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Núñez-Carpintero I, Rigau M, Bosio M, O'Connor E, Spendiff S, Azuma Y, Topf A, Thompson R, 't Hoen PAC, Chamova T, Tournev I, Guergueltcheva V, Laurie S, Beltran S, Capella-Gutiérrez S, Cirillo D, Lochmüller H, Valencia A. Rare disease research workflow using multilayer networks elucidates the molecular determinants of severity in Congenital Myasthenic Syndromes. Nat Commun 2024; 15:1227. [PMID: 38418480 PMCID: PMC10902324 DOI: 10.1038/s41467-024-45099-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Accepted: 01/15/2024] [Indexed: 03/01/2024] Open
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.
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Affiliation(s)
- Iker Núñez-Carpintero
- Barcelona Supercomputing Center (BSC), Plaça Eusebi Güell, 1-3, 08034, Barcelona, Spain
| | - Maria Rigau
- Barcelona Supercomputing Center (BSC), Plaça Eusebi Güell, 1-3, 08034, Barcelona, Spain
- MRC London Institute of Medical Sciences, Du Cane Road, London, W12 0NN, UK
- Institute of Clinical Sciences, Faculty of Medicine, Imperial College London, Hammersmith Hospital Campus, Du Cane Road, London, W12 0NN, UK
| | - Mattia Bosio
- Barcelona Supercomputing Center (BSC), Plaça Eusebi Güell, 1-3, 08034, Barcelona, Spain
- Coordination Unit Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Barcelona Supercomputing Center, Barcelona, Spain
| | - Emily O'Connor
- Children's Hospital of Eastern Ontario Research Institute, Ottawa, ON, Canada
- Brain and Mind Research Institute, University of Ottawa, Ottawa, ON, Canada
| | - Sally Spendiff
- Children's Hospital of Eastern Ontario Research Institute, Ottawa, ON, Canada
| | - Yoshiteru Azuma
- Department of Human Genetics, Yokohama City University Graduate School of Medicine, Yokohama, Japan
- Department of Pediatrics, Aichi Medical University, Nagakute, Japan
| | - Ana Topf
- John Walton Muscular Dystrophy Research Centre, Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
- Newcastle Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - Rachel Thompson
- Children's Hospital of Eastern Ontario Research Institute, Ottawa, ON, Canada
| | - Peter A C 't Hoen
- Center for Molecular and Biomolecular Informatics, Radboud Institute for Molecular Life Sciences, Radboud university medical center, Nijmegen, The Netherlands
| | - Teodora Chamova
- Department of Neurology, Expert Centre for Hereditary Neurologic and Metabolic Disorders, Alexandrovska University Hospital, Medical University-Sofia, Sofia, Bulgaria
| | - Ivailo Tournev
- Department of Neurology, Expert Centre for Hereditary Neurologic and Metabolic Disorders, Alexandrovska University Hospital, Medical University-Sofia, Sofia, Bulgaria
- Department of Cognitive Science and Psychology, New Bulgarian University, Sofia, 1618, Bulgaria
| | - Velina Guergueltcheva
- Clinic of Neurology, University Hospital Sofiamed, Sofia University St. Kliment Ohridski, Sofia, Bulgaria
| | - Steven Laurie
- Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Catalonia, Spain
| | - Sergi Beltran
- Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Catalonia, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- Departament de Genètica, Microbiologia i Estadística, Facultat de Biologia, Universitat de Barcelona (UB), Barcelona, Spain
| | - Salvador Capella-Gutiérrez
- Barcelona Supercomputing Center (BSC), Plaça Eusebi Güell, 1-3, 08034, Barcelona, Spain
- Coordination Unit Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Barcelona Supercomputing Center, Barcelona, Spain
| | - Davide Cirillo
- Barcelona Supercomputing Center (BSC), Plaça Eusebi Güell, 1-3, 08034, Barcelona, Spain.
| | - Hanns Lochmüller
- Children's Hospital of Eastern Ontario Research Institute, Ottawa, ON, Canada
- Brain and Mind Research Institute, University of Ottawa, Ottawa, ON, Canada
- Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation, Barcelona Institute of Science and Technology (BIST), Barcelona, Catalonia, Spain
- Division of Neurology, Department of Medicine, The Ottawa Hospital, Ottawa, ON, Canada
- Department of Neuropediatrics and Muscle Disorders, Medical Center - University of Freiburg, Faculty of Medicine, Freiburg, Germany
| | - Alfonso Valencia
- Barcelona Supercomputing Center (BSC), Plaça Eusebi Güell, 1-3, 08034, Barcelona, Spain
- Coordination Unit Spanish National Bioinformatics Institute (INB/ELIXIR-ES), Barcelona Supercomputing Center, Barcelona, Spain
- ICREA, Pg. Lluís Companys 23, 08010, Barcelona, Spain
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Horjus J, van Mourik-Banda T, Heerings MAP, Hakobjan M, De Witte W, Heersema DJ, Jansen AJ, Strijbis EMM, de Jong BA, Slettenaar AEJ, Zeinstra EMPE, Hoogervorst ELJ, Franke B, Kruijer W, Jongen PJ, Visser LJ, Poelmans G. Whole Exome Sequencing in Multi-Incident Families Identifies Novel Candidate Genes for Multiple Sclerosis. Int J Mol Sci 2022; 23:ijms231911461. [PMID: 36232761 PMCID: PMC9570223 DOI: 10.3390/ijms231911461] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 09/22/2022] [Accepted: 09/23/2022] [Indexed: 11/16/2022] Open
Abstract
Multiple sclerosis (MS) is a degenerative disease of the central nervous system in which auto-immunity-induced demyelination occurs. MS is thought to be caused by a complex interplay of environmental and genetic risk factors. While most genetic studies have focused on identifying common genetic variants for MS through genome-wide association studies, the objective of the present study was to identify rare genetic variants contributing to MS susceptibility. We used whole exome sequencing (WES) followed by co-segregation analyses in nine multi-incident families with two to four affected individuals. WES was performed in 31 family members with and without MS. After applying a suite of selection criteria, co-segregation analyses for a number of rare variants selected from the WES results were performed, adding 24 family members. This approach resulted in 12 exonic rare variants that showed acceptable co-segregation with MS within the nine families, implicating the genes MBP, PLK1, MECP2, MTMR7, TOX3, CPT1A, SORCS1, TRIM66, ITPR3, TTC28, CACNA1F, and PRAM1. Of these, three genes (MBP, MECP2, and CPT1A) have been previously reported as carrying MS-related rare variants. Six additional genes (MTMR7, TOX3, SORCS1, ITPR3, TTC28, and PRAM1) have also been implicated in MS through common genetic variants. The proteins encoded by all twelve genes containing rare variants interact in a molecular framework that points to biological processes involved in (de-/re-)myelination and auto-immunity. Our approach provides clues to possible molecular mechanisms underlying MS that should be studied further in cellular and/or animal models.
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Affiliation(s)
- Julia Horjus
- Department of Human Genetics, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands
| | - Tineke van Mourik-Banda
- Department of Human Genetics, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands
| | - Marco A. P. Heerings
- Department of Human Genetics, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands
| | - Marina Hakobjan
- Department of Human Genetics, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands
| | - Ward De Witte
- Department of Human Genetics, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands
| | - Dorothea J. Heersema
- Department of Neurology, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Anne J. Jansen
- Department of Neurology, Bravis Hospital, 4708 AE Bergen op Zoom, The Netherlands
| | - Eva M. M. Strijbis
- Department of Neurology, Amsterdam UMC, location VUmc, 1081 HV Amsterdam, The Netherlands
| | - Brigit A. de Jong
- Department of Neurology, MS Center Amsterdam, Amsterdam UMC, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The Netherlands
| | | | | | | | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands
- Donders Institute for Brain, Cognition and Behaviour, 6525 GD Nijmegen, The Netherlands
- Department of Psychiatry, Radboud University Medical Center, 6525 GA Nijmegen, The Netherlands
| | - Wiebe Kruijer
- Independent Life Science Consultant, 3831 CE Leusden, The Netherlands
| | - Peter J. Jongen
- MS4 Research Institute, 6522 KJ Nijmegen, The Netherlands
- Department of Community & Occupational Medicine, University Medical Center Groningen, University of Groningen, 9713 GZ Groningen, The Netherlands
| | - Leo J. Visser
- Department of Neurology, St. Elisabeth-Tweesteden Hospital, 5022 GC Tilburg, The Netherlands
- Department of Care Ethics, University of Humanistic Studies, 3512 HD Utrecht, The Netherlands
| | - Geert Poelmans
- Department of Human Genetics, Radboud University Medical Center, 6500 HB Nijmegen, The Netherlands
- Correspondence:
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Kroksveen AC, Jaffe JD, Aasebø E, Barsnes H, Bjørlykke Y, Franciotta D, Keshishian H, Myhr KM, Opsahl JA, van Pesch V, Teunissen CE, Torkildsen Ø, Ulvik RJ, Vethe H, Carr SA, Berven FS. Quantitative proteomics suggests decrease in the secretogranin-1 cerebrospinal fluid levels during the disease course of multiple sclerosis. Proteomics 2015; 15:3361-9. [DOI: 10.1002/pmic.201400142] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2014] [Revised: 03/12/2015] [Accepted: 07/01/2015] [Indexed: 11/10/2022]
Affiliation(s)
- Ann C. Kroksveen
- The KG Jebsen Centre for MS-research; Department of Clinical Medicine; University of Bergen; Bergen Norway
- Proteomics Unit (PROBE); Department of Biomedicine; University of Bergen; Bergen Norway
| | - Jacob D. Jaffe
- Broad Institute of MIT and Harvard; 7 Cambridge Center; Cambridge MA USA
| | - Elise Aasebø
- Proteomics Unit (PROBE); Department of Biomedicine; University of Bergen; Bergen Norway
| | - Harald Barsnes
- Proteomics Unit (PROBE); Department of Biomedicine; University of Bergen; Bergen Norway
- Computational Biology Unit, Department of Informatics; University of Bergen; Bergen Norway
| | - Yngvild Bjørlykke
- Proteomics Unit (PROBE); Department of Biomedicine; University of Bergen; Bergen Norway
- Department of Clinical Science; University of Bergen; Bergen Norway
| | - Diego Franciotta
- Laboratory of Neuroimmunology; “C. Mondino” National Neurological Institute; Pavia Italy
| | - Hasmik Keshishian
- Broad Institute of MIT and Harvard; 7 Cambridge Center; Cambridge MA USA
| | - Kjell-Morten Myhr
- The KG Jebsen Centre for MS-research; Department of Clinical Medicine; University of Bergen; Bergen Norway
- The Norwegian Multiple Sclerosis Competence Centre; Department of Neurology; Haukeland University Hospital; Bergen Norway
| | - Jill A. Opsahl
- The KG Jebsen Centre for MS-research; Department of Clinical Medicine; University of Bergen; Bergen Norway
- Proteomics Unit (PROBE); Department of Biomedicine; University of Bergen; Bergen Norway
| | - Vincent van Pesch
- Neurochemistry Unit; Institute of Neuroscience, Université Catholique de Louvain; Brussels Belgium
| | - Charlotte E. Teunissen
- Neurochemistry Laboratory and Biobank; Department of Clinical Chemistry; VU University Medical Center; Amsterdam The Netherlands
| | - Øivind Torkildsen
- The KG Jebsen Centre for MS-research; Department of Clinical Medicine; University of Bergen; Bergen Norway
- The Norwegian Multiple Sclerosis Competence Centre; Department of Neurology; Haukeland University Hospital; Bergen Norway
| | - Rune J. Ulvik
- Department of Clinical Medicine; University of Bergen; Bergen Norway
- Laboratory of Clinical Biochemistry; Haukeland University Hospital; Bergen Norway
| | - Heidrun Vethe
- Proteomics Unit (PROBE); Department of Biomedicine; University of Bergen; Bergen Norway
- Department of Clinical Science; University of Bergen; Bergen Norway
| | - Steven A. Carr
- Broad Institute of MIT and Harvard; 7 Cambridge Center; Cambridge MA USA
| | - Frode S. Berven
- The KG Jebsen Centre for MS-research; Department of Clinical Medicine; University of Bergen; Bergen Norway
- Proteomics Unit (PROBE); Department of Biomedicine; University of Bergen; Bergen Norway
- The Norwegian Multiple Sclerosis Competence Centre; Department of Neurology; Haukeland University Hospital; Bergen Norway
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Peroxiredoxin I protein, a potential biomarker of hydronephrosis in fetal mice exposure to 2,3,7,8-tetrachlorodibenzo-p-dioxin. J Pediatr Urol 2014; 10:474-81. [PMID: 24188713 DOI: 10.1016/j.jpurol.2013.10.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2013] [Accepted: 10/01/2013] [Indexed: 12/18/2022]
Abstract
OBJECTIVE In previous studies, we established an animal model of human congenital hydronephrosis with exposure of developing mice to 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD), but the etiopathogenesis is not entirely clear. The present study was to identify the changes that may be involved in the etiology at the protein level. METHODS C57BL/6J mice fetuses were treated with TCDD. Comparative proteomic analysis was adopted to identify the proteins associated with hydronephrosis induced by TCDD. RESULTS Two-dimensional electrophoresis display revealed that 19 protein spots were differentially expressed in the upper urinary tract tissues in fetal mice after exposure to TCDD. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF-MS) identified 12 up-regulated proteins: peroxiredoxin I (Prx I), cadherin 6, gamma-actin, radixin, desmin, type II transforming growth factor-beta receptor, chromogranin B, serum albumin precursor, transferrin, hypothetical protein LOC70984, lipk protein, and zinc finger protein 336. Histochemical staining indicated that Prx I protein was positively expressed in the ureteric epithelium in the treated group, and not in the control group, which is consistent with MALDI-TOF-MS. CONCLUSION Prx I protein may be a potential biomarker or responsive protein of hydronephrosis in fetal mice induced by TCDD.
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