Cargando…

Automatic detection of lesion load change in Multiple Sclerosis using convolutional neural networks with segmentation confidence

The detection of new or enlarged white-matter lesions is a vital task in the monitoring of patients undergoing disease-modifying treatment for multiple sclerosis. However, the definition of ‘new or enlarged’ is not fixed, and it is known that lesion-counting is highly subjective, with high degree of...

Descripción completa

Detalles Bibliográficos
Autores principales:	McKinley, Richard, Wepfer, Rik, Grunder, Lorenz, Aschwanden, Fabian, Fischer, Tim, Friedli, Christoph, Muri, Raphaela, Rummel, Christian, Verma, Rajeev, Weisstanner, Christian, Wiestler, Benedikt, Berger, Christoph, Eichinger, Paul, Muhlau, Mark, Reyes, Mauricio, Salmen, Anke, Chan, Andrew, Wiest, Roland, Wagner, Franca
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Elsevier 2019
Materias:	Regular Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6953959/ https://www.ncbi.nlm.nih.gov/pubmed/31927500 http://dx.doi.org/10.1016/j.nicl.2019.102104

Ejemplares similares

Simultaneous lesion and brain segmentation in multiple sclerosis using deep neural networks
por: McKinley, Richard, et al.
Publicado: (2021)

A Fully Automated Pipeline for Normative Atrophy in Patients with Neurodegenerative Disease
por: Rummel, Christian, et al.
Publicado: (2018)

Reliable brain morphometry from contrast‐enhanced T1w‐MRI in patients with multiple sclerosis
por: Rebsamen, Michael, et al.
Publicado: (2022)

Multiple sclerosis as a model to investigate SARS‐CoV‐2 effect on brain atrophy
por: Rebsamen, Michael, et al.
Publicado: (2022)

Direct cortical thickness estimation using deep learning‐based anatomy segmentation and cortex parcellation
por: Rebsamen, Michael, et al.
Publicado: (2020)

Is COVID‐19 severity associated with reduction in T lymphocytes in anti‐CD20‐treated people with Multiple Sclerosis or Neuromyelitis Optica Spectrum Disorder?
por: Hoepner, Robert, et al.
Publicado: (2022)

A Quantitative Imaging Biomarker Supporting Radiological Assessment of Hippocampal Sclerosis Derived From Deep Learning-Based Segmentation of T1w-MRI
por: Rebsamen, Michael, et al.
Publicado: (2022)

Vaccine Hesitancy in Patients With Multiple Sclerosis: Preparing for the SARS-CoV-2 Vaccination Challenge
por: Diem, Lara, et al.
Publicado: (2021)

Application of the “risk of ambulatory disability” (RoAD) score in a “real‐world” single‐center multiple sclerosis cohort
por: Pistor, Maximilian, et al.
Publicado: (2022)

Cortical thickness and its relationship to cognitive performance and metabolic control in adults with phenylketonuria
por: Muri, Raphaela, et al.
Publicado: (2022)

Predicting conversion to multiple sclerosis in patients with radiologically isolated syndrome: a retrospective study
por: Chaloulos-Iakovidis, Panagiotis, et al.
Publicado: (2021)

Resected Brain Tissue, Seizure Onset Zone and Quantitative EEG Measures: Towards Prediction of Post-Surgical Seizure Control
por: Rummel, Christian, et al.
Publicado: (2015)

Correction: Characterization of Microcirculation in Multiple Sclerosis Lesions by Dynamic Texture Parameter Analysis (DTPA)
por: Verma, Rajeev Kumar, et al.
Publicado: (2013)

Characterization of Microcirculation in Multiple Sclerosis Lesions by Dynamic Texture Parameter Analysis (DTPA)
por: Verma, Rajeev Kumar, et al.
Publicado: (2013)

Rebound After Fingolimod and a Single Daclizumab Injection in a Patient Retrospectively Diagnosed With NMO Spectrum Disorder—MRI Apparent Diffusion Coefficient Maps in Differential Diagnosis of Demyelinating CNS Disorders
por: Wagner, Franca, et al.
Publicado: (2018)

Predicting conversion from clinically isolated syndrome to multiple sclerosis–An imaging-based machine learning approach
por: Zhang, Haike, et al.
Publicado: (2018)

Publisher Correction: Personalized structural image analysis in patients with temporal lobe epilepsy
por: Rummel, Christian, et al.
Publicado: (2018)

Personalized structural image analysis in patients with temporal lobe epilepsy
por: Rummel, Christian, et al.
Publicado: (2017)

Evaluation of diagnostic criteria and red flags of myelin oligodendrocyte glycoprotein encephalomyelitis in a clinical routine cohort
por: Veselaj, Krenar, et al.
Publicado: (2020)

Time course of lymphocyte repopulation after dimethyl fumarate-induced grade 3 lymphopenia: contribution of patient age
por: Briner, Myriam, et al.
Publicado: (2019)

Venous pattern of polymicrogyria detected by susceptibility weighted imaging (SWI)
por: Verma, Rajeev K, et al.
Publicado: (2015)

Comparison of mRNA Vaccinations with BNT162b2 or mRNA-1273 in Anti-CD20-Treated Multiple Sclerosis Patients
por: Hammer, Helly, et al.
Publicado: (2022)

Correction to: Impact of phenylalanine on cognitive, cerebral, and neurometabolic parameters in adult patients with phenylketonuria (the PICO study): a randomized, placebo-controlled, crossover, noninferiority trial
por: Trepp, Roman, et al.
Publicado: (2020)

Impact of phenylalanine on cognitive, cerebral, and neurometabolic parameters in adult patients with phenylketonuria (the PICO study): a randomized, placebo-controlled, crossover, noninferiority trial
por: Trepp, Roman, et al.
Publicado: (2020)

Differential Effects of Fingolimod and Natalizumab on Magnetic Resonance Imaging Measures in Relapsing–Remitting Multiple Sclerosis
por: Grahl, S., et al.
Publicado: (2021)

Fear and discomfort of children and adolescents during MRI: ethical consideration on research MRIs in children
por: Everts, Regula, et al.
Publicado: (2021)

Decreased oxygen saturation levels in neonates with transposition of great arteries: Impact on appearance of cerebral veins in susceptibility-weighted imaging
por: Verma, Rajeev Kumar, et al.
Publicado: (2017)

Insular and caudate lesions release abnormal yawning in stroke patients
por: Krestel, Heinz, et al.
Publicado: (2013)

Negative SARS-CoV2-antibodies after positive COVID-19-PCR nasopharyngeal swab in patients treated with anti-CD20 therapies
por: Friedli, Christoph, et al.
Publicado: (2021)

Focal and Generalized Patterns of Cerebral Cortical Veins Due to Non-Convulsive Status Epilepticus or Prolonged Seizure Episode after Convulsive Status Epilepticus – A MRI Study Using Susceptibility Weighted Imaging
por: Verma, Rajeev Kumar, et al.
Publicado: (2016)

Characterization of Enhancing MS Lesions by Dynamic Texture Parameter Analysis of Dynamic Susceptibility Perfusion Imaging
por: Verma, Rajeev K., et al.
Publicado: (2016)

A Machine Learning Approach to Perfusion Imaging With Dynamic Susceptibility Contrast MR
por: McKinley, Richard, et al.
Publicado: (2018)

Time Course Based Artifact Identification for Independent Components of Resting-State fMRI
por: Rummel, Christian, et al.
Publicado: (2013)

Divide and Conquer: Stratifying Training Data by Tumor Grade Improves Deep Learning-Based Brain Tumor Segmentation
por: Rebsamen, Michael, et al.
Publicado: (2019)

Multidimensional phenotyping of the post‐COVID‐19 syndrome: A Swiss survey study
por: Diem, Lara, et al.
Publicado: (2022)

Monitoring cerebral oxygenation during balloon occlusion with multichannel NIRS
por: Rummel, Christian, et al.
Publicado: (2014)

The effect of a single dose of escitalopram on sensorimotor networks
por: Weisstanner, Christian, et al.
Publicado: (2018)

Distended Seminal Vesicles Are Involved in Specific Cerebral Sexual Arousal: A Pilot Study Using Functional Brain Imaging in Young Healthy Men
por: Weisstanner, Christian, et al.
Publicado: (2022)

Brain Morphometry Estimation: From Hours to Seconds Using Deep Learning
por: Rebsamen, Michael, et al.
Publicado: (2020)

More Than Spikes: On the Added Value of Non-linear Intracranial EEG Analysis for Surgery Planning in Temporal Lobe Epilepsy
por: Müller, Michael, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_iik3ho7bn0902utl239dqerano