Stratification of multiple sclerosis patients using unsupervised machine learning: a single-visit MRI-driven approach
出版年份 2022 全文链接
标题
Stratification of multiple sclerosis patients using unsupervised machine learning: a single-visit MRI-driven approach
作者
关键词
-
出版物
EUROPEAN RADIOLOGY
Volume -, Issue -, Pages -
出版商
Springer Science and Business Media LLC
发表日期
2022-03-14
DOI
10.1007/s00330-022-08610-z
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Neuroimaging Correlates of Cognitive Dysfunction in Adults with Multiple Sclerosis
- (2021) Maria Petracca et al. Brain Sciences
- Unraveling Deep Gray Matter Atrophy and Iron and Myelin Changes in Multiple Sclerosis
- (2021) G. Pontillo et al. AMERICAN JOURNAL OF NEURORADIOLOGY
- Identifying multiple sclerosis subtypes using unsupervised machine learning and MRI data
- (2021) Arman Eshaghi et al. Nature Communications
- 2D linear measures of ventricular enlargement may be relevant markers of brain atrophy and long-term disability progression in multiple sclerosis
- (2020) Giuseppe Pontillo et al. EUROPEAN RADIOLOGY
- Association between pathological and MRI findings in multiple sclerosis
- (2019) Massimo Filippi et al. LANCET NEUROLOGY
- Deep gray matter volume loss drives disability worsening in multiple sclerosis
- (2018) Arman Eshaghi et al. ANNALS OF NEUROLOGY
- Progression of regional grey matter atrophy in multiple sclerosis
- (2018) Arman Eshaghi et al. BRAIN
- Toward Precision Medicine for Neurological and Neuropsychiatric Disorders
- (2018) Rebecca M. Gibbs et al. Cell Stem Cell
- Cerebellum and cognition in progressive MS patients: functional changes beyond atrophy?
- (2018) Sirio Cocozza et al. JOURNAL OF NEUROLOGY
- Determinants of Deep Gray Matter Atrophy in Multiple Sclerosis: A Multimodal MRI Study
- (2018) G. Pontillo et al. AMERICAN JOURNAL OF NEURORADIOLOGY
- Uncovering the heterogeneity and temporal complexity of neurodegenerative diseases with Subtype and Stage Inference
- (2018) Alexandra L Young et al. Nature Communications
- Health-care use before a first demyelinating event suggestive of a multiple sclerosis prodrome: a matched cohort study
- (2017) José M A Wijnands et al. LANCET NEUROLOGY
- The clinical perspective: How to personalise treatment in MS and how may biomarkers including imaging contribute to this?
- (2016) Patrick Vermersch et al. Multiple Sclerosis Journal
- The clinical perspective: How to personalise treatment in MS and how may biomarkers including imaging contribute to this?
- (2016) Patrick Vermersch et al. Multiple Sclerosis Journal
- Revised Recommendations of the Consortium of MS Centers Task Force for a Standardized MRI Protocol and Clinical Guidelines for the Diagnosis and Follow-Up of Multiple Sclerosis
- (2015) A. Traboulsee et al. AMERICAN JOURNAL OF NEURORADIOLOGY
- Exploring the origins of grey matter damage in multiple sclerosis
- (2015) Massimiliano Calabrese et al. NATURE REVIEWS NEUROSCIENCE
- Association of Deep Gray Matter Damage With Cortical and Spinal Cord Degeneration in Primary Progressive Multiple Sclerosis
- (2015) Serena Ruggieri et al. JAMA Neurology
- The brief international cognitive assessment for multiple sclerosis (BICAMS): normative values with gender, age and education corrections in the Italian population
- (2014) Benedetta Goretti et al. BMC Neurology
- A data-driven model of biomarker changes in sporadic Alzheimer's disease
- (2014) Alexandra L. Young et al. BRAIN
- Defining the clinical course of multiple sclerosis: The 2013 revisions
- (2014) F. D. Lublin et al. NEUROLOGY
- The thalamus and multiple sclerosis: Modern views on pathologic, imaging, and clinical aspects
- (2013) A. Minagar et al. NEUROLOGY
- Brief International Cognitive Assessment for MS (BICAMS): international standards for validation
- (2012) Ralph HB Benedict et al. BMC Neurology
- An event-based model for disease progression and its application in familial Alzheimer's disease and Huntington's disease
- (2012) Hubert M. Fonteijn et al. NEUROIMAGE
- Diagnostic criteria for multiple sclerosis: 2010 Revisions to the McDonald criteria
- (2011) Chris H. Polman et al. ANNALS OF NEUROLOGY
- Gray matter atrophy in multiple sclerosis: A longitudinal study
- (2008) Elizabeth Fisher et al. ANNALS OF NEUROLOGY
- Grey matter pathology in multiple sclerosis
- (2008) Jeroen JG Geurts et al. LANCET NEUROLOGY
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationPublish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn More