Multiple sclerosis diagnosis using machine learning and deep learning: challenges and opportunities
Multiple Sclerosis (MS) is a disease that impacts the central nervous system (CNS), which
can lead to brain, spinal cord, and optic nerve problems. A total of 2.8 million are estimated …
can lead to brain, spinal cord, and optic nerve problems. A total of 2.8 million are estimated …
Structural and functional connectivity substrates of cognitive impairment in multiple sclerosis
J Zhang, R Cortese, N De Stefano, A Giorgio - Frontiers in neurology, 2021 - frontiersin.org
Cognitive impairment (CI) occurs in 43 to 70% of multiple sclerosis (MS) patients at both
early and later disease stages. Cognitive domains typically involved in MS include attention …
early and later disease stages. Cognitive domains typically involved in MS include attention …
Applying multilayer analysis to morphological, structural, and functional brain networks to identify relevant dysfunction patterns
J Casas-Roma, E Martinez-Heras… - Network …, 2022 - direct.mit.edu
In recent years, research on network analysis applied to MRI data has advanced
significantly. However, the majority of the studies are limited to single networks obtained …
significantly. However, the majority of the studies are limited to single networks obtained …
Current review and next steps for artificial intelligence in multiple sclerosis risk research
In the last few decades, the prevalence of multiple sclerosis (MS), a chronic inflammatory
disease of the nervous system, has increased, particularly in Northern European countries …
disease of the nervous system, has increased, particularly in Northern European countries …
Robustness of brain structural networks is affected in cognitively impaired MS patients
The robustness of brain structural networks, estimated from diffusion MRI data, may be
relevant to cognition. We investigate whether measures of network robustness, such as …
relevant to cognition. We investigate whether measures of network robustness, such as …
Diffusion-based structural connectivity patterns of multiple sclerosis phenotypes
E Martinez-Heras, E Solana, F Vivó… - Journal of Neurology …, 2023 - jnnp.bmj.com
Background We aimed to describe the severity of the changes in brain diffusion-based
connectivity as multiple sclerosis (MS) progresses and the microstructural characteristics of …
connectivity as multiple sclerosis (MS) progresses and the microstructural characteristics of …
Microscopic fractional anisotropy outperforms multiple sclerosis lesion assessment and clinical outcome associations over standard fractional anisotropy tensor
F Vivó, E Solana, A Calvi, E Lopez‐Soley… - Human Brain …, 2024 - Wiley Online Library
We aimed to compare the ability of diffusion tensor imaging and multi‐compartment
spherical mean technique to detect focal tissue damage and in distinguishing between …
spherical mean technique to detect focal tissue damage and in distinguishing between …
Retinal Damage and Visual Network Reconfiguration Defines Visual Function Recovery in Optic Neuritis
P Villoslada, E Solana, S Alba-Arbalat… - Neurology …, 2024 - neurology.org
Background and Objectives Recovery of vision after acute optic neuritis (AON) is critical to
improving the quality of life of people with demyelinating diseases. The objective of the study …
improving the quality of life of people with demyelinating diseases. The objective of the study …
Can cognitive training reignite compensatory mechanisms in advanced multiple sclerosis patients? An explorative morphological network approach
J Frieske, D Pareto, A García-Vidal, K Cuypers… - Neuroscience, 2022 - Elsevier
Multiple Sclerosis (MS) has been shown to significantly impair brain connectivity, as
alterations in functional and structural networks have been identified and associated with …
alterations in functional and structural networks have been identified and associated with …
Resting-state Graph Theory Metrics Predict Processing Speed and Correlate with Disease Burden in Relapsing-Remitting Multiple Sclerosis
A Shankar - 2021 - rave.ohiolink.edu
Multiple Sclerosis is a common, neurodegenerative disorder characterized by the
accumulation of gray and white matter lesions within the central nervous system and …
accumulation of gray and white matter lesions within the central nervous system and …