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2.
Ann Clin Transl Neurol ; 7(5): 722-732, 2020 05.
Article in English | MEDLINE | ID: mdl-32367696

ABSTRACT

OBJECTIVE: To characterize disease evolution in amyotrophic lateral sclerosis using an event-based model designed to extract temporal information from cross-sectional data. Conventional methods for understanding mechanisms of rapidly progressive neurodegenerative disorders are limited by the subjectivity inherent in the selection of a limited range of measurements, and the need to acquire longitudinal data. METHODS: The event-based model characterizes a disease as a series of events, each comprising a significant change in subject state. The model was applied to data from 154 patients and 128 healthy controls selected from five independent diffusion MRI datasets acquired in four different imaging laboratories between 1999 and 2016. The biomarkers modeled were mean fractional anisotropy values of white matter tracts implicated in amyotrophic lateral sclerosis. The cerebral portion of the corticospinal tract was divided into three segments. RESULTS: Application of the model to the pooled datasets revealed that the corticospinal tracts were involved before other white matter tracts. Distal corticospinal tract segments were involved earlier than more proximal (i.e., cephalad) segments. In addition, the model revealed early ordering of fractional anisotropy change in the corpus callosum and subsequently in long association fibers. INTERPRETATION: These findings represent data-driven evidence for early involvement of the corticospinal tracts and body of the corpus callosum in keeping with conventional approaches to image analysis, while providing new evidence to inform directional degeneration of the corticospinal tracts. This data-driven model provides new insight into the dynamics of neuronal damage in amyotrophic lateral sclerosis.


Subject(s)
Amyotrophic Lateral Sclerosis/pathology , Corpus Callosum/pathology , Disease Progression , Pyramidal Tracts/pathology , White Matter/pathology , Adult , Aged , Amyotrophic Lateral Sclerosis/diagnostic imaging , Corpus Callosum/diagnostic imaging , Cross-Sectional Studies , Diffusion Tensor Imaging , Female , Humans , Male , Middle Aged , Models, Neurological , Pyramidal Tracts/diagnostic imaging , White Matter/diagnostic imaging
3.
J Neurol Neurosurg Psychiatry ; 90(4): 404-411, 2019 04.
Article in English | MEDLINE | ID: mdl-30361295

ABSTRACT

BACKGROUND: Corticospinal tract (CST) degeneration and cortical atrophy are consistent features of amyotrophic lateral sclerosis (ALS). We hypothesised that neurite orientation dispersion and density imaging (NODDI), a multicompartment model of diffusion MRI, would reveal microstructural changes associated with ALS within the CST and precentral gyrus (PCG) 'in vivo'. METHODS: 23 participants with sporadic ALS and 23 healthy controls underwent diffusion MRI. Neurite density index (NDI), orientation dispersion index (ODI) and free water fraction (isotropic compartment (ISO)) were derived. Whole brain voxel-wise analysis was performed to assess for group differences. Standard diffusion tensor imaging (DTI) parameters were computed for comparison. Subgroup analysis was performed to investigate for NODDI parameter differences relating to bulbar involvement. Correlation of NODDI parameters with clinical variables were also explored. The results were accepted as significant where p<0.05 after family-wise error correction at the cluster level, clusters formed with p<0.001. RESULTS: In the ALS group NDI was reduced in the extensive regions of the CST, the corpus callosum and the right PCG. ODI was reduced in the right anterior internal capsule and the right PCG. Significant differences in NDI were detected between subgroups stratified according to the presence or absence of bulbar involvement. ODI and ISO correlated with disease duration. CONCLUSIONS: NODDI demonstrates that axonal loss within the CST is a core feature of degeneration in ALS. This is the main factor contributing to the altered diffusivity profile detected using DTI. NODDI also identified dendritic alterations within the PCG, suggesting microstructural cortical dendritic changes occur together with CST axonal damage.


Subject(s)
Amyotrophic Lateral Sclerosis/diagnostic imaging , Axons/pathology , Frontal Lobe/diagnostic imaging , Neurites/pathology , Pyramidal Tracts/diagnostic imaging , Aged , Case-Control Studies , Cerebral Cortex/diagnostic imaging , Diffusion Magnetic Resonance Imaging , Female , Humans , Male , Middle Aged
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