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"Overell, James"
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Detecting fatigue in multiple sclerosis through automatic speech analysis
by
Schäfer, Simona
,
Dillenseger, Anja
,
Hayward-Koennecke, Helen
in
automated speech analysis
,
fatigue
,
machine learning
2024
Multiple sclerosis (MS) is a chronic neuroinflammatory disease characterized by central nervous system demyelination and axonal degeneration. Fatigue affects a major portion of MS patients, significantly impairing their daily activities and quality of life. Despite its prevalence, the mechanisms underlying fatigue in MS are poorly understood, and measuring fatigue remains a challenging task. This study evaluates the efficacy of automated speech analysis in detecting fatigue in MS patients. MS patients underwent a detailed clinical assessment and performed a comprehensive speech protocol. Using features from three different free speech tasks and a proprietary cognition score, our support vector machine model achieved an AUC on the ROC of 0.74 in detecting fatigue. Using only free speech features evoked from a picture description task we obtained an AUC of 0.68. This indicates that specific free speech patterns can be useful in detecting fatigue. Moreover, cognitive fatigue was significantly associated with lower speech ratio in free speech ( ρ = −0.283, p = 0.001), suggesting that it may represent a specific marker of fatigue in MS patients. Together, our results show that automated speech analysis, of a single narrative free speech task, offers an objective, ecologically valid and low-burden method for fatigue assessment. Speech analysis tools offer promising potential applications in clinical practice for improving disease monitoring and management.
Journal Article
Variant CJD in an individual heterozygous for PRNP codon 129
2009
Human prion diseases have acquired, sporadic, and inherited aetiologies, show wide phenotypic heterogeneity, and are associated with propagation of infectious prions of many distinct strain types.1 Since 1994, about 200 cases of vCJD, causally related to exposure to bovine spongiform encephal opathy (BSE) prions, have been identified worldwide. vCJD is generally seen in young adults, has characteristic neuropathological features and tissue distribution of infectivity, and a distinctive type 4 (London classification) molecular strain type.1 A polymorphism at codon 129 (encoding methionine or valine) of the human prion protein gene (PRNP), constitutes a powerful susceptibility factor in all types of prion disease. There is a report of a recipient of a blood transfusion from a donor incubating vCJD who died of unrelated causes but showed signs of prion infection at autopsy and was PRNP codon 129 hetero zygous.3 Animal studies have suggested that different clinicopathological phenotypes could occur in people with various PRNP codon 129 genotypes.4,5 The majority of the UK population have potentially been exposed to BSE prions but the extent of clinically silent infection remains unclear.
Journal Article
Cerebrospinal fluid neurofilament light chain in multiple sclerosis and its subtypes: a meta-analysis of case–control studies
by
Martin, Sarah-Jane
,
Hunt, David
,
McGlasson, Sarah
in
Biomarkers
,
Case-Control Studies
,
Cerebrospinal fluid
2019
ObjectiveNeurofilament is a biomarker of axonal injury proposed as a useful adjunct in the monitoring of patients with multiple sclerosis (MS). We conducted a systematic review and meta-analysis of case–control studies that have measured neurofilament light chain (NfL) levels in cerebrospinal fluid (CSF) of people with MS (pwMS), in order to determine whether, and to what degree, CSF NfL levels differentiate MS from controls, or the subtypes or stages of MS from each other.MethodsGuidelines on Preferred Reporting Items for Systematic Reviews and Meta-Analyses were followed. Electronic databases were searched for published and ‘grey’ literature, with 151 hits. Of 51 full articles screened, 20 were included in qualitative analysis, and 14 in meta-analysis.ResultsCSF NfL was higher in 746 pwMS than 435 (healthy and disease) controls, with a moderate effect size of 0.61 (p < 0.00001). Mean CSF NfL levels were significantly higher in 176 pwMS with relapsing disease than 92 with progressive disease (2124.8 ng/L, SD 3348.9 vs 1121.4 ng/L, SD 947.7, p = 0.0108). CSF NfL in 138 pwMS in relapse (irrespective of MS subtype) was double that seen in 268 pwMS in remission (3080.6 ng/L, SD 4715.9 vs 1541.7 ng/L, SD 2406.5, p < 0.0001).ConclusionsCSF NfL correlates with MS activity throughout the course of MS, reflecting the axonal damage in pwMS. Relapse is more strongly associated with elevated CSF NfL levels than the development of progression, and NfL may be most useful as a marker of disease ‘activity’ rather than as a marker of disability or disease stage.
Journal Article
Long-term follow-up from the ORATORIO trial of ocrelizumab for primary progressive multiple sclerosis: a post-hoc analysis from the ongoing open-label extension of the randomised, placebo-controlled, phase 3 trial
by
Manfrini, Marianna
,
Wolinsky, Jerry S
,
Koendgen, Harold
in
Adolescent
,
Adult
,
Antibodies, Monoclonal, Humanized - administration & dosage
2020
The safety and efficacy of ocrelizumab in primary progressive multiple sclerosis were shown in the phase 3 ORATORIO trial. In this study, we assessed the effects of maintaining or switching to ocrelizumab therapy on measures of disease progression and safety in the open-label extension phase of ORATORIO.
ORATORIO was an international, multicentre, double-blind, randomised, placebo-controlled, phase 3 trial done at 182 study locations including academic centres, hospitals, and community speciality centres within 29 countries across the Americas, Australia, Europe, Israel, New Zealand, and Russia. Patients with primary progressive multiple sclerosis aged 18–55 years who had an Expanded Disability Status Scale (EDSS) score of 3·0–6·5 were eligible for enrolment. Those who had previous treatment with B-cell-targeted therapies or other immunosuppressive medications were excluded. Eligible participants were randomly assigned (2:1) to receive either intravenous infusion of 600 mg of ocrelizumab (two 300 mg infusions 14 days apart) or placebo every 24 weeks for at least 120 weeks until a prespecified number (n=253) of disability events occurred. After the double-blind phase, patients entered an extended controlled period of variable duration, during which they and investigators became aware of treatment allocation. Following this period, patients could enter an optional open-label extension, during which they continued ocrelizumab or switched from placebo to ocrelizumab. Time to onset of disability progression was confirmed at 24 weeks with four measures (ie, increase in EDSS score, ≥20% increase in time to complete the 9-Hole Peg Test [9HPT], ≥20% increase in time to perform the Timed 25-Foot Walk [T25FW], and composite progression defined as the first confirmed occurrence of any of these three individual measures), as was time to requiring a wheelchair (EDSS ≥7). Conventional MRI measures were also analysed. The intention-to-treat population was used for the safety and efficacy analyses; all analyses, and their timings, were done post hoc. ORATORIO is registered with ClinicalTrials.gov, NCT01194570, and is ongoing.
From March 3, 2011, to Dec 27, 2012, 488 patients were randomly assigned to the ocrelizumab group and 244 to the placebo group. The extended controlled period started on July 24, 2015, and ended on April 27, 2016, when the last patient entered the open-label extension. Overall, 544 (74%) of 732 participants completed the double-blind period to week 144; 527 (97%) of 544 entered the open-label extension phase, of whom 451 (86%) are ongoing in the open-label extension. After at least 6·5 study years (48 weeks per study year) of follow-up, the proportion of patients with progression on disability measures was lower in those who initiated ocrelizumab early than in those initially receiving placebo for most of the measures of 24-week confirmed disability progression: EDSS, 51·7% vs 64·8% (difference 13·1% [95% CI 4·9–21·3]; p=0·0018); 9HPT, 30·6% vs 43·1% (12·5% [4·1–20·9]); p=0·0035); T25FW, 63·2% vs 70·7% (7·5% [–0·3 to 15·2]; p=0·058); composite progression, 73·2% vs 83·3% (10·1% [3·6–16·6]; p=0·0023); and confirmed time to requiring a wheelchair, 11·5% vs 18·9% (7·4% [0·8–13·9]; p=0·0274). At study end, the percentage change from baseline was lower in those who initiated ocrelizumab early than in those initially receiving placebo for T2 lesion volume (0·45% vs 13·00%, p<0·0001) and T1 hypointense lesion volume (36·68% vs 60·93%, p<0·0001). Over the entire period, in the ORATORIO all ocrelizumab exposure population, the rate of adverse events was 238·09 (95% CI 232·71–243·57) per 100 patient-years and serious adverse events was 12·63 (95% CI 11·41–13·94) per 100 patient-years; the most common serious adverse events were infections at 4·13 (95% CI 3·45–4·91) per 100 patient-years. No new safety signals emerged compared with the double-blind phase of ORATORIO.
Compared with patients switching from placebo, earlier and continuous ocrelizumab treatment provided sustained benefits on measures of disease progression over the 6·5 study years of follow-up. Although this study shows the benefit of earlier intervention with ocrelizumab in primary progressive disease, progression remains an important unmet need in multiple sclerosis. Further research should focus on how the potential benefits described in this study might be improved upon, particularly over longer time periods.
F Hoffmann-La Roche.
Journal Article
Diagnosis and management of multiple sclerosis: MRI in clinical practice
by
Tomassini, Valentina
,
Overell, James
,
Sinclair, Audrey
in
Diagnosis
,
Humans
,
Magnetic Resonance Imaging
2020
Background
Recent changes in the understanding and management of multiple sclerosis (MS) have increased the role of MRI in supporting diagnosis and disease monitoring. However, published guidelines on the use of MRI in MS do not translate easily into different clinical settings and considerable variation in practice remains. Here, informed by published guidelines for the use of MRI in MS, we identified a clinically informative MRI protocol applicable in a variety of clinical settings, from district general hospitals to tertiary centres.
Methods
MS specialists geographically representing the UK National Health Service and with expertise in MRI examined existing guidelines on the use of MRI in MS and identification of challenges in their applications in various clinical settings informed the formulation of a feasible MRI protocol.
Results
We identified a minimum set of MRI information, based on clinical relevance, as well as on applicability to various clinical settings. This informed the selection of MRI acquisitions for scanning protocols, differentiated on the basis of their purpose and stage of the disease, and indication of timing for scans. Advice on standardisation of MRI requests and reporting, and proposed timing and frequency of MRI scans were generated.
Conclusions
The proposed MRI protocol can adapt to a range of clinical settings, aiding the impetus towards standardisation of practice and offering an example of research-informed service improvement to support optimisation of resources. Other neurological conditions, where a gap still exists between published guidelines and their clinical implementation, may benefit from this same approach.
Journal Article
Thrombotic Microangiopathy Associated with Interferon Beta
by
Kavanagh, David
,
Drummond, Iain
,
Hunt, David
in
Humans
,
Hypertension
,
Hypertension, Malignant - diagnosis
2014
Recombinant interferon beta is commonly used in the treatment of multiple sclerosis. In this letter, cases of thrombotic microangiopathy that were reported in South Scotland appear to be related to the use of a particular preparation of interferon beta.
To the Editor:
Interferon beta is a widely prescribed recombinant-protein therapy with a well-established favorable safety profile.
1
Here, we describe an unexpectedly high number of cases of thrombotic microangiopathy associated with severe or malignant hypertension in four patients with multiple sclerosis who were receiving therapy with recombinant interferon beta in South Scotland. A detailed review of the case histories of these patients, including a genetic analysis, did not identify any other causal factor for this condition, and an analysis of pharmacy records revealed a significant association with a common manufacturing source of interferon beta (Rebif, Merck) (Figure 1, and the . . .
Journal Article
Efficacy of three neuroprotective drugs in secondary progressive multiple sclerosis (MS-SMART): a phase 2b, multiarm, double-blind, randomised placebo-controlled trial
by
Mollison, Daisy
,
Stutters, Jonathan
,
Colville, Shuna
in
Administration, Oral
,
Adult
,
Amiloride
2020
Neurodegeneration is the pathological substrate that causes major disability in secondary progressive multiple sclerosis. A synthesis of preclinical and clinical research identified three neuroprotective drugs acting on different axonal pathobiologies. We aimed to test the efficacy of these drugs in an efficient manner with respect to time, cost, and patient resource.
We did a phase 2b, multiarm, parallel group, double-blind, randomised placebo-controlled trial at 13 clinical neuroscience centres in the UK. We recruited patients (aged 25–65 years) with secondary progressive multiple sclerosis who were not on disease-modifying treatment and who had an Expanded Disability Status Scale (EDSS) score of 4·0–6·5. Participants were randomly assigned (1:1:1:1) at baseline, by a research nurse using a centralised web-based service, to receive twice-daily oral treatment of either amiloride 5 mg, fluoxetine 20 mg, riluzole 50 mg, or placebo for 96 weeks. The randomisation procedure included minimisation based on sex, age, EDSS score at randomisation, and trial site. Capsules were identical in appearance to achieve masking. Patients, investigators, and MRI readers were unaware of treatment allocation. The primary outcome measure was volumetric MRI percentage brain volume change (PBVC) from baseline to 96 weeks, analysed using multiple regression, adjusting for baseline normalised brain volume and minimisation criteria. The primary analysis was a complete-case analysis based on the intention-to-treat population (all patients with data at week 96). This trial is registered with ClinicalTrials.gov, NCT01910259.
Between Jan 29, 2015, and June 22, 2016, 445 patients were randomly allocated amiloride (n=111), fluoxetine (n=111), riluzole (n=111), or placebo (n=112). The primary analysis included 393 patients who were allocated amiloride (n=99), fluoxetine (n=96), riluzole (n=99), and placebo (n=99). No difference was noted between any active treatment and placebo in PBVC (amiloride vs placebo, 0·0% [95% CI −0·4 to 0·5; p=0·99]; fluoxetine vs placebo −0·1% [–0·5 to 0·3; p=0·86]; riluzole vs placebo −0·1% [–0·6 to 0·3; p=0·77]). No emergent safety issues were reported. The incidence of serious adverse events was low and similar across study groups (ten [9%] patients in the amiloride group, seven [6%] in the fluoxetine group, 12 [11%] in the riluzole group, and 13 [12%] in the placebo group). The most common serious adverse events were infections and infestations. Three patients died during the study, from causes judged unrelated to active treatment; one patient assigned amiloride died from metastatic lung cancer, one patient assigned riluzole died from ischaemic heart disease and coronary artery thrombosis, and one patient assigned fluoxetine had a sudden death (primary cause) with multiple sclerosis and obesity listed as secondary causes.
The absence of evidence for neuroprotection in this adequately powered trial indicates that exclusively targeting these aspects of axonal pathobiology in patients with secondary progressive multiple sclerosis is insufficient to mitigate neuroaxonal loss. These findings argue for investigation of different mechanistic targets and future consideration of combination treatment trials. This trial provides a template for future simultaneous testing of multiple disease-modifying medicines in neurological medicine.
Efficacy and Mechanism Evaluation (EME) Programme, an MRC and NIHR partnership, UK Multiple Sclerosis Society, and US National Multiple Sclerosis Society.
Journal Article
Safety and efficacy of bexarotene in patients with relapsing-remitting multiple sclerosis (CCMR One): a randomised, double-blind, placebo-controlled, parallel-group, phase 2a study
2021
Progressive disability in multiple sclerosis occurs because CNS axons degenerate as a late consequence of demyelination. In animals, retinoic acid receptor RXR-gamma agonists promote remyelination. We aimed to assess the safety and efficacy of a non-selective retinoid X receptor agonist in promoting remyelination in people with multiple sclerosis.
This randomised, double-blind, placebo-controlled, parallel-group, phase 2a trial (CCMR One) recruited patients with relapsing-remitting multiple sclerosis from two centres in the UK. Eligible participants were aged 18–50 years and had been receiving dimethyl fumarate for at least 6 months. Via a web-based system run by an independent statistician, participants were randomly assigned (1:1), by probability-weighted minimisation using four binary factors, to receive 300 mg/m2 of body surface area per day of oral bexarotene or oral placebo for 6 months. Participants, investigators, and outcome assessors were masked to treatment allocation. MRI scans were done at baseline and at 6 months. The primary safety outcome was the number of adverse events and withdrawals attributable to bexarotene. The primary efficacy outcome was the patient-level change in mean lesional magnetisation transfer ratio between baseline and month 6 for lesions that had a baseline magnetisation transfer ratio less than the within-patient median. We analysed the primary safety outcome in the safety population, which comprised participants who received at least one dose of their allocated treatment. We analysed the primary efficacy outcome in the intention-to-treat population, which comprised all patients who completed the study. This study is registered in the ISRCTN Registry, 14265371, and has been completed.
Between Jan 17, 2017, and May 17, 2019, 52 participants were randomly assigned to receive either bexarotene (n=26) or placebo (n=26). Participants who received bexarotene had a higher mean number of adverse events (6·12 [SD 3·09]; 159 events in total) than did participants who received placebo (1·63 [SD 1·50]; 39 events in total). All bexarotene-treated participants had at least one adverse event, which included central hypothyroidism (n=26 vs none on placebo), hypertriglyceridaemia (n=24 vs none on placebo), rash (n=13 vs one on placebo), and neutropenia (n=10 vs none on placebo). Five (19%) participants on bexarotene and two (8%) on placebo discontinued the study drug due to adverse events. One episode of cholecystitis in a placebo-treated participant was the only serious adverse event. The change in mean lesional magnetisation transfer ratio was not different between the bexarotene group (0·25 percentage units [pu; SD 0·98]) and the placebo group (0·09 pu [0·84]; adjusted bexarotene–placebo difference 0·16 pu, 95% CI –0·39 to 0·71; p=0·55).
We do not recommend the use of bexarotene to treat patients with multiple sclerosis because of its poor tolerability and negative primary efficacy outcome. However, statistically significant effects were seen in some exploratory MRI and electrophysiological analyses, suggesting that other retinoid X receptor agonists might have small biological effects that could be investigated in further studies.
Multiple Sclerosis Society of the United Kingdom.
Journal Article
Optical coherence tomography in secondary progressive multiple sclerosis: cross-sectional and longitudinal exploratory analysis from the MS-SMART randomised controlled trial
2025
BackgroundOptical coherence tomography (OCT) inner retinal metrics reflect neurodegeneration in multiple sclerosis (MS). We explored OCT measures as biomarkers of disease severity in secondary progressive MS (SPMS).MethodsWe investigated people with SPMS from the Multiple Sclerosis-Secondary Progressive Multi-Arm Randomisation Trial OCT substudy, analysing brain MRIs, clinical assessments and OCT at baseline and 96 weeks. We measured peripapillary retinal nerve fibre layer (pRNFL) and macular ganglion cell-inner plexiform layer (GCIPL) thicknesses. Statistical analysis included correlations, multivariable linear regressions and mixed-effects models.ResultsOf the 212 participants recruited at baseline, 192 attended at 96 weeks follow-up. Baseline pRNFL and GCIPL thickness correlated with Symbol Digit Modalities Test (SDMT) (respectively, r=0.33 (95% CI 0.20 to 0.47); r=0.39 (0.26 to 0.51)) and deep grey matter volume (respectively, r=0.21 (0.07 to 0.35); r=0.28 (0.14 to 0.41)).pRNFL was associated with Expanded Disability Status Scale (EDSS) score change (normalised beta (B)=−0.12 (−0.23 to −0.01)). Baseline pRNFL and GCIPL were associated with Timed 25-Foot Walk change (T25FW) (respectively, B=−0.14 (−0.25 to −0.03); B=−0.20 (−0.31 to −0.10)) and 96-week percentage brain volume change (respectively, B=0.14 (0.03 to 0.25); B=0.23 (0.12 to 0.34)). There were significant annualised thinning rates: pRNFL (−0.83 µm/year) and GCIPL (−0.37 µm/year).ConclusionsIn our cohort of people with SPMS and long disease duration, OCT measures correlated with SDMT and deep grey matter volume at baseline; EDSS, T25FW and whole brain volume change at follow-up.
Journal Article
020 Long-term efficacy of ocrelizumab in relapsing multiple sclerosis: 6 study years
by
Manfrini, Marianna
,
Koendgen, Harold
,
Wolinsky, Jerry S
in
ABN Abstracts 2020
,
Immunomodulators
,
Interferon
2022
BackgroundEfficacy/safety of ocrelizumab in relapsing multiple sclerosis were demonstrated in the OPERA I/II (NCT01247324/NCT01412333) double-blind period (DBP). We assessed the efficacy of switching to or maintaining ocrelizumab after 4 years of the open-label extension (OLE).MethodsAt OLE commencement, patients continued ocrelizumab (OCR-OCR) or switched from interferon-β-1a to OCR (IFN-OCR). Adjusted annualised relapse rate (ARR), time-to-onset of 24-week confirmed disability progression (CDP24) and risk of requiring a walking aid (Expanded Disability Status Scale score ≥6.0) from DBP baseline were analysed.ResultsAmong IFN-OCR switchers, ARR decreased year-on-year from 0.2 in the pre-switch year to 0.04 in OLE Year 4; OCR-OCR continuers maintained low ARRs (pre-switch, 0.13; OLE Year 4, 0.05). CDP24 was lower year-on-year in OCR-OCR continuers versus IFN-OCR switchers in the pre-switch year (7.7% vs 12.0%) and at OLE Year 4 (19.2% vs 23.7%); p<0.05 all comparisons. Over the DBP and OLE, risk of requiring a walking aid was 44% lower (p=0.004) in OCR-OCR continuers versus IFN-OCR switchers.ConclusionsAfter 6 years of follow-up, rates of patients with CDP24 and risk of requiring a walking aid remained lower in earlier initiators of ocrelizumab (OCR-OCR) versus those initially receiving IFN (IFN-OCR), demonstrating maintained benefits of earlier treatment with ocrelizumab.g.giovannoni@qmul.ac.uk
Journal Article