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1.
J Neuroimmunol ; 362: 577760, 2022 01 15.
Article in English | MEDLINE | ID: mdl-34922125

ABSTRACT

BACKGROUND: Multiple Sclerosis (MS) is a chronic inflammatory and neurodegenerative demyelinating disease of the central nervous system. It is a complex and heterogeneous disease caused by a combination of genetic and environmental factors, and it can cluster in families. OBJECTIVE: to evaluate at gene-level the aggregate contribution of predicted damaging low-frequency and rare variants to MS risk in multiplex families. METHODS: We performed whole exome sequencing (WES) in 28 multiplex MS families with at least 3 MS cases (81 affected and 42 unaffected relatives) and 38 unrelated healthy controls. A gene-based burden test was then performed, focusing on two sets of candidate genes: i) literature-driven selection and ii) data-driven selection. RESULTS: We identified 11 genes enriched with predicted damaging low-frequency and rare variants in MS compared to healthy individuals. Among them, UBR2 and DST were the two genes with the strongest enrichment (p = 5 × 10-4 and 3 × 10-4, respectively); interestingly enough the association signal in UBR2 is driven by rs62414610, which was present in 25% of analysed families. CONCLUSION: Despite limitations, this is one of the first studies evaluating the aggregate contribution of predicted damaging low-frequency and rare variants in MS families using WES data. A replication effort in independent cohorts is warranted to validate our findings and to evaluate the role of identified genes in MS pathogenesis.


Subject(s)
Genetic Predisposition to Disease/genetics , Multiple Sclerosis/genetics , Ubiquitin-Protein Ligases/genetics , Cohort Studies , Genetic Variation , Humans , Italy , Mutation, Missense , Exome Sequencing
2.
Mol Neurobiol ; 58(10): 4816-4827, 2021 Oct.
Article in English | MEDLINE | ID: mdl-34181235

ABSTRACT

Fingolimod (FTY), a second-line oral drug approved for relapsing remitting Multiple Sclerosis (RRMS) acts in preventing lymphocyte migration outside lymph nodes; moreover, several lines of evidence suggest that it also inhibits myeloid cell activation. In this study, we investigated the transcriptional changes induced by FTY in monocytes in order to better elucidate its mechanism of action. CD14+ monocytes were collected from 24 RRMS patients sampled at baseline and after 6 months of treatment and RNA profiles were obtained through next-generation sequencing. We conducted pathway and sub-paths analysis, followed by centrality analysis of cell-specific interactomes on differentially expressed genes (DEGs). We investigated also the predictive role of baseline monocyte transcription profile in influencing the response to FTY therapy. We observed a marked down-regulation effect (60 down-regulated vs. 0 up-regulated genes). Most of the down-regulated DEGs resulted related with monocyte activation and migration like IL7R, CCR7 and the Wnt signaling mediators LEF1 and TCF7. The involvement of Wnt signaling was also confirmed by subpaths analyses. Furthermore, pathway and network analyses showed an involvement of processes related to immune function and cell migration. Baseline transcriptional profile of the HLA class II gene HLA-DQA1 and HLA-DPA1 were associated with evidence of disease activity after 2 years of treatment. Our data support the evidence that FTY induces major transcriptional changes in monocytes, mainly regarding genes involved in cell trafficking and immune cell activation. The baseline transcriptional levels of genes associated with antigen presenting function were associated with disease activity after 2 years of FTY treatment.


Subject(s)
Fingolimod Hydrochloride/therapeutic use , Gene Expression Profiling/methods , Leukocytes, Mononuclear/drug effects , Multiple Sclerosis, Relapsing-Remitting/drug therapy , Multiple Sclerosis, Relapsing-Remitting/genetics , Sphingosine 1 Phosphate Receptor Modulators/therapeutic use , Adult , Cells, Cultured , Female , Fingolimod Hydrochloride/pharmacology , Follow-Up Studies , Humans , Leukocytes, Mononuclear/physiology , Lipopolysaccharide Receptors/immunology , Male , Multiple Sclerosis, Relapsing-Remitting/immunology , Sphingosine 1 Phosphate Receptor Modulators/pharmacology , Transcriptome/drug effects , Transcriptome/physiology , Treatment Outcome , Wnt Signaling Pathway/drug effects , Wnt Signaling Pathway/physiology
3.
J Neuroimmunol ; 356: 577600, 2021 07 15.
Article in English | MEDLINE | ID: mdl-33991750

ABSTRACT

Multiple Sclerosis (MS) is caused by a still unknown interplay between genetic and environmental factors. Epigenetics, including DNA methylation, represents a model for environmental factors to influence MS risk. Twenty-six affected and 26 unaffected relatives from 8 MS multiplex families were analysed in a multicentric Italian study using MeDIP-Seq, followed by technical validation and biological replication in two additional families of differentially methylated regions (DMRs) using SeqCap Epi Choice Enrichment kit (Roche®). Associations from MeDIP-Seq across families were combined with aggregation statistics, yielding 162 DMRs at FDR ≤ 0.1. Technical validation and biological replication led to 2 hypo-methylated regions, which point to NTM and BAI3 genes, and to 2 hyper-methylated regions in PIK3R1 and CAPN13. These 4 novel regions contain genes of potential interest that need to be tested in larger cohorts of patients.


Subject(s)
DNA Methylation/genetics , Epigenesis, Genetic/genetics , Genome-Wide Association Study/methods , Multiple Sclerosis/epidemiology , Multiple Sclerosis/genetics , Adult , Aged , Female , Humans , Italy/epidemiology , Male , Middle Aged , Multiple Sclerosis/diagnosis , Pedigree , Young Adult
4.
Neurol Sci ; 39(8): 1467-1470, 2018 Aug.
Article in English | MEDLINE | ID: mdl-29756179

ABSTRACT

BACKGROUND: Several studies have shown an association between 25-hydroxyvitamin D (25[OH]D) levels and multiple sclerosis (MS) susceptibility and/or level of disease activity in patients treated with first line drugs. AIMS: To investigate whether baseline 25[OH]D values could influence disease activity also during treatment with the second-line drug fingolimod (FTY). PATIENTS AND METHODS: We enrolled 176 MS patients who started FTY at the San Raffaele Hospital (OSR) MS center with available 25[OH]D measurement at the time of treatment start. We then prospectively followed them for 2 years with periodic clinical examinations and MRI scans. RESULTS: We found no linear correlation between baseline 25[OH]D levels and annualized relapse rate (ARR) or time to first relapse. However, we observed that patients with serum 25[OH]D ≥ 100 nmol/l showed a lower number of Gd+ and combined unique activity (CUA) lesions at baseline compared to patients with the lowest 25[OH]D levels (less than 50 nmol/l, p value < 0.05). Moreover, they showed fewer CUA lesions at 2-year follow-up also when accounting for baseline level of disease activity (p value < 0.05). CONCLUSIONS: In patients treated with FTY, those with the highest baseline 25(OH)D levels had a significantly lower number of active lesions at baseline; the same effect, even if weaker, was observed also at 2-year follow-up when adjusting for baseline disease activity. Given Vitamin D supplementation safety profile, also if a causal effect has not yet been shown, most of MS patients could probably benefit from 25[OH]D levels above those currently considered to be sufficient.


Subject(s)
Fingolimod Hydrochloride/therapeutic use , Immunosuppressive Agents/therapeutic use , Multiple Sclerosis, Relapsing-Remitting/blood , Multiple Sclerosis, Relapsing-Remitting/drug therapy , Vitamin D/analogs & derivatives , Adult , Female , Gadolinium/adverse effects , Humans , Image Processing, Computer-Assisted , Longitudinal Studies , Magnetic Resonance Imaging , Male , Multiple Sclerosis, Relapsing-Remitting/diagnostic imaging , Statistics, Nonparametric , Time Factors , Vitamin D/blood
5.
Eur J Neurol ; 25(7): 934-e70, 2018 07.
Article in English | MEDLINE | ID: mdl-29528549

ABSTRACT

BACKGROUND AND PURPOSE: Nabiximols (Sativex® ) is a cannabinoid-based compound used for the treatment of moderate to severe spasticity in multiple sclerosis (MS). The aim of the study was to investigate the effect of the administration of Nabiximols on blood transcriptome profile of patients with MS and to interpret it in the context of pathways and networks. METHODS: Whole-genome expression profiling was performed in whole blood of 33 subjects with MS at baseline and after 4 weeks of drug treatment. Patients were classified as responders (n = 19) and non-responders (n = 14). Pathway and network analyses on genes modulated by the drug were performed, followed by in vitro stimulation of peripheral blood mononuclear cells with pro-inflammatory agents to support the immunomodulatory properties of the drug. RESULTS: Individual effect size was modest; however, we observed a downregulation of several immune-related pathways after 4 weeks of treatment, which was more pronounced when restricting analyses to responders. Interesting hub molecules functionally related to the immune system emerged from network analysis, including NFKB1, FYN, MAP14 and TP53. The immunomodulatory properties of the drug were confirmed through in vitro assays in peripheral blood mononuclear cells collected from patients with MS. CONCLUSIONS: Our findings support the immunomodulatory activity of cannabinoids in patients with MS. Further studies in more specific cell types are needed to refine these results.


Subject(s)
Cannabidiol/therapeutic use , Down-Regulation , Dronabinol/therapeutic use , Multiple Sclerosis/drug therapy , Adult , Cannabidiol/pharmacology , Dronabinol/pharmacology , Drug Combinations , Female , Humans , Leukocytes, Mononuclear/drug effects , Leukocytes, Mononuclear/immunology , Male , Middle Aged , Multiple Sclerosis/immunology
6.
J Neurol ; 265(4): 896-905, 2018 Apr.
Article in English | MEDLINE | ID: mdl-29435643

ABSTRACT

BACKGROUND: Treatment choice in multiple sclerosis (MS) is crucial for optimizing risk-benefit profile. OBJECTIVE: To assess fingolimod (FTY) effectiveness and identify baseline features associated to disease activity in a large Italian cohort of Relapsing-Remitting (RR) MS patients. METHODS: Three-hundred sixty-seven RRMS patients starting FTY treatment at San Raffaele Hospital (Milan-Italy) underwent clinical and MRI evaluations for 2 years. Treatment response was assessed considering the proportion of patients with no evidence of disease activity (NEDA) and recording the time to first relapse. Primary analyses were performed stratifying for Natalizumab (NTZ) treatment in the year before (NO_NTZ vs NTZ group), to account for post-NTZ reactivation. RESULTS: Almost half of patients were NEDA after 2 years, 53.4% in the NO_NTZ group and 36.2% in the NTZ group. Despite an opposite trend during the first 6-12 months, at 2-year follow-up the two groups were comparable for relapses and number of new/enlarging T2 and Gd-enhancing lesions. Baseline parameters of higher disease activity (ARR, Gd enhancing lesions and age at onset) were associated with increased likelihood of failing NEDA criteria or with shorter time to relapse (p < 0.05). CONCLUSIONS: Our data strengthen FTY effectiveness in everyday clinical practice, even in patients switching from NTZ treatment. Baseline parameters of inflammatory activity are the most important prognostic factors for mid-term disease reactivation also during second-line treatment with FTY, providing hints on how to select therapies towards a more personalized management.


Subject(s)
Fingolimod Hydrochloride/therapeutic use , Immunosuppressive Agents/therapeutic use , Multiple Sclerosis/drug therapy , Treatment Outcome , Adult , Antibodies, Monoclonal, Humanized/therapeutic use , Brain/diagnostic imaging , Cohort Studies , Disability Evaluation , Female , Gadolinium/pharmacokinetics , Humans , Italy , Magnetic Resonance Imaging , Male , Middle Aged , Multiple Sclerosis/diagnostic imaging , Natalizumab/therapeutic use , Time Factors
7.
Pharmacogenomics J ; 17(4): 312-318, 2017 07.
Article in English | MEDLINE | ID: mdl-27001119

ABSTRACT

Up to 50% of multiple sclerosis (MS) patients do not respond to interferon-beta (IFN-ß) treatment and determination of response requires lengthy clinical follow-up of up to 2 years. Response predictive genetic markers would significantly improve disease management. We aimed to identify IFN-ß treatment response genetic marker(s) by performing a two-stage genome-wide association study (GWAS). The GWAS was carried out using data from 151 Australian MS patients from the ANZgene/WTCCC2 MS susceptibility GWAS (responder (R)=51, intermediate responders=24 and non-responders (NR)=76). Of the single-nucleotide polymorphisms (SNP) that were validated in an independent group of 479 IFN-ß-treated MS patients from Australia, Spain and Italy (R=273 and NR=206), eight showed evidence of association with treatment response. Among the replicated associations, the strongest was observed for FHIT (Fragile Histidine Triad; combined P-value 6.74 × 10-6) and followed by variants in GAPVD1 (GTPase activating protein and VPS9 domains 1; combined P-value 5.83 × 10-5) and near ZNF697 (combined P-value 8.15 × 10-5).


Subject(s)
Interferon-beta/therapeutic use , Multiple Sclerosis/drug therapy , Adult , Australia , Female , Genetic Markers/genetics , Genome-Wide Association Study/methods , Genotype , Humans , Italy , Male , Multiple Sclerosis/genetics , Polymorphism, Single Nucleotide/genetics , Spain
8.
Pharmacogenomics J ; 17(1): 84-91, 2017 01.
Article in English | MEDLINE | ID: mdl-26644207

ABSTRACT

The aim of the study is the identification of genetic factors that influence the long-term response to interferon-ß (IFNß) (4-year follow-up). We performed a genome-wide association study in 337 IFNß-treated Italian multiple sclerosis patients at the extreme of treatment response, and we meta-analyzed association effects, integrating results with pathway analysis, gene-expression profiling of IFNß-stimulated peripheral blood mononuclear cells from 20 healthy controls (HC) and expression quantitative locus (eQTL) analyses. From meta-analysis, 43 markers were associated at P<10-4, and two of them (rs7298096 and rs4726460) pointed to two genes, NINJ2 and TBXAS1, that were significantly downregulated after IFNß stimulation in HC (P=3.1 × 10-9 and 5.6 × 10-10). We also observed an eQTL effect for the allele associated with favorable treatment response (rs4726460A); moreover, TBXAS1 appeared downregulated upon IFNß administration (ß=-0.39; P=0.02). Finally, we found an enrichment of pathways related to inflammatory processes and presynaptic membrane, the latter with involvement of genes related to glutamatergic system (GRM3 and GRIK2), confirming its potential role in the response to IFNß.


Subject(s)
Immunologic Factors/therapeutic use , Interferon-beta/therapeutic use , Multiple Sclerosis/drug therapy , Pharmacogenetics , Pharmacogenomic Variants , Polymorphism, Single Nucleotide , Adolescent , Adult , Case-Control Studies , Cell Adhesion Molecules, Neuronal/genetics , Female , Gene Expression Profiling , Genome-Wide Association Study , Genotype , Humans , Immunologic Factors/adverse effects , Interferon-beta/adverse effects , Italy , Male , Middle Aged , Multiple Sclerosis/diagnosis , Multiple Sclerosis/genetics , Multiple Sclerosis/immunology , Pharmacogenomic Testing/methods , Phenotype , Quantitative Trait Loci , Receptors, Kainic Acid/genetics , Receptors, Metabotropic Glutamate/genetics , Time Factors , Treatment Outcome , Young Adult , GluK2 Kainate Receptor
9.
Math Med Biol ; 33(4): 371-395, 2016 12.
Article in English | MEDLINE | ID: mdl-26188019

ABSTRACT

In this article, we study in detail the fluid dynamics system proposed in Clarelli et al. (2013, J. Math. Biol., 66, 1387-1408) to model the formation of cyanobacteria biofilms. After analysing the linear stability of the unique non-trivial equilibrium of the system, we introduce in the model the influence of light and temperature, which are two important factors for the development of a cyanobacteria biofilm. Since the values of the coefficients we use for our simulations are estimated through information found in the literature, some sensitivity and robustness analyses on these parameters are performed. All these elements enable us to control and to validate the model we have already derived and to present some numerical simulations in the 2D and the 3D cases.


Subject(s)
Biofilms/growth & development , Cyanobacteria/growth & development , Hydrodynamics , Models, Theoretical
10.
Mult Scler ; 21(11): 1431-42, 2015 Oct.
Article in English | MEDLINE | ID: mdl-25583839

ABSTRACT

BACKGROUND: The role of genetic factors in influencing the clinical expression of multiple sclerosis (MS) is unclear. OBJECTIVE: The objective of this paper is to identify genes, pathways and networks implicated in age at onset (AAO) and severity, measured using the Multiple Sclerosis Severity Score (MSSS), of primary-progressive MS (PPMS). METHODS: We conducted a genome-wide association study (GWAS) of 470 PPMS patients of Italian origin:. Allelic association of 296,589 SNPs with AAO and MSSS was calculated. Pathway and network analyses were also conducted using different tools. RESULTS: No single association signal exceeded genome-wide significance in AAO and MSSS analyses. Nominally associated genes to AAO and MSSS were enriched in both traits for 10 pathways, including: "oxidative phosphorylation" (FDRAAO=9*10(-4); FDRMSSS=3.0*10(-2)), "citrate (TCA) cycle" (FDRAAO=1.6*10(-2); FDRMSSS=3.2*10(-3)), and "B cell receptor signaling" (FDRAAO=3.1*10(-2); FDRMSSS=2.2*10(-3)). In addition, an enrichment of "chemokine signaling pathway" (FDR=9*10(-4)) for AAO and of "leukocyte transendothelial migration" (FDR=2.4*10(-3)) for MSSS trait was observed, among others. Network analysis revealed that p53 and CREB1 were central hubs for AAO and MSSS traits, respectively. CONCLUSIONS: Despite the fact that no major effect signals emerged in the present GWAS, our data suggest that genetic variants acting in the context of oxidative stress and immune dysfunction could modulate the onset and severity of PPMS.


Subject(s)
Gene Regulatory Networks/genetics , Genome-Wide Association Study , Multiple Sclerosis, Chronic Progressive , Adult , Age of Onset , Female , Humans , Italy , Male , Middle Aged , Multiple Sclerosis, Chronic Progressive/epidemiology , Multiple Sclerosis, Chronic Progressive/genetics , Multiple Sclerosis, Chronic Progressive/physiopathology , Severity of Illness Index
11.
Mult Scler ; 20(7): 862-70, 2014 06.
Article in English | MEDLINE | ID: mdl-24166355

ABSTRACT

OBJECTIVES: To identify clinical predictors of effectiveness of a motor rehabilitation treatment in a cohort of multiple sclerosis (MS) patients. MATERIALS AND METHODS: We analysed 212 consecutive patients who underwent a short-term (3-7 weeks) intensive (two hours per day, five days per week), individualised, goal-oriented inpatient rehabilitation program. Activity limitation and impairment were measured on admission and discharge of the rehabilitation trial using the motor sub-items of the Functional Independence Measure (mFIM) and the Expanded Disability Status Scale (EDSS) score. Multivariate logistic regression models have been tested to evaluate the role of clinical baseline features on rehabilitation effectiveness. RESULTS: According to pre-defined outcome measures, 75.1% of MS patients improved in either activity limitation (≥5 points delta mFIM) or impairment (≥1.0 delta EDSS score if baseline EDSS was ≤5.5, or ≥0.5 if baseline EDSS was >5.5), and 35.4% of MS patients improved in both outcomes. A relapsing-remitting course of disease, a more severe baseline impairment and activity limitation level, a shorter disease duration and a less severe balance dysfunction were predictive of the effectiveness of rehabilitation. DISCUSSION: These data confirm that an intensive inpatient rehabilitation program is able to produce a short-term relevant improvement on clinical and functional outcome measures and suggest some clinical features which can be considered as potential predictors of the outcome of rehabilitative intervention.


Subject(s)
Exercise Therapy/methods , Mobility Limitation , Motor Activity , Multiple Sclerosis, Chronic Progressive/rehabilitation , Multiple Sclerosis, Relapsing-Remitting/rehabilitation , Adult , Aged , Combined Modality Therapy , Disability Evaluation , Female , Humans , Inpatients , Logistic Models , Male , Middle Aged , Multiple Sclerosis, Chronic Progressive/diagnosis , Multiple Sclerosis, Chronic Progressive/physiopathology , Multiple Sclerosis, Relapsing-Remitting/diagnosis , Multiple Sclerosis, Relapsing-Remitting/physiopathology , Multivariate Analysis , Odds Ratio , Patient Care Team , Patient Discharge , Recovery of Function , Severity of Illness Index , Time Factors , Treatment Outcome , Young Adult
12.
J Math Biol ; 66(7): 1387-408, 2013 Jun.
Article in English | MEDLINE | ID: mdl-22562622

ABSTRACT

A system of nonlinear hyperbolic partial differential equations is derived using mixture theory to model the formation of biofilms. In contrast with most of the existing models, our equations have a finite speed of propagation, without using artificial free boundary conditions. Adapted numerical scheme will be described in detail and several simulations will be presented in one and more space dimensions in the particular case of cyanobacteria biofilms. Besides, the numerical scheme we present is able to deal in a natural and effective way with regions where one of the phases is vanishing.


Subject(s)
Biofilms/growth & development , Cyanobacteria/physiology , Models, Biological , Hydrodynamics , Phototrophic Processes
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