23 results on '"Thomas R Barber"'
Search Results
2. Reward insensitivity is associated with dopaminergic deficit in rapid eye movement sleep behaviour disorder
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Thomas R Barber, Kinan Muhammed, Daniel Drew, Kevin M Bradley, Daniel R McGowan, Johannes C Klein, Sanjay G Manohar, Michele T M Hu, and Masud Husain
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Neurology (clinical) - Abstract
Idiopathic rapid eye movement sleep behaviour disorder (iRBD) has now been established as an important marker of the prodromal stage of Parkinson’s disease and related synucleinopathies. However, although dopamine transporter single photon emission computed tomography (SPECT) has been used to demonstrate the presence of nigro-striatal deficit in iRBD, quantifiable correlates of this are currently lacking. Sensitivity to rewarding stimuli is reduced in some people with Parkinson’s disease, potentially contributing to aspects of the neuropsychiatric phenotype in these individuals. Furthermore, a role for dopaminergic degeneration is suggested by the fact that reward insensitivity can be improved by dopaminergic medications. Patients with iRBD present a unique opportunity to study the relationship between reward sensitivity and early dopaminergic deficit in the unmedicated state. Here, we investigate whether a non-invasive, objective measure of reward sensitivity might be a marker of dopaminergic status in prodromal Parkinson’s disease by comparing with SPECT/CT measurement of dopaminergic loss in the basal ganglia. Striatal dopaminergic deficits in iRBD are associated with progression to Parkinsonian disorders. Therefore, identification of a clinically measurable correlate of this degenerative process might provide a basis for the development of novel risk stratification tools. Using a recently developed incentivized eye-tracking task, we quantified reward sensitivity in a cohort of 41 patients with iRBD and compared this with data from 40 patients with Parkinson’s disease and 41 healthy controls. Patients with iRBD also underwent neuroimaging with dopamine transporter SPECT/CT. Overall, reward sensitivity, indexed by pupillary response to monetary incentives, was reduced in iRBD cases compared with controls and was not significantly different to that in patients with Parkinson’s disease. However, in iRBD patients with normal dopamine transporter SPECT/CT imaging, reward sensitivity was not significantly different from healthy controls. Across all iRBD cases, a positive association was observed between reward sensitivity and dopaminergic SPECT/CT signal in the putamen. These findings demonstrate a direct relationship between dopaminergic deficit and reward sensitivity in patients with iRBD and suggest that measurement of pupillary responses could be of value in models of risk stratification and disease progression in these individuals.
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- 2022
3. Neuroimaging in pre-motor Parkinson's disease
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Thomas R. Barber, Johannes C. Klein, Clare E. Mackay, and Michele T.M. Hu
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Computer applications to medicine. Medical informatics ,R858-859.7 ,Neurology. Diseases of the nervous system ,RC346-429 - Abstract
The process of neurodegeneration in Parkinson's disease begins long before the onset of clinical motor symptoms, resulting in substantial cell loss by the time a diagnosis can be made. The period between the onset of neurodegeneration and the development of motoric disease would be the ideal time to intervene with disease modifying therapies. This pre-motor phase can last many years, but the lack of a specific clinical phenotype means that objective biomarkers are needed to reliably detect prodromal disease. In recent years, recognition that patients with REM sleep behaviour disorder (RBD) are at particularly high risk of future parkinsonism has enabled the development of large prodromal cohorts in which to investigate novel biomarkers, and neuroimaging has generated some of the most promising results to date. Here we review investigations undertaken in RBD and other pre-clinical cohorts, including modalities that are well established in clinical Parkinson's as well as novel imaging methods. Techniques such as high resolution MRI of the substantia nigra and functional imaging of Parkinsonian brain networks have great potential to facilitate early diagnosis. Further longitudinal studies will establish their true value in quantifying prodromal neurodegeneration and predicting future Parkinson's.
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- 2017
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4. Continuous Real-World Gait Monitoring in Idiopathic REM Sleep Behavior Disorder
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Thomas R Barber, Michal Rolinski, Silvia Del Din, M Crabbe, Fahd Baig, Lynn Rochester, Michele T.M. Hu, Christine Lo, and Alison J. Yarnall
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Male ,0301 basic medicine ,medicine.medical_specialty ,Parkinson's disease ,REM sleep behavior disorder ,prodromal ,Monitoring, Ambulatory ,Prodromal Symptoms ,Clinical marker ,REM Sleep Behavior Disorder ,gait ,Wearable Electronic Devices ,03 medical and health sciences ,Cellular and Molecular Neuroscience ,0302 clinical medicine ,Gait (human) ,Physical medicine and rehabilitation ,Humans ,Medicine ,Gait Disorders, Neurologic ,Aged ,business.industry ,Middle Aged ,medicine.disease ,Free-living ,Biomechanical Phenomena ,wearables ,030104 developmental biology ,Gait impairment ,Gait velocity ,Gait analysis ,Correlation analysis ,Female ,Neurology (clinical) ,business ,human activities ,Biomarkers ,030217 neurology & neurosurgery - Abstract
BACKGROUND: Patients with REM sleep behavior disorder (RBD) have a high risk of developing PD, and thus can be used to study prodromal biomarkers. RBD has been associated with changes in gait; quantifying these changes using wearable technology is promising; however, most data are obtained in clinical settings precluding pragmatic application.OBJECTIVE: We aimed to investigate if wearable-based real-world gait monitoring can detect early gait changes and discriminate individuals with RBD from controls, and explore relationships between real-world gait and clinical characteristics.METHODS: 63 individuals with RBD (66±10 years) and 34 controls recruited in the Oxford Parkinson's Disease Centre Discovery Study were assessed. Data were collected using a wearable device positioned on the lower back for 7 days. Real-world gait was quantified in terms of its Macrostructure (volume, pattern and variability (S2)) and Microstructure (14 characteristics). The value of Macro and Micro gait in discriminating RBD from controls was explored using ANCOVA and ROC analysis, and correlation analysis was performed between gait and clinical characteristics.RESULTS: Significant differences were found in discrete Micro characteristics in RBD with reduced gait velocity, variability and rhythm (p≤0.023). These characteristics significantly discriminated RBD (AUC≥0.620), with swing time as the single strongest discriminator (AUC=0.652). Longer walking bouts discriminated best between the groups for Macro and Micro outcomes (p≤0.036).CONCLUSIONS: Our results suggest that real-world gait monitoring may have utility as "risk" clinical marker in RBD participants. Real-world gait assessment is low-cost and could serve as a pragmatic screening tool to identify gait impairment in RBD.
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- 2020
5. Nigrosome 1 imaging in REM sleep behavior disorder and its association with dopaminergic decline
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Clare E. Mackay, Christine Lo, Johannes C. Klein, Thomas R Barber, Kevin M. Bradley, Daniel R. McGowan, Ludovica Griffanti, and Michele T.M. Hu
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Male ,0301 basic medicine ,medicine.medical_specialty ,Nortropanes ,Rapid eye movement sleep ,Neurosciences. Biological psychiatry. Neuropsychiatry ,Neuroimaging ,Substantia nigra ,REM Sleep Behavior Disorder ,Multimodal Imaging ,Neuroprotection ,REM sleep behavior disorder ,Cohort Studies ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,Humans ,Medicine ,Single-Blind Method ,RC346-429 ,Pars Compacta ,Research Articles ,Aged ,Dopamine transporter ,Tomography, Emission-Computed, Single-Photon ,Dopamine Plasma Membrane Transport Proteins ,biology ,business.industry ,General Neuroscience ,Putamen ,Dopaminergic ,Parkinson Disease ,Middle Aged ,medicine.disease ,Magnetic Resonance Imaging ,Hyperintensity ,030104 developmental biology ,biology.protein ,Cardiology ,Female ,Neurology. Diseases of the nervous system ,Neurology (clinical) ,business ,030217 neurology & neurosurgery ,RC321-571 ,Research Article - Abstract
Objectives Rapid eye movement sleep behavior disorder (RBD) patients have a high risk of developing a Parkinsonian disorder, offering an opportunity for neuroprotective intervention. Predicting near‐term conversion, however, remains a challenge. Dopamine transporter imaging, while informative, is expensive and not widely available. Here, we investigate the utility of susceptibility‐weighted MRI (SWI) to detect abnormalities of the substantia nigra in RBD, and explore their association with striatal dopaminergic deficits. Methods SWI of the substantia nigra was performed in 46 RBD patients, 27 Parkinson’s patients, and 32 control subjects. Dorsal nigral hyperintensity (DNH) was scored by two blinded raters, and separately quantified using a semiautomated process. Forty‐two RBD patients were also imaged with 123I‐ioflupane single‐photon emission computed tomography (DaT SPECT/CT). Results Consensus visual DNH classification was possible in 87% of participants. 27.5% of RBD patients had lost DNH, compared with 7.7% of control subjects and 96% of Parkinson’s patients. RBD patients lacking DNH had significantly lower putamen dopaminergic SPECT/CT activity compared to RBD patients with DNH present (specific uptake ratios 1.89 vs. 2.33, P = 0.002). The mean quantified DNH signal intensity declined in a stepwise pattern, with RBD patients having lower intensity than controls (0.837 vs. 0.877, P = 0.01) but higher than PD patients (0.837 vs. 0.765, P
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- 2019
6. Longitudinal Changes in Parkinson's Disease Symptoms with and Without Rapid Eye Movement Sleep Behavior Disorder: The Oxford Discovery Cohort Study
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Thomas R Barber, Johannes C. Klein, Christine Lo, Y Ben-Shlomo, Agustin Querejeta-Coma, Francesca Bowring, Jamil Razzaque, Michele T.M. Hu, Yaping Liu, Michael A. Lawton, Sangeeta Scotton, and Jessica Welch
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Male ,Longitudinal study ,medicine.medical_specialty ,Parkinson's disease ,REM Sleep Behavior Disorder ,REM sleep behavior disorder ,Cohort Studies ,Internal medicine ,Surveys and Questionnaires ,Medicine ,Purdue Pegboard Test ,Humans ,Gait Disorders, Neurologic ,Aged ,business.industry ,Beck Depression Inventory ,Parkinson Disease ,Middle Aged ,medicine.disease ,Mood ,Neurology ,Cohort ,Female ,Neurology (clinical) ,business ,Cohort study - Abstract
Background Parkinson's disease (PD) comorbid with rapid eye movement sleep behavior disorder (RBD) may show more severe motor and nonmotor symptoms, suggesting a distinct PD subtype. Objective The aim of this study was to investigate the impact of RBD on the longitudinal change of motor and nonmotor symptoms in patients with PD. Methods Patients with early PD (diagnosed within 3.5 years) recruited from 2010 to 2019 were followed every 18 months in the Oxford Parkinson's Disease Centre Discovery cohort. At each visit, we used standard questionnaires and measurements to assess demographic features and motor and nonmotor symptoms (including RBD, daytime sleepiness, mood, autonomic symptoms, cognition, and olfaction). Data were analyzed with linear mixed effects and Cox regression models. Possible RBD (pRBD) was longitudinally determined according to RBD Screening Questionnaire scores. Results A total of 923 patients were recruited (mean age: 67.1 ± 9.59 years; 35.9% female), and 788 had follow-up assessment(s) (mean: 4.8 ± 1.98 years, range: 1.3-8.3). Among them, 33.3% were identified as pRBD (PD + pRBD). Patients with PD + pRBD had more severe baseline symptoms and showed faster progression on Movement Disorder Society-Unified Parkinson's Disease Rating Scale parts I and III, Purdue Pegboard test, and Beck Depression Inventory scores. Moreover, PD + pRBD was associated with an increased level of risk for mild cognitive impairment (hazard ratio [HR] = 1.36, 95% confidence interval [CI]: 1.01-1.83), freezing of gait (HR = 1.42, 95% CI: 1.10-1.86), and frequent falling (HR = 1.62, 95% CI: 1.02-2.60). Conclusions Patients with PD + pRBD progress faster on motor, mood, and cognitive symptoms, confirming a more aggressive PD subtype that can be identified at baseline and has major clinical implications. © 2021 International Parkinson and Movement Disorder Society.
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- 2021
7. Olfactory Testing in Parkinson Disease and REM Behavior Disorder:a machine learning approach
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Wolfgang H. Oertel, Siddharth Arora, Sofia Kanavou, Yoav Ben-Shlomo, Christine Lo, Elisabeth Sittig, Michael T. Lawton, Annette Janzen, Michele T.M. Hu, Donald G. Grosset, Thomas R Barber, and Johannes C. Klein
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0301 basic medicine ,Adult ,Male ,medicine.medical_specialty ,Parkinson's disease ,Anosmia ,Olfaction ,REM Sleep Behavior Disorder ,Audiology ,REM sleep behavior disorder ,Sensitivity and Specificity ,Article ,Machine Learning ,03 medical and health sciences ,Olfaction Disorders ,0302 clinical medicine ,Hyposmia ,Sensory threshold ,medicine ,Humans ,Aged ,Neurologic Examination ,business.industry ,Parkinson Disease ,Middle Aged ,medicine.disease ,030104 developmental biology ,Rem behavior disorder ,Sensory Thresholds ,Female ,Neurology (clinical) ,medicine.symptom ,business ,030217 neurology & neurosurgery ,Cohort study - Abstract
ObjectiveWe sought to identify an abbreviated test of impaired olfaction amenable for use in busy clinical environments in prodromal (isolated REM sleep behavior disorder [iRBD]) and manifest Parkinson disease (PD).MethodsEight hundred ninety individuals with PD and 313 controls in the Discovery cohort study underwent Sniffin’ Stick odor identification assessment. Random forests were initially trained to distinguish individuals with poor (functional anosmia/hyposmia) and good (normosmia/super-smeller) smell ability using all 16 Sniffin’ Sticks. Models were retrained using the top 3 sticks ranked by order of predictor importance. One randomly selected 3-stick model was tested in a second independent PD dataset (n = 452) and in 2 iRBD datasets (Discovery n = 241, Marburg n = 37) before being compared to previously described abbreviated Sniffin’ Stick combinations.ResultsIn differentiating poor from good smell ability, the overall area under the curve (AUC) value associated with the top 3 sticks (anise/licorice/banana) was 0.95 in the Development dataset (sensitivity 90%, specificity 92%, positive predictive value 92%, negative predictive value 90%). Internal and external validation confirmed AUCs ≥0.90. The combination of the 3-stick model determined poor smell, and an RBD screening questionnaire score of ≥5 separated those with iRBD from controls with a sensitivity, specificity, positive predictive value, and negative predictive value of 65%, 100%, 100%, and 30%.ConclusionsOur 3-Sniffin’-Stick model holds potential utility as a brief screening test in the stratification of individuals with PD and iRBD according to olfactory dysfunction.Classification of EvidenceThis study provides Class III evidence that a 3-Sniffin’-Stick model distinguishes individuals with poor and good smell ability and can be used to screen for individuals with iRBD.
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- 2021
8. Parental-fetal interplay of immune genes leads to intrauterine growth restriction
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Kathrine E. Attfield, Elizabeth J. Soilleux, Orit Rozenblatt-Rosen, Lise T. Jensen, Lars Fugger, Lan T. Nguyen, Matan Hofree, Aggelakopoulou M, Aviv Regev, Lee J, Anna Neumann, Thomas R Barber, Gil McVean, Davies Jl, Kaur G, Porter Cbm, Danielle Dionne, Subita Balaram Kuttikkatte, Orr Ashenberg, Mary Carrington, Hayley G. Evans, Samantha J. Riesenfeld, Desel Cae, Ayshwarya Subramanian, and Inbal Avraham-Davidi
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Fetus ,Spiral artery ,Angiogenesis ,Trophoblast ,Intrauterine growth restriction ,Biology ,medicine.disease ,Andrology ,medicine.anatomical_structure ,KIR2DL1 ,embryonic structures ,medicine ,Genetic predisposition ,Receptor ,reproductive and urinary physiology - Abstract
Intrauterine growth restriction (IUGR) of fetuses affects 5-10% of pregnancies and is associated with perinatal morbidity, mortality and long-term health issues. Understanding genetic predisposition to IUGR is challenging, owing to extensive gene polymorphisms, linkage disequilibrium, and maternal and paternal influence. Here, we demonstrate that the inhibitory receptor, KIR2DL1, expressed on maternal uterine natural killer (uNK) cells, in interaction with the paternally-inherited HLA-C*05, an HLA-C group 2 allotype, expressed on fetal trophoblast cells, causes IUGR in a humanised mouse model. Micro-CT imaging of the uteroplacental vasculature revealed reduced uterine spiral artery diameter and increased segment length, increasing fetal blood flow resistance. Single cell RNA-Seq from the maternal-fetal interface highlighted expression programs activated by KIR2DL1-induced IUGR in several placental cell types, including degradation of extracellular matrix components, angiogenesis, and uNK cell communication, suggesting a complex response underlying IUGR. As current IUGR treatments are insufficient, our findings provide important insight for drug development.
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- 2021
9. Dopaminergic imaging and clinical predictors for phenoconversion of REM sleep behaviour disorder
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Karel Sonka, Thomas R Barber, Michele Terzaghi, Michal Rolinski, Fabio Pizza, Petr Dusek, Masayuki Miyamoto, Riccardo Meli, Matteo Bauckneht, Giuseppe Plazzi, Flavio Nobili, Bradley F. Boeve, Alessandra Serra, Lennon Jordan, Jiří Trnka, Raffaele Manni, Andrea Chincarini, Naoko Tachibana, Daniel R. McGowan, Val J. Lowe, Tomoyuki Miyamoto, Silvia Morbelli, Monica Puligheddu, Michela Figorilli, Elena Antelmi, David Zogala, Irene Bossert, Valérie Cochen De Cock, Toji Miyagawa, Dario Arnaldi, Delphine de Verbizier, Kevin M. Bradley, Michele T.M. Hu, Arnaldi, Dario, Chincarini, Andrea, Hu, Michele T, Sonka, Karel, Boeve, Bradley, Miyamoto, Tomoyuki, Puligheddu, Monica, De Cock, Valérie Cochen, Terzaghi, Michele, Plazzi, Giuseppe, Tachibana, Naoko, Morbelli, Silvia, Rolinski, Michal, Dusek, Petr, Lowe, Val, Miyamoto, Masayuki, Figorilli, Michela, de Verbizier, Delphine, Bossert, Irene, Antelmi, Elena, Meli, Riccardo, Barber, Thomas R, Trnka, Jiří, Miyagawa, Toji, Serra, Alessandra, Pizza, Fabio, Bauckneht, Matteo, Bradley, Kevin M, Zogala, David, McGowan, Daniel R, Jordan, Lennon, Manni, Raffaele, and Nobili, Flavio
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Male ,medicine.medical_specialty ,Synucleinopathies ,Unified Parkinson's disease rating scale ,Kaplan-Meier Estimate ,REM Sleep Behavior Disorder ,Logistic regression ,REM sleep behavior disorder ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,medicine ,Humans ,Aged ,Retrospective Studies ,Tomography, Emission-Computed, Single-Photon ,Dopamine Plasma Membrane Transport Proteins ,Mini–Mental State Examination ,medicine.diagnostic_test ,Proportional hazards model ,business.industry ,Parkinsonism ,Hazard ratio ,Putamen ,Original Articles ,Middle Aged ,medicine.disease ,Confidence interval ,REM sleep behaviour disorder ,ROC Curve ,SPECT ,Parkinson’s disease ,Female ,Neurology (clinical) ,dementia with Lewy bodies ,Caudate Nucleus ,business ,030217 neurology & neurosurgery ,Tropanes - Abstract
This is an international multicentre study aimed at evaluating the combined value of dopaminergic neuroimaging and clinical features in predicting future phenoconversion of idiopathic REM sleep behaviour (iRBD) subjects to overt synucleinopathy. Nine centres sent 123I-FP-CIT-SPECT data of 344 iRBD patients and 256 controls for centralized analysis. 123I-FP-CIT-SPECT images were semiquantified using DaTQUANTTM, obtaining putamen and caudate specific to non-displaceable binding ratios (SBRs). The following clinical variables were also analysed: (i) Movement Disorder Society-sponsored revision of the Unified Parkinson’s Disease Rating Scale, motor section score; (ii) Mini-Mental State Examination score; (iii) constipation; and (iv) hyposmia. Kaplan-Meier survival analysis was performed to estimate conversion risk. Hazard ratios for each variable were calculated with Cox regression. A generalized logistic regression model was applied to identify the best combination of risk factors. Bayesian classifier was used to identify the baseline features predicting phenoconversion to parkinsonism or dementia. After quality check of the data, 263 iRBD patients (67.6 ± 7.3 years, 229 males) and 243 control subjects (67.2 ± 10.1 years, 110 males) were analysed. Fifty-two (20%) patients developed a synucleinopathy after average follow-up of 2 years. The best combination of risk factors was putamen dopaminergic dysfunction of the most affected hemisphere on imaging, defined as the lower value between either putamina (P
- Published
- 2020
10. Cohort Profile: the Oxford Parkinson’s Disease Centre Discovery Cohort Magnetic Resonance Imaging sub-study (OPDC-MRI)
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J Rumbold, Michael T. Lawton, Ricarda A. L. Menke, Ludovica Griffanti, Michele T.M. Hu, Michal Rolinski, Richard Wade-Martins, Konrad Szewczyk-Krolikowski, Thomas R Barber, Samuel Evetts, M Crabbe, F Begeti, Johannes C. Klein, and Clare E. Mackay
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Longitudinal study ,medicine.medical_specialty ,Parkinson's disease ,medicine.diagnostic_test ,business.industry ,Brain Structure and Function ,Magnetic resonance imaging ,medicine.disease ,LRRK2 ,030218 nuclear medicine & medical imaging ,03 medical and health sciences ,0302 clinical medicine ,Physical medicine and rehabilitation ,Basal ganglia ,Cohort ,medicine ,10. No inequality ,business ,030217 neurology & neurosurgery ,Cohort study - Abstract
PurposeThe Oxford Parkinson’s Disease Centre (OPDC) Discovery Cohort magnetic resonance imaging (MRI) sub-study (OPDC-MRI) collects high quality multimodal brain MRI together with deep longitudinal clinical phenotyping in patients with Parkinson’s, at-risk individuals and healthy elderly participants. The primary aim is to detect pathological changes in brain structure and function, and develop, together with the clinical data, biomarkers to stratify, predict and chart progression in early-stage Parkinson’s and at-risk individuals.ParticipantsParticipants are recruited from the OPDC Discovery Cohort, a prospective, longitudinal study. Baseline MRI data is currently available for 290 participants: 119 patients with early idiopathic Parkinson’s, 15 Parkinson’s patients with pathogenic mutations of the LRRK2 or GBA genes, 68 healthy controls and 87 individuals at risk of Parkinson’s (asymptomatic carriers of GBA mutation and patients with idiopathic rapid eye movement sleep behaviour disorder - RBD).Findings to dateDifferences in brain structure in early Parkinson’s were found to be subtle, with small changes in the shape of the globus pallidus and evidence of alterations in microstructural integrity in the prefrontal cortex that correlated with performance on executive function tests. Brain function, as assayed with resting fMRI yielded more substantial differences, with basal ganglia connectivity reduced in early Parkinson’s, and RBD, but not Alzheimer’s, suggesting that the effect is pathology specific. Imaging of the substantia nigra with the more recent adoption of sequences sensitive to iron and neuromelanin content shows promising results in identifying early signs of Parkinsonian disease.Future plansOngoing studies include the integration of multimodal MRI measures to improve discrimination power. Follow-up clinical data are now accumulating and will allow us to correlate baseline imaging measures to clinical disease progression. Follow-up MRI scanning started in 2015 and is currently ongoing, providing the opportunity for future longitudinal imaging analyses with parallel clinical phenotyping.Article SummaryStrengths and limitations of this studyHigh quality 3T MRI data in a very well phenotyped and longitudinally followed cohort of Parkinson’s and RBD.All imaging data were acquired on the same MRI scanner, quite unique for a study of this duration. The protocol includes both standard sequences, comparable across other studies, and sequences acquired to investigate study-specific research questions.Clinical longitudinal data are acquired every 18 months and will be used to relate baseline imaging with clinical progression. Information about conversion to Parkinson’s of the at-risk individuals will also be available, providing the ultimate validation of potential biomarkers. MRI follow-up is also ongoing, which will allow longitudinal imaging analyses.Statistical maps of published results and support data relative to the analyses are available to share.OPDC-MRI phenotyping is deep and relatively frequent, however the size of the cohort is not at the level of population-level cohort studies. MRI sequences are high quality, but could not exploit the latest advances in the field in order to maintain continuity.
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- 2019
11. Rapid Eye Movement Sleep Behaviour Disorder
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Paul Reading and Thomas R Barber
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medicine.medical_specialty ,Physical medicine and rehabilitation ,Rapid eye movement sleep behaviour disorder ,business.industry ,Medicine ,business - Published
- 2019
12. Smartphone motor testing to distinguish idiopathic REM sleep behavior disorder, controls, and PD
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Richard Wade-Martins, Claudio Ruffmann, Fahd Baig, Tim Quinnell, Andong Zhan, Michele T.M. Hu, Michael A Lawton, Christine Lo, Michal Rolinski, Jane Rumbold, Thomas R Barber, Yoav Ben-Shlomo, Graham Lennox, Siddharth Arora, Amandine Louvel, Zenobia Zaiwalla, Johannes C. Klein, Gary Dennis, and Max A. Little
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Male ,0301 basic medicine ,medicine.medical_specialty ,REM Sleep Behavior Disorder ,Sensitivity and Specificity ,REM sleep behavior disorder ,Article ,Fingers ,03 medical and health sciences ,0302 clinical medicine ,Physical medicine and rehabilitation ,Rating scale ,Tremor ,Reaction Time ,medicine ,Postural Balance ,Humans ,Gait ,Aged ,Balance (ability) ,Sleep disorder ,business.industry ,Reproducibility of Results ,Parkinson Disease ,Postural tremor ,Middle Aged ,medicine.disease ,030104 developmental biology ,Finger tapping ,Voice ,Female ,Smartphone ,Neurology (clinical) ,business ,Psychomotor Performance ,030217 neurology & neurosurgery - Abstract
ObjectiveWe sought to identify motor features that would allow the delineation of individuals with sleep study-confirmed idiopathic REM sleep behavior disorder (iRBD) from controls and Parkinson disease (PD) using a customized smartphone application.MethodsA total of 334 PD, 104 iRBD, and 84 control participants performed 7 tasks to evaluate voice, balance, gait, finger tapping, reaction time, rest tremor, and postural tremor. Smartphone recordings were collected both in clinic and at home under noncontrolled conditions over several days. All participants underwent detailed parallel in-clinic assessments. Using only the smartphone sensor recordings, we sought to (1) discriminate whether the participant had iRBD or PD and (2) identify which of the above 7 motor tasks were most salient in distinguishing groups.ResultsStatistically significant differences based on these 7 tasks were observed between the 3 groups. For the 3 pairwise discriminatory comparisons, (1) controls vs iRBD, (2) controls vs PD, and (3) iRBD vs PD, the mean sensitivity and specificity values ranged from 84.6% to 91.9%. Postural tremor, rest tremor, and voice were the most discriminatory tasks overall, whereas the reaction time was least discriminatory.ConclusionsProdromal forms of PD include the sleep disorder iRBD, where subtle motor impairment can be detected using clinician-based rating scales (e.g., Unified Parkinson's Disease Rating Scale), which may lack the sensitivity to detect and track granular change. Consumer grade smartphones can be used to accurately separate not only iRBD from controls but also iRBD from PD participants, providing a growing consensus for the utility of digital biomarkers in early and prodromal PD.
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- 2018
13. Apathy in rapid eye movement sleep behaviour disorder is associated with serotonin depletion in the dorsal raphe nucleus
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Thomas R, Barber, Ludovica, Griffanti, Kinan, Muhammed, Daniel S, Drew, Kevin M, Bradley, Daniel R, McGowan, Marie, Crabbe, Christine, Lo, Clare E, Mackay, Masud, Husain, Michele T, Hu, and Johannes C, Klein
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Dorsal Raphe Nucleus ,Male ,Tomography, Emission-Computed, Single-Photon ,Serotonin ,Apathy ,prodromal ,Prodromal Symptoms ,REM Sleep Behavior Disorder ,Middle Aged ,Magnetic Resonance Imaging ,RBD ,Parkinsonian Disorders ,Report ,Humans ,Female ,parkinsonism ,Aged - Abstract
Apathy is a common and debilitating condition that often emerges during prodromal Parkinson's disease. Using neuroimaging in patients with REM sleep behaviour disorder, Barber et al. show that apathy in this prodromal population is related to serotonin depletion in the dorsal raphe nucleus, suggesting a mechanism for its expression and a potential target for therapeutic intervention., Apathy is a common and under-recognized disorder that often emerges in the prodromal phase of Parkinsonian diseases. The mechanism by which this occurs is not known, but recent evidence from patients with established Parkinson’s disease suggests that serotonergic dysfunction may play a role. The integrity of the raphe serotonergic system can be assessed alongside dopaminergic basal ganglia imaging using the radioligand 123I-ioflupane, which binds both serotonin and dopamine transporters. To investigate the relative roles of these neurotransmitters in prodromal parkinsonism, we imaged patients with idiopathic rapid eye movement sleep behaviour disorder, the majority of whom will develop a parkinsonian disorder in future. Forty-three patients underwent brain imaging with 123I-ioflupane single photon emission computed tomography and structural MRI. Apathy was quantified using the Lille Apathy Rating Scale. Other clinical parkinsonian features were assessed using standard measures. A negative correlation was observed between apathy severity and serotonergic 123I-ioflupane signal in the dorsal raphe nucleus (r = −0.55, P < 0.001). There was no significant correlation between apathy severity and basal ganglia dopaminergic signal, nor between dorsal raphe signal and other neuropsychiatric scores. This specific association between apathy and raphe 123I-ioflupane signal suggests that the serotonergic system might represent a target for the treatment of apathy.
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- 2018
14. Considerations in the Use of MDS Research Criteria for Prodromal Parkinson's in Rapid Eye Movement Sleep Behaviour Disorder and Population Cohorts
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Thomas R Barber, Michael A Lawton, Michele T.M. Hu, and Yoav Ben-Shlomo
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0301 basic medicine ,medicine.medical_specialty ,Polysomnography ,Population ,Prodromal Symptoms ,REM Sleep Behavior Disorder ,REM sleep behavior disorder ,03 medical and health sciences ,0302 clinical medicine ,Physical medicine and rehabilitation ,Rapid eye movement sleep behaviour disorder ,Physiology (medical) ,medicine ,Humans ,education ,education.field_of_study ,medicine.diagnostic_test ,business.industry ,Research ,Parkinson Disease ,medicine.disease ,030104 developmental biology ,Neurology (clinical) ,business ,030217 neurology & neurosurgery - Abstract
[No abstract]
- Published
- 2017
15. Neuroimaging in pre-motor Parkinson's disease
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Hu Mtm., Thomas R Barber, Johannes C. Klein, and Clare E. Mackay
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0301 basic medicine ,Parkinson's disease ,Cognitive Neuroscience ,Substantia nigra ,Neuroimaging ,Disease ,Review Article ,lcsh:Computer applications to medicine. Medical informatics ,lcsh:RC346-429 ,03 medical and health sciences ,0302 clinical medicine ,medicine ,Humans ,Radiology, Nuclear Medicine and imaging ,lcsh:Neurology. Diseases of the nervous system ,Modalities ,Parkinsonism ,Neurodegeneration ,Brain ,Parkinson Disease ,medicine.disease ,Functional imaging ,030104 developmental biology ,Neurology ,lcsh:R858-859.7 ,Neurology (clinical) ,Psychology ,Neuroscience ,030217 neurology & neurosurgery - Abstract
The process of neurodegeneration in Parkinson's disease begins long before the onset of clinical motor symptoms, resulting in substantial cell loss by the time a diagnosis can be made. The period between the onset of neurodegeneration and the development of motoric disease would be the ideal time to intervene with disease modifying therapies. This pre-motor phase can last many years, but the lack of a specific clinical phenotype means that objective biomarkers are needed to reliably detect prodromal disease. In recent years, recognition that patients with REM sleep behaviour disorder (RBD) are at particularly high risk of future parkinsonism has enabled the development of large prodromal cohorts in which to investigate novel biomarkers, and neuroimaging has generated some of the most promising results to date. Here we review investigations undertaken in RBD and other pre-clinical cohorts, including modalities that are well established in clinical Parkinson's as well as novel imaging methods. Techniques such as high resolution MRI of the substantia nigra and functional imaging of Parkinsonian brain networks have great potential to facilitate early diagnosis. Further longitudinal studies will establish their true value in quantifying prodromal neurodegeneration and predicting future Parkinson's., Highlights • Parkinson’s disease (PD) has a long prodromal phase prior to the emergence of motor symptoms. • Neuroimaging in this phase may aid identification of individuals at highest risk of near-term conversion to clinical PD. • Promising biomarkers include high resolution MRI of the substantia nigra and imaging of functional brain networks. • Long term follow-up studies are required to validate their use in pre-motor disease.
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- 2017
16. The dementia-associated APOE ε4 allele is not associated with rapid eye movement sleep behavior disorder
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Christelle Charley Monaca, Isabelle Arnulf, Guy A. Rouleau, Yves Dauvilliers, Elena Antelmi, Stephanie Strong, Ambra Stefani, Michel Boivin, Patrick A. Dion, Birgit Högl, Alex Desautels, Michele T.M. Hu, Luigi Ferini-Strambi, Valérie Cochen De Cock, Peter Young, Giuseppe Plazzi, Claire S. Leblond, Nicolas Dupré, Michal Rolinski, Anna Heidbreder, Thomas R Barber, Ronald B. Postuma, Ziv Gan-Or, Jay P. Ross, Jacques Montplaisir, Samuel Evetts, Judes Poirier, Simon C. Warby, Jean-François Gagnon, Gan-Or, Ziv, Montplaisir, Jacques Y., Ross, Jay P., Poirier, Jude, Warby, Simon C., Arnulf, Isabelle, Strong, Stephanie, Dauvilliers, Yve, Leblond, Claire S., Michele T. M., Hu, Högl, Birgit, Stefani, Ambra, Monaca, Christelle Charley, De Cock, Valérie Cochen, Boivin, Michel, Ferini-Strambi, Luigi, Plazzi, Giuseppe, Antelmi, Elena, Young, Peter, Heidbreder, Anna, Barber, Thomas R., Evetts, Samuel G., Rolinski, Michal, Dion, Patrick A., Desautels, Alex, Gagnon, Jean-Françoi, Dupré, Nicola, Postuma, Ronald B., Rouleau, Guy A., McGill University = Université McGill [Montréal, Canada], Hôpital du Sacré-Coeur de Montréal, Service des Pathologies du sommeil [CHU Pitié-Salpêtrière], CHU Pitié-Salpêtrière [AP-HP], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), Neuropsychiatrie : recherche épidémiologique et clinique (PSNREC), Université Montpellier 1 (UM1)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Montpellier (UM), University of Oxford [Oxford], Department of Neurology, Innsbruck Medical University [Austria] (IMU), Centre Hospitalier Universitaire de Lille (CHU de Lille), Euromov (EuroMov), Université de Montpellier (UM), Faculté de médecine de l'Université Laval [Québec] (ULaval), Universita Vita Salute San Raffaele = Vita-Salute San Raffaele University [Milan, Italie] (UniSR), University of Bologna, University of Münster, Centre hospitalier universitaire de Québec (CHUQ), Centre Hospitalier Universitaire de Québec, Montplaisir, Jacques Y, Ross, Jay P, Warby, Simon C, Leblond, Claire S, Hu, Michele T M, Barber, Thomas R, Evetts, Samuel G, Dion, Patrick A, Postuma, Ronald B, and Rouleau, Guy A
- Subjects
0301 basic medicine ,Apolipoprotein E ,Male ,Aging ,Parkinson's disease ,Dementia with Lewy bodie ,[SDV]Life Sciences [q-bio] ,Dementia with Lewy bodies ,REM sleep behavior disorder ,Gastroenterology ,0302 clinical medicine ,Gene Frequency ,Risk Factors ,Allele ,General Neuroscience ,Parkinson Disease ,3. Good health ,Female ,Supranuclear Palsy, Progressive ,APOE ,Human ,Adult ,Lewy Body Disease ,medicine.medical_specialty ,Adolescent ,Single-nucleotide polymorphism ,Genetic Association Studie ,Polymorphism, Single Nucleotide ,03 medical and health sciences ,Young Adult ,Apolipoproteins E ,Genetic ,Internal medicine ,Genetics ,medicine ,Humans ,Dementia ,Allele frequency ,Alleles ,Genetic Association Studies ,Synucleinopathies ,Neuroscience (all) ,business.industry ,Risk Factor ,Multiple System Atrophy ,medicine.disease ,030104 developmental biology ,Neurology (clinical) ,Geriatrics and Gerontology ,business ,Neuroscience ,030217 neurology & neurosurgery ,Developmental Biology - Abstract
International audience; The present study aimed to examine whether the APOE ε4 allele, associated with dementia with Lewy bodies (DLB), and possibly with dementia in Parkinson's disease (PD), is also associated with idiopathic rapid eye movement sleep behavior disorder (RBD). Two single nucleotide polymorphisms, rs429358 and rs7412, were genotyped in RBD patients (n = 480) and in controls (n = 823). APOE ε4 allele frequency was 0.14 among RBD patients and 0.13 among controls (OR = 1.11, 95% CI: 0.88-1.40, p = 0.41). APOE ε4 allele frequencies were similar in those who converted to DLB (0.14) and those who converted to Parkinson's disease (0.12) or multiple system atrophy (0.14, p = 1.0). The APOE ε4 allele is neither a risk factor for RBD nor it is associated with conversion from RBD to DLB or other synucleinopathies.
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- 2017
17. Depletion of PtdIns(4,5)P2 underlies retinal degeneration in Drosophila trp mutants
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Sukanya Sengupta, Thomas R. Barber, Roger C. Hardie, Hongai Xia, and Donald F. Ready
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Retinal degeneration ,Phospholipase C ,Moesin ,macromolecular substances ,Cell Biology ,Biology ,medicine.disease ,Rhabdomere ,Cell biology ,Dephosphorylation ,Transient receptor potential channel ,chemistry.chemical_compound ,chemistry ,Biochemistry ,Rhodopsin ,medicine ,biology.protein ,sense organs ,Phosphatidylinositol - Abstract
Summary The prototypical transient receptor potential (TRP) channel is the major light-sensitive, and Ca2+-permeable channel in the microvillar photoreceptors of Drosophila. TRP channels are activated following hydrolysis of phosphatidylinositol 4,5-bisphosphate [PtdIns(4,5)P2] by the key effector enzyme phospholipase C (PLC). Mutants lacking TRP channels undergo light-dependent retinal degeneration, as a consequence of the reduced Ca2+ influx. It has been proposed that degeneration is caused by defects in the Ca2+-dependent visual pigment cycle, which result in accumulation of toxic phosphorylated metarhodopsin–arrestin complexes (MPP–Arr2). Here we show that two interventions, which prevent accumulation of MPP–Arr2, namely rearing under red light or eliminating the C-terminal rhodopsin phosphorylation sites, failed to rescue degeneration in trp mutants. Instead, degeneration in trp mutants reared under red light was rescued by mutation of PLC. Degeneration correlated closely with the light-induced depletion of PtdIns(4,5)P2 that occurs in trp mutants due to failure of Ca2+-dependent inhibition of PLC. Severe retinal degeneration was also induced in the dark in otherwise wild-type flies by overexpression of a bacterial PtdInsPn phosphatase (SigD) to deplete PtdIns(4,5)P2. In degenerating trp photoreceptors, phosphorylated Moesin, a PtdIns(4,5)P2-regulated membrane–cytoskeleton linker essential for normal microvillar morphology, was found to delocalize from the rhabdomere and there was extensive microvillar actin depolymerisation. The results suggest that compromised light-induced Ca2+ influx, due to loss of TRP channels, leads to PtdIns(4,5)P2 depletion, resulting in dephosphorylation of Moesin, actin depolymerisation and disintegration of photoreceptor structure.
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- 2013
18. Resolving TYK2 locus genotype-to-phenotype differences in autoimmunity
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Oliver A. Leach, Adam R. Johnson, Jane Cheeseman, Fredrik Karpe, Thomas R Barber, Gurman Kaur, Hayley G. Evans, Charles Eigenbrot, Adrian Cortes, Stephen Sawcer, Lars Fugger, Luke Jostins, Lydia Shipman, John Bell, Soren L. Faergeman, Calliope A. Dendrou, Kathrine E. Attfield, Christine Everett, Mark Ultsch, Alastair Compston, Gil McVean, Christiane Desel, Subita Balaram Kuttikkatte, and Matt J. Neville
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0301 basic medicine ,CD4-Positive T-Lymphocytes ,Male ,Genotype ,Protein Conformation ,Quantitative Trait Loci ,Mutation, Missense ,Locus (genetics) ,Genomics ,Autoimmunity ,Biology ,Polymorphism, Single Nucleotide ,Article ,Autoimmune Diseases ,Epigenesis, Genetic ,03 medical and health sciences ,Mice ,Genetic variation ,Animals ,Humans ,Gene ,Genetic Association Studies ,Epigenesis ,Genetics ,Recombination, Genetic ,TYK2 Kinase ,Sequence Analysis, RNA ,Homozygote ,Genetic Variation ,General Medicine ,Janus Kinase 2 ,Phenotype ,3. Good health ,030104 developmental biology ,HEK293 Cells ,Tyrosine kinase 2 ,Immune System ,Leukocytes, Mononuclear ,Cytokines ,Female ,Transcriptome ,Signal Transduction - Abstract
Thousands of genetic variants have been identified, which contribute to the development of complex diseases, but determining how to elucidate their biological consequences for translation into clinical benefit is challenging. Conflicting evidence regarding the functional impact of genetic variants in the tyrosine kinase 2 (TYK2) gene, which is differentially associated with common autoimmune diseases, currently obscures the potential of TYK2 as a therapeutic target. We aimed to resolve this conflict by performing genetic meta-analysis across disorders; subsequent molecular, cellular, in vivo, and structural functional follow-up; and epidemiological studies. Our data revealed a protective homozygous effect that defined a signaling optimum between autoimmunity and immunodeficiency and identified TYK2 as a potential drug target for certain common autoimmune disorders.
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- 2016
19. Regenerative potential of silk conduits in repair of peripheral nerve injury in adult rats
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Mohammad Arastoo, S. Lesage, David Philip Knight, M. Hussain, Nicholas James Vavasour Skaer, Tom Gheysens, V. Ibba, Wenlong Huang, Thomas R Barber, N.C.H. Tee, Q. Yang, Lesley G. Robson, R. Begum, and John V. Priestley
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Male ,Materials science ,Neurite ,Silk ,Biophysics ,Schwann cell ,Bioengineering ,Biomaterials ,03 medical and health sciences ,Gastrocnemius muscle ,0302 clinical medicine ,Peripheral Nerve Injuries ,Bombyx mori ,Ganglia, Spinal ,medicine ,Animals ,Spider silk ,Rats, Wistar ,Cells, Cultured ,030304 developmental biology ,0303 health sciences ,biology ,Guided Tissue Regeneration ,Regeneration (biology) ,Prostheses and Implants ,Anatomy ,biology.organism_classification ,Immunohistochemistry ,Nerve Regeneration ,Rats ,medicine.anatomical_structure ,Mechanics of Materials ,Peripheral nerve injury ,cardiovascular system ,Ceramics and Composites ,Sciatic nerve ,030217 neurology & neurosurgery - Abstract
Various attempts have been made to develop artificial conduits for nerve repair, but with limited success. We describe here conduits made from Bombyx mori regenerated silk protein, and containing luminal fibres of Spidrex(®), a silk-based biomaterial with properties similar to those of spider silk. Assessment in vitro demonstrated that Spidrex(®) fibres support neurite outgrowth. For evaluation in vivo, silk conduits 10 mm in length and containing 0, 100, 200 or 300 luminal Spidrex(®) fibres, were implanted to bridge an 8 mm gap in the rat sciatic nerve. At 4 weeks, conduits containing 200 luminal Spidrex(®) fibres (PN200) supported 62% and 59% as much axon growth as autologous nerve graft controls at mid-conduit and distal nerve respectively. Furthermore, Spidrex(®) conduits displayed similar Schwann cell support and macrophage response to controls. At 12 weeks, animals implanted with PN200 conduits showed similar numbers of myelinated axons (81%) to controls, similar gastrocnemius muscle innervation, and similar hindpaw stance assessed by Catwalk footprint analysis. Plantar skin innervation was 73% of that of controls. PN200 Spidrex(®) conduits were also effective at bridging longer (11 and 13 mm) gaps. Our results show that Spidrex(®) conduits promote excellent axonal regeneration and function recovery, and may have potential for clinical application.
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- 2012
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20. Acute lead intoxication from medications purchased online presenting with recurrent abdominal pain and encephalopathy
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Thomas R Barber and Meron R. Jacyna
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Lead intoxication ,Adult ,Male ,medicine.medical_specialty ,Abdominal pain ,Encephalopathy ,India ,Lead poisoning ,Lead Poisoning, Nervous System, Adult ,Erectile Dysfunction ,Recurrence ,medicine ,Humans ,Grand Round ,Intensive care medicine ,Internet ,business.industry ,General Medicine ,medicine.disease ,Recurrent abdominal pain ,United Kingdom ,Abdominal Pain ,medicine.anatomical_structure ,Counterfeit Drugs ,Anesthesia ,Unexplained abdominal pain ,Abdomen ,medicine.symptom ,business - Abstract
This case illustrates the importance of eliciting the use of alternative and non-prescription medicines when taking histories and also considering lead poisoning in the differential of unexplained abdominal pain.
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- 2011
21. Mouse fetal growth restriction through parental and fetal immune gene variation and intercellular communications cascade
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Gurman Kaur, Caroline B. M. Porter, Orr Ashenberg, Jack Lee, Samantha J. Riesenfeld, Matan Hofree, Maria Aggelakopoulou, Ayshwarya Subramanian, Subita Balaram Kuttikkatte, Kathrine E. Attfield, Christiane A. E. Desel, Jessica L. Davies, Hayley G. Evans, Inbal Avraham-Davidi, Lan T. Nguyen, Danielle A. Dionne, Anna E. Neumann, Lise Torp Jensen, Thomas R. Barber, Elizabeth Soilleux, Mary Carrington, Gil McVean, Orit Rozenblatt-Rosen, Aviv Regev, and Lars Fugger
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Science - Abstract
Natural Killer cells regulate foetal growth. Here the authors use a humanized transgenic mouse to demonstrate that specific HLA-C KIR2DL interactions promote changes in maternal and foetal cell transcriptomes, resulting in modifications to placental vasculature, intercellular communications and foetal growth restriction.
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- 2022
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22. Nigrosome 1 imaging in REM sleep behavior disorder and its association with dopaminergic decline
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Thomas R. Barber, Ludovica Griffanti, Kevin M. Bradley, Daniel R. McGowan, Christine Lo, Clare E. Mackay, Michele T. Hu, and Johannes C. Klein
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Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 ,Neurology. Diseases of the nervous system ,RC346-429 - Abstract
Abstract Objectives Rapid eye movement sleep behavior disorder (RBD) patients have a high risk of developing a Parkinsonian disorder, offering an opportunity for neuroprotective intervention. Predicting near‐term conversion, however, remains a challenge. Dopamine transporter imaging, while informative, is expensive and not widely available. Here, we investigate the utility of susceptibility‐weighted MRI (SWI) to detect abnormalities of the substantia nigra in RBD, and explore their association with striatal dopaminergic deficits. Methods SWI of the substantia nigra was performed in 46 RBD patients, 27 Parkinson’s patients, and 32 control subjects. Dorsal nigral hyperintensity (DNH) was scored by two blinded raters, and separately quantified using a semiautomated process. Forty‐two RBD patients were also imaged with 123I‐ioflupane single‐photon emission computed tomography (DaT SPECT/CT). Results Consensus visual DNH classification was possible in 87% of participants. 27.5% of RBD patients had lost DNH, compared with 7.7% of control subjects and 96% of Parkinson’s patients. RBD patients lacking DNH had significantly lower putamen dopaminergic SPECT/CT activity compared to RBD patients with DNH present (specific uptake ratios 1.89 vs. 2.33, P = 0.002). The mean quantified DNH signal intensity declined in a stepwise pattern, with RBD patients having lower intensity than controls (0.837 vs. 0.877, P = 0.01) but higher than PD patients (0.837 vs. 0.765, P
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- 2020
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23. Predicting motor, cognitive & functional impairment in Parkinson's
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Christine Lo, Siddharth Arora, Fahd Baig, Michael A. Lawton, Claire El Mouden, Thomas R. Barber, Claudio Ruffmann, Johannes C. Klein, Peter Brown, Yoav Ben‐Shlomo, Maarten deVos, and Michele T. Hu
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Neurosciences. Biological psychiatry. Neuropsychiatry ,RC321-571 ,Neurology. Diseases of the nervous system ,RC346-429 - Abstract
Abstract Objective We recently demonstrated that 998 features derived from a simple 7‐minute smartphone test could distinguish between controls, people with Parkinson's and people with idiopathic Rapid Eye Movement sleep behavior disorder, with mean sensitivity/specificity values of 84.6‐91.9%. Here, we investigate whether the same smartphone features can be used to predict future clinically relevant outcomes in early Parkinson's. Methods A total of 237 participants with Parkinson's (mean (SD) disease duration 3.5 (2.2) years) in the Oxford Discovery cohort performed smartphone tests in clinic and at home. Each test assessed voice, balance, gait, reaction time, dexterity, rest, and postural tremor. In addition, standard motor, cognitive and functional assessments and questionnaires were administered in clinic. Machine learning algorithms were trained to predict the onset of clinical outcomes provided at the next 18‐month follow‐up visit using baseline smartphone recordings alone. The accuracy of model predictions was assessed using 10‐fold and subject‐wise cross validation schemes. Results Baseline smartphone tests predicted the new onset of falls, freezing, postural instability, cognitive impairment, and functional impairment at 18 months. For all outcome predictions AUC values were greater than 0.90 for 10‐fold cross validation using all smartphone features. Using only the 30 most salient features, AUC values greater than 0.75 were obtained. Interpretation We demonstrate the ability to predict key future clinical outcomes using a simple smartphone test. This work has the potential to introduce individualized predictions to routine care, helping to target interventions to those most likely to benefit, with the aim of improving their outcome.
- Published
- 2019
- Full Text
- View/download PDF
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