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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.
Congenital myasthenic syndromes are rare inherited neuromuscular disorders. Here, the authors attempt to explain diverse disease severity seen in 20 patients with shared CHRNE gene mutations with a multilayer network analysis that identifies individual-level impairments at the neuromuscular junction.
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1 Barcelona Supercomputing Center (BSC), Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602)
2 Barcelona Supercomputing Center (BSC), Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602); MRC London Institute of Medical Sciences, London, UK (GRID:grid.508292.4) (ISNI:0000 0004 8340 8449); Hammersmith Hospital Campus, Institute of Clinical Sciences, Faculty of Medicine, Imperial College London, London, UK (GRID:grid.7445.2) (ISNI:0000 0001 2113 8111)
3 Barcelona Supercomputing Center (BSC), Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602); Coordination Unit Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Barcelona Supercomputing Center, Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602)
4 Children’s Hospital of Eastern Ontario Research Institute, Ottawa, Canada (GRID:grid.414148.c) (ISNI:0000 0000 9402 6172); University of Ottawa, Brain and Mind Research Institute, Ottawa, Canada (GRID:grid.28046.38) (ISNI:0000 0001 2182 2255)
5 Children’s Hospital of Eastern Ontario Research Institute, Ottawa, Canada (GRID:grid.414148.c) (ISNI:0000 0000 9402 6172)
6 Yokohama City University Graduate School of Medicine, Department of Human Genetics, Yokohama, Japan (GRID:grid.268441.d) (ISNI:0000 0001 1033 6139); Aichi Medical University, Department of Pediatrics, Nagakute, Japan (GRID:grid.411234.1) (ISNI:0000 0001 0727 1557)
7 Newcastle University, John Walton Muscular Dystrophy Research Centre, Translational and Clinical Research Institute, Newcastle upon Tyne, United Kingdom (GRID:grid.1006.7) (ISNI:0000 0001 0462 7212); Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom (GRID:grid.420004.2) (ISNI:0000 0004 0444 2244)
8 Radboud university medical center, Center for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Nijmegen, The Netherlands (GRID:grid.461760.2)
9 Alexandrovska University Hospital, Medical University-Sofia, Department of Neurology, Expert Centre for Hereditary Neurologic and Metabolic Disorders, Sofia, Bulgaria (GRID:grid.410563.5) (ISNI:0000 0004 0621 0092)
10 Alexandrovska University Hospital, Medical University-Sofia, Department of Neurology, Expert Centre for Hereditary Neurologic and Metabolic Disorders, Sofia, Bulgaria (GRID:grid.410563.5) (ISNI:0000 0004 0621 0092); New Bulgarian University, Department of Cognitive Science and Psychology, Sofia, Bulgaria (GRID:grid.5507.7) (ISNI:0000 0001 0740 5199)
11 Sofia University St. Kliment Ohridski, Clinic of Neurology, University Hospital Sofiamed, Sofia, Bulgaria (GRID:grid.11355.33) (ISNI:0000 0001 2192 3275)
12 Barcelona Institute of Science and Technology (BIST), Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation, Barcelona, Spain (GRID:grid.473715.3) (ISNI:0000 0004 6475 7299)
13 Barcelona Institute of Science and Technology (BIST), Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation, Barcelona, Spain (GRID:grid.473715.3) (ISNI:0000 0004 6475 7299); Universitat Pompeu Fabra (UPF), Barcelona, Spain (GRID:grid.5612.0) (ISNI:0000 0001 2172 2676); Universitat de Barcelona (UB), Departament de Genètica, Microbiologia i Estadística, Facultat de Biologia, Barcelona, Spain (GRID:grid.5841.8) (ISNI:0000 0004 1937 0247)
14 Children’s Hospital of Eastern Ontario Research Institute, Ottawa, Canada (GRID:grid.414148.c) (ISNI:0000 0000 9402 6172); University of Ottawa, Brain and Mind Research Institute, Ottawa, Canada (GRID:grid.28046.38) (ISNI:0000 0001 2182 2255); Barcelona Institute of Science and Technology (BIST), Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation, Barcelona, Spain (GRID:grid.473715.3) (ISNI:0000 0004 6475 7299); The Ottawa Hospital, Division of Neurology, Department of Medicine, Ottawa, Canada (GRID:grid.412687.e) (ISNI:0000 0000 9606 5108); Medical Center – University of Freiburg, Faculty of Medicine, Department of Neuropediatrics and Muscle Disorders, Freiburg, Germany (GRID:grid.5963.9) (ISNI:0000 0004 0491 7203)
15 Barcelona Supercomputing Center (BSC), Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602); Coordination Unit Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Barcelona Supercomputing Center, Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602); ICREA, Barcelona, Spain (GRID:grid.425902.8) (ISNI:0000 0000 9601 989X)