Machine learning analysis of motor evoked potential time series to predict disability progression in multiple sclerosis

T85. Sensory and motor evoked potentials in a multicenter setting: Definition of significant change in repeated measurements in healthy subjects on individual level

(2018) Martin Hardmeier et al.   CLINICAL NEUROPHYSIOLOGY

F107. Sensory and motor evoked potentials in a multicenter setting: Estimation of detectable group differences at varying sample sizes

(2018) Martin Hardmeier et al.   CLINICAL NEUROPHYSIOLOGY

ECTRIMS/EAN Guideline on the pharmacological treatment of people with multiple sclerosis

(2018) Xavier Montalban et al.   Multiple Sclerosis Journal

Time Series Classification with HIVE-COTE

(2018) Jason Lines et al.   ACM Transactions on Knowledge Discovery from Data

Recurrent Neural Networks for Multivariate Time Series with Missing Values

(2018) Zhengping Che et al.   Scientific Reports

ECTRIMS/EAN Guideline on the pharmacological treatment of people with multiple sclerosis

(2018) Xavier Montalban et al.   Multiple Sclerosis Journal

Visual Evoked Potentials as a Biomarker in Multiple Sclerosis and Associated Optic Neuritis

(2018) Letizia Leocani et al.   JOURNAL OF NEURO-OPHTHALMOLOGY

Treatment effectiveness of alemtuzumab compared with natalizumab, fingolimod, and interferon beta in relapsing-remitting multiple sclerosis: a cohort study

(2017) Tomas Kalincik et al.   LANCET NEUROLOGY

Monomethyl fumarate treatment impairs maturation of human myeloid dendritic cells and their ability to activate T cells

(2017) Maria Antonietta Mazzola et al.   Multiple Sclerosis Journal

A new role for evoked potentials in MS? Repurposing evoked potentials as biomarkers for clinical trials in MS

(2017) Martin Hardmeier et al.   Multiple Sclerosis Journal

Treatment decisions in multiple sclerosis — insights from real-world observational studies

(2017) Maria Trojano et al.   Nature Reviews Neurology

Monomethyl fumarate treatment impairs maturation of human myeloid dendritic cells and their ability to activate T cells

(2017) Maria Antonietta Mazzola et al.   Multiple Sclerosis Journal

A new role for evoked potentials in MS? Repurposing evoked potentials as biomarkers for clinical trials in MS

(2017) Martin Hardmeier et al.   Multiple Sclerosis Journal

hctsa : A Computational Framework for Automated Time-Series Phenotyping Using Massive Feature Extraction

(2017) Ben D. Fulcher et al.   Cell Systems

Do evoked potentials contribute to the functional follow-up and clinical prognosis of multiple sclerosis?

(2016) Xavier Giffroy et al.   ACTA NEUROLOGICA BELGICA

Multimodal evoked potentials for functional quantification and prognosis in multiple sclerosis

(2016) Xavier Giffroy et al.   BMC Neurology

Monitoring multiple sclerosis by multimodal evoked potentials: Numerically versus ordinally scaled scoring systems

(2016) Regina Schlaeger et al.   CLINICAL NEUROPHYSIOLOGY

Modelling disease progression in relapsing–remitting onset multiple sclerosis using multilevel models applied to longitudinal data from two natural history cohorts and one treated cohort

(2016) Kate Tilling et al.   HEALTH TECHNOLOGY ASSESSMENT

Personalised medicine for multiple sclerosis care

(2016) Arie Gafson et al.   Multiple Sclerosis Journal

Personalised medicine for multiple sclerosis care

(2016) Arie Gafson et al.   Multiple Sclerosis Journal

Defining reliable disability outcomes in multiple sclerosis

(2015) Tomas Kalincik et al.   BRAIN

Do We Need More Training Data?

(2015) Xiangxin Zhu et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Multimodal neurophysiological evaluation of primary progressive multiple sclerosis – An increasingly valid biomarker, with limits

(2015) L.J.W. Canham et al.   Multiple Sclerosis and Related Disorders

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

Prediction of MS disability by multimodal evoked potentials: Investigation during relapse or in the relapse-free interval?

(2014) R. Schlaeger et al.   CLINICAL NEUROPHYSIOLOGY

How Reproducible Are Transcranial Magnetic Stimulation–Induced MEPs in Subacute Stroke?

(2014) Maurits H. W. J. Hoonhorst et al.   JOURNAL OF CLINICAL NEUROPHYSIOLOGY

Combined visual and motor evoked potentials predict multiple sclerosis disability after 20 years

(2014) Regina Schlaeger et al.   Multiple Sclerosis Journal

Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

(2014) Hugo J. W. L. Aerts et al.   Nature Communications

Improved Characterization of Visual Evoked Potentials in Multiple Sclerosis by Topographic Analysis

(2013) Martin Hardmeier et al.   BRAIN TOPOGRAPHY

Clinical, MRI, and CSF Markers of Disability Progression in Multiple Sclerosis

(2013) Alberto Gajofatto et al.   DISEASE MARKERS

The evoked potentials score improves the identification of benign MS without cognitive impairment

(2013) N. Margaritella et al.   EUROPEAN JOURNAL OF NEUROLOGY

The utility of multimodal evoked potentials in multiple sclerosis prognostication

(2013) Sudarshini Ramanathan et al.   JOURNAL OF CLINICAL NEUROSCIENCE

Highly comparative time-series analysis: the empirical structure of time series and their methods

(2013) B. D. Fulcher et al.   Journal of the Royal Society Interface

Electrophysiological markers and predictors of the disease course in primary progressive multiple sclerosis

(2013) Regina Schlaeger et al.   Multiple Sclerosis Journal

Evoked potentials are of little use in the diagnosis or monitoring of MS: Yes

(2013) Christopher McGuigan   Multiple Sclerosis Journal

Evoked potentials are of little use in the diagnosis or monitoring of MS: No

(2013) Oscar Fernández et al.   Multiple Sclerosis Journal

Evoked potentials are of little use in the diagnosis or monitoring of MS: Commentary

(2013) Michael Hutchinson   Multiple Sclerosis Journal

Computational classifiers for predicting the short-term course of Multiple sclerosis

(2011) Bartolome Bejarano et al.   BMC Neurology

Combined evoked potentials as markers and predictors of disability in early multiple sclerosis

(2011) Regina Schlaeger et al.   CLINICAL NEUROPHYSIOLOGY

Prognostic value of multimodal evoked potentials in multiple sclerosis: the EP score

(2011) Paolo Invernizzi et al.   JOURNAL OF NEUROLOGY

Reliability of TMS-related measures of tibialis anterior muscle in patients with chronic stroke and healthy subjects

(2011) Angelo Cacchio et al.   JOURNAL OF THE NEUROLOGICAL SCIENCES

Prediction of long-term disability in multiple sclerosis

(2011) R Schlaeger et al.   Multiple Sclerosis Journal

Sensory evoked potentials to predict short-term progression of disability in multiple sclerosis

(2011) N. Margaritella et al.   NEUROLOGICAL SCIENCES

Do multimodal evoked potentials add information to MRI in clinically isolated syndromes?

(2009) R. Pelayo et al.   Multiple Sclerosis Journal

INTRA-RATER RELIABILITY OF A TRANSCRANIAL MAGNETIC STIMULATION TECHNIQUE TO OBTAIN MOTOR EVOKED POTENTIALS

(2008) SCOTT C. LIVINGSTON et al.   INTERNATIONAL JOURNAL OF NEUROSCIENCE

Multimodal evoked potentials measure and predict disability progression in early relapsing–remitting multiple sclerosis

(2008) P Jung et al.   Multiple Sclerosis Journal