1. Pisanu Buphamalai & Tomislav Kokotovic & Vanja Nagy & Jörg Menche, 2021. "Network analysis reveals rare disease signatures across multiple levels of biological organization," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
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