ArticleNeurology(R) neuroimmunology & neuroinflammation2017
Dysregulation of MS risk genes and pathways at distinct stages of disease.
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Article in Neurology(R) neuroimmunology & neuroinflammation, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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17citing papers in PubMed
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Who cites it
17 citing papers in PubMed.
- Impact of machine learning-driven analysis of blood transcriptomes in multiple sclerosis.Neural regeneration research · 2026Article
- Integrative Transcriptomics Uncovers IFN-β Signature and IFITM3 as Putative Molecular Mediator in MS.International journal of molecular sciences · 2026Article
- Integrated multi-omics and machine learning prioritize key immune genes for multiple sclerosis risk prediction.Mammalian genome : official journal of the International Mammalian Genome Society · 2026Article
- A disease-specific convergence of host and Epstein-Barr virus genetics in multiple sclerosis.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- In Silico Analysis Highlights Potential Predictive Indicators Associated with Secondary Progressive Multiple Sclerosis.International journal of molecular sciences · 2024Article
- Circulating MAIT cells in multiple sclerosis and amyotrophic lateral sclerosis.Frontiers in immunology · 2024Article
- RNA Sequencing of CD4Journal of molecular neuroscience : MN · 2021Article
- Contribution of Metabolomics to Multiple Sclerosis Diagnosis, Prognosis and Treatment.International journal of molecular sciences · 2021Review
- Inferring Multiple Sclerosis Stages from the Blood Transcriptome via Machine Learning.Cell reports. Medicine · 2020Article
- Three Decades of Interferon-β in Multiple Sclerosis: Can We Repurpose This Information for the Management of SARS-CoV2 Infection?Frontiers in immunology · 2020Review
- Article
- Loss of Circulating CD8+ CD161Frontiers in immunology · 2019Article
- Changes in expression profiles of internal jugular vein wall and plasma protein levels in multiple sclerosis.Molecular medicine (Cambridge, Mass.) · 2018Article
- Genotype and Phenotype in Multiple Sclerosis-Potential for Disease Course Prediction?Current treatment options in neurology · 2018Review
- Intrathecal B Cells in MS Have Significantly Greater Lymphangiogenic Potential Compared to B Cells Derived From Non-MS Subjects.Frontiers in neurology · 2018Article
- Transcriptional Alterations in the Trigeminal Ganglia, Nucleus and Peripheral Blood Mononuclear Cells in a Rat Orofacial Pain Model.Frontiers in molecular neuroscience · 2018Article
- Transcriptional dysregulation of Interferome in experimental and human Multiple Sclerosis.Scientific reports · 2017Article
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Authors and funding
18 authors.
Sundararajan SrinivasanInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Marco Di DarioInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Alessandra RussoInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Ramesh MenonInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Elena BriniInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Marzia RomeoInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Francesca SangalliInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Gloria Dalla CostaInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Mariaemma RodegherInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Marta RadaelliInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Lucia MoiolaInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Daniela CantarellaInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Enzo MedicoInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Gianvito MartinoInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Roberto FurlanInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Vittorio MartinelliInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Giancarlo ComiInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Cinthia FarinaInstitute of Experimental Neurology (INSpe) (S.S., M.D.D., A.R., R.M., E.B., M. Romeo, F.S., G.D.C., M. Rodegher, M. Radaelli, L.M., G.M., R.F., V.M., G.C., C.F.), Division of Neuroscience, San Raffaele Scientific Institute, Milan; University Vita-Salute San Raffaele (S.S., E.B., G.C.), Milan; and Laboratory of Functional Genomics (D.C., E.M.), Institute for Cancer Research and Treatment (IRCC), University of Turin Medical School, Candiolo, Italy.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveTo perform systematic transcriptomic analysis of multiple sclerosis (MS) risk genes in peripheral blood mononuclear cells (PBMCs) of subjects with distinct MS stages and describe the pathways characterized by dysregulated gene expressions.
methodsWe monitored gene expression levels in PBMCs from 3 independent cohorts for a total of 297 cases (including clinically isolated syndromes (CIS), relapsing-remitting MS, primary and secondary progressive MS) and 96 healthy controls by distinct microarray platforms and quantitative PCR. Differential expression and pathway analyses for distinct MS stages were defined and validated by literature mining.
resultsGenes located in the vicinity of MS risk variants displayed altered expression in peripheral blood at distinct stages of MS compared with the healthy population. The frequency of dysregulation was significantly higher than expected in CIS and progressive forms of MS. Pathway analysis for each MS stage-specific gene list showed that dysregulated genes contributed to pathogenic processes with scientific evidence in MS.
conclusionsSystematic gene expression analysis in PBMCs highlighted selective dysregulation of MS susceptibility genes playing a role in novel and well-known pathogenic pathways.
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