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1.
Hum Brain Mapp ; 45(3): e26624, 2024 Feb 15.
Article En | MEDLINE | ID: mdl-38376240

Spinocerebellar ataxia type 3 (SCA3) is an inherited movement disorder characterized by a progressive decline in motor coordination. Despite the extensive functional connectivity (FC) alterations reported in previous SCA3 studies in the cerebellum and cerebellar-cerebral pathways, the influence of these FC disturbances on the hierarchical organization of cerebellar functional regions remains unclear. Here, we compared 35 SCA3 patients with 48 age- and sex-matched healthy controls using a combination of voxel-based morphometry and resting-state functional magnetic resonance imaging to investigate whether cerebellar hierarchical organization is altered in SCA3. Utilizing connectome gradients, we identified the gradient axis of cerebellar hierarchical organization, spanning sensorimotor to transmodal (task-unfocused) regions. Compared to healthy controls, SCA3 patients showed a compressed hierarchical organization in the cerebellum at both voxel-level (p < .05, TFCE corrected) and network-level (p < .05, FDR corrected). This pattern was observed in both intra-cerebellar and cerebellar-cerebral gradients. We observed that decreased intra-cerebellar gradient scores in bilateral Crus I/II both negatively correlated with SARA scores (left/right Crus I/II: r = -.48/-.50, p = .04/.04, FDR corrected), while increased cerebellar-cerebral gradients scores in the vermis showed a positive correlation with disease duration (r = .48, p = .04, FDR corrected). Control analyses of cerebellar gray matter atrophy revealed that gradient alterations were associated with cerebellar volume loss. Further FC analysis showed increased functional connectivity in both unimodal and transmodal areas, potentially supporting the disrupted cerebellar functional hierarchy uncovered by the gradients. Our findings provide novel evidence regarding alterations in the cerebellar functional hierarchy in SCA3.


Connectome , Machado-Joseph Disease , Humans , Machado-Joseph Disease/diagnostic imaging , Magnetic Resonance Imaging/methods , Cerebellum/pathology , Cerebellar Cortex
2.
J Neurol ; 271(2): 918-928, 2024 Feb.
Article En | MEDLINE | ID: mdl-37848650

BACKGROUND: Many neuroscience and neurology studies have forced a reconsideration of the traditional motor-related scope of cerebellar function, which has now expanded to include various cognitive functions. Spinocerebellar ataxia type 3 (SCA3; the most common hereditary ataxia) is neuropathologically characterized by cerebellar atrophy and frequently presents with cognitive impairment. OBJECTIVE: To characterize cognitive impairment in SCA3 and investigate the cerebellum-cognition associations. METHODS: This prospective, cross-sectional cohort study recruited 126 SCA3 patients and 41 healthy control individuals (HCs). Participants underwent a brain 3D T1-weighted images as well as neuropsychological tests. Voxel-based morphometry (VBM) and region of interest (ROI) approaches were performed on the 3D T1-weighted images. CERES was used to automatically segment cerebellums. Patients were grouped into cognitively impaired (CI) and cognitively preserved (CP), and clinical and MRI parameters were compared. Multivariable regression models were fitted to examine associations between cerebellar microstructural alterations and cognitive domain impairments. RESULTS: Compared to HCs, SCA3 patients showed cognitive domain impairments in information processing speed, verbal memory, executive function, and visuospatial perception. Between CI and CP subgroups, the CI subgroup was older and had lower education, as well as higher severity scores. VBM and ROI analyses revealed volume loss in cerebellar bilateral lobule VI, right lobule Crus I, and right lobule IV of the CI subgroup, and all these cerebellar lobules were associated with the above cognitive domain impairments. CONCLUSIONS: Our findings demonstrate the multiple cognitive domain impairments in SCA3 patients and indicate the responsible cerebellar lobules for the impaired cognitive domain(s).


Cognitive Dysfunction , Machado-Joseph Disease , Humans , Cerebellum/diagnostic imaging , Cognitive Dysfunction/diagnostic imaging , Cognitive Dysfunction/etiology , Cross-Sectional Studies , Machado-Joseph Disease/complications , Machado-Joseph Disease/diagnostic imaging , Magnetic Resonance Imaging/methods , Prospective Studies
3.
CNS Neurosci Ther ; 29(12): 4102-4112, 2023 12.
Article En | MEDLINE | ID: mdl-37392035

BACKGROUND: Accumulating evidences indicate regional gray matter (GM) morphology atrophy in spinocerebellar ataxia type 3 (SCA3); however, whether large-scale morphological brain networks (MBNs) undergo widespread reorganization in these patients remains unclear. OBJECTIVE: To investigate the topological organization of large-scale individual-based MBNs in SCA3 patients. METHODS: The individual-based MBNs were constructed based on the inter-regional morphological similarity of GM regions. Graph theoretical analysis was taken to assess GM structural connectivity in 76 symptomatic SCA3, 24 pre-symptomatic SCA3, and 54 healthy normal controls (NCs). Topological parameters of the resulting graphs and network-based statistics analysis were compared among symptomatic SCA3, pre-symptomatic SCA3, and NCs groups. The inner association between network properties and clinical variables was further analyzed. RESULTS: Compared to NCs and pre-symptomatic SCA3 patients, symptomatic SCA3 indicated significantly decreased integration and segregation, a shift to "weaker small-worldness", characterized by decreased Cp , lower Eloc, and Eglob (all p < 0.005). Regarding nodal properties, symptomatic SCA3 exhibited significantly decreased nodal profiles in the central executive network (CEN)-related left inferior frontal gyrus, limbic regions involving the bilateral amygdala, left hippocampus, and bilateral pallidum, thalamus; and increased nodal degree, efficiency in bilateral caudate (all pFDR <0.05). Meanwhile, clinical variables were correlated with altered nodal profiles (pFDR ≤0.029). SCA3-related subnetwork was closely interrelated with dorsolateral cortico-striatal circuitry extending to orbitofrontal-striatal circuits and dorsal visual systems (lingual gyrus-striatal). CONCLUSION: Symptomatic SCA3 patients undergo an extensive and significant reorganization in large-scale individual-based MBNs, probably due to disrupted prefrontal cortico-striato-thalamo-cortical loops, limbic-striatum circuitry, and enhanced connectivity in the neostriatum. This study highlights the crucial role of abnormal morphological connectivity alterations beyond the pattern of brain atrophy, which might pave the way for therapeutic development in the future.


Machado-Joseph Disease , Humans , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/genetics , Machado-Joseph Disease/pathology , Magnetic Resonance Imaging/methods , Brain/diagnostic imaging , Brain/pathology , Gray Matter/diagnostic imaging , Gray Matter/pathology , Atrophy/pathology
4.
J Neurol ; 270(9): 4276-4287, 2023 Sep.
Article En | MEDLINE | ID: mdl-37193796

BACKGROUND: The natural history of magnetic resonance imaging (MRI) in pre-ataxic stages of spinocerebellar ataxia type 3/Machado-Joseph disease (SCA3/MJD) is not well known. We report cross-sectional and longitudinal data obtained at this stage. METHODS: Baseline (follow-up) observations included 32 (17) pre-ataxic carriers (SARA < 3) and 20 (12) related controls. The mutation length was used to estimate the time to onset (TimeTo) of gait ataxia. Clinical scales and MRIs were performed at baseline and after a median (IQR) of 30 (7) months. Cerebellar volumetries (ACAPULCO), deep gray-matter (T1-Multiatlas), cortical thickness (FreeSurfer), cervical spinal cord area (SCT) and white matter (DTI-Multiatlas) were assessed. Baseline differences between groups were described; variables that presented a p < 0.1 after Bonferroni correction were assessed longitudinally, using TimeTo and study time. For TimeTo strategy, corrections for age, sex and intracranial volume were done with Z-score progression. A significance level of 5% was adopted. RESULTS: SCT at C1 level distinguished pre-ataxic carriers from controls. DTI measures of the right inferior cerebellar peduncle (ICP), bilateral middle cerebellar peduncles (MCP) and bilateral medial lemniscus (ML), also distinguished pre-ataxic carriers from controls, and progressed over TimeTo, with effect sizes varying from 0.11 to 0.20, larger than those of the clinical scales. No MRI variable showed progression over study time. DISCUSSION: DTI parameters of the right ICP, left MCP and right ML were the best biomarkers for the pre-ataxic stage of SCA3/MJD. TimeTo is an interesting timescale, since it captured the longitudinal worsening of these structures.


Machado-Joseph Disease , Spinocerebellar Ataxias , Humans , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/genetics , Cross-Sectional Studies , Spinocerebellar Ataxias/pathology , Ataxia , Magnetic Resonance Imaging
5.
Mov Disord ; 38(6): 978-989, 2023 06.
Article En | MEDLINE | ID: mdl-37023261

BACKGROUND: Severe reduced synaptic density was observed in spinocerebellar ataxia (SCA) in postmortem neuropathology, but in vivo assessment of synaptic loss remains challenging. OBJECTIVE SPINOCEREBELLAR ATAXIA TYPE 3: The objective of this study was to assess in vivo synaptic loss and its clinical correlates in spinocerebellar ataxia type 3 (SCA3) patients by synaptic vesicle glycoprotein 2A (SV2A)-positron emission tomography (PET) imaging. METHODS: We recruited 74 SCA3 individuals including preataxic and ataxic stages and divided into two cohorts. All participants received SV2A-PET imaging using 18 F-SynVesT-1 for synaptic density assessment. Specifically, cohort 1 received standard PET procedure and quantified neurofilament light chain (NfL), and cohort 2 received simplified PET procedure for exploratory purpose. Bivariate correlation was performed between synaptic loss and clinical as well as genetic assessments. RESULTS: In cohort 1, significant reductions of synaptic density were observed in cerebellum and brainstem in SCA3 ataxia stage compared to preataxic stage and controls. Vermis was found significantly involved in preataxic stage compared to controls. Receiver operating characteristic (ROC) curves highlighted SV2A of vermis, pons, and medulla differentiating preataxic stage from ataxic stage, and SV2A combined with NfL improved the performance. Synaptic density was significantly negatively correlated with disease severity in cerebellum and brainstem (International Co-operative Ataxia Rating Scale: ρ ranging from -0.467 to -0.667, P ≤ 0.002; Scale of Assessment and Rating of Ataxia: ρ ranging from -0.465 to -0.586, P ≤ 0.002). SV2A reduction tendency of cerebellum and brainstem identified in cohort 1 was observed in cohort 2 with simplified PET procedure. CONCLUSIONS: We first identified in vivo synaptic loss was related to disease severity of SCA3, suggesting SV2A PET could be a promising clinical biomarker for disease progression of SCA3. © 2023 International Parkinson and Movement Disorder Society.


Machado-Joseph Disease , Humans , Machado-Joseph Disease/diagnostic imaging , Pyrrolidines , Positron-Emission Tomography/methods , Ataxia , Membrane Glycoproteins/genetics , Nerve Tissue Proteins
6.
Eur Radiol ; 33(4): 2881-2894, 2023 Apr.
Article En | MEDLINE | ID: mdl-36370172

OBJECTIVES: To investigate and characterize the structural alterations of the brain in SCA3, and their correlations with the scale for the assessment and rating of ataxia (SARA) and normal brain ATXN3 expression. METHODS: We performed multimodal analyses in 52 SCA3 (15 pre-symptomatic) and healthy controls (HCs) (n = 35) to assess the abnormalities of gray and white matter (WM) of the cerebrum, brainstem, and cerebellum via FreeSurfer, SUIT, and TBSS, and their associations with disease severity. Twenty SCA3 patients (5 pre- and 15 symptomatic) were followed for at least a year. Besides, we uncovered the normal pattern of brain ATXN3 spatial distribution. RESULTS: Pre-symptomatic patients showed only WM damage, mainly in the cerebellar peduncles, compared to HCs. In the advanced stage, the WM damage followed a caudal-rostral pattern. Meanwhile, continuous nonlinear structure damage was characterized by brainstem volumetric reduction and relatively symmetric cerebellar and basal ganglia atrophy but spared the cerebral cortex, partially explained by the ATXN3 overexpression. The bilateral pallidum, brainstem, and cerebellar peduncles demonstrated a very large effect size. Besides, all these alterations were significantly correlated with SARA; the pons (r = -0.65) and superior cerebellar peduncle (r = -0.68) volume demonstrated a higher correlation than the cerebellum with SARA. The longitudinal study further uncovered progressive atrophy of pons in symptomatic SCA3. CONCLUSIONS: Significant WM damage starts before the ataxia onset. The bilateral pallidum, brainstem, and cerebellar peduncles are the most vulnerable targets. The volume of pons appears to be the most promising imaging biomarker for a longitudinal study. TRIAL REGISTRATION: ClinicalTrial ID: ChiCTR2100045857 ( http://www.chictr.org.cn/edit.aspx?pid=55652&htm=4 ) KEY POINTS: • Pre- SCA3 showed WM damage mainly in cerebellar peduncles. Continuous brain damage was characterized by brainstem, widespread, and relatively symmetric cerebellar and basal ganglia atrophy. • Volumetric abnormalities were most evident in the bilateral pallidum, brainstem, and cerebellar peduncles in SCA3. • The volume of pons might identify the disease progression longitudinally.


Machado-Joseph Disease , Magnetic Resonance Imaging , Humans , Atrophy/diagnostic imaging , Atrophy/pathology , Brain/diagnostic imaging , Brain/pathology , Cerebellum/diagnostic imaging , Cerebellum/pathology , Longitudinal Studies , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/genetics , Machado-Joseph Disease/pathology , Magnetic Resonance Imaging/methods
7.
Hum Brain Mapp ; 44(3): 927-936, 2023 02 15.
Article En | MEDLINE | ID: mdl-36250694

Spinocerebellar ataxia type 3 (SCA3) is a neurodegenerative disorder characterized by progressive motor and nonmotor deficits concomitant with degenerative pathophysiological changes within the cerebellum. The cerebellum is topographically organized into cerebello-cerebral circuits that create distinct functional networks regulating movement, cognition, and affect. SCA3-associated motor and nonmotor symptoms are possibly related not only to intracerebellar changes but also to disruption of the connectivity within these cerebello-cerebral circuits. However, to date, no comprehensive investigation of cerebello-cerebral connectivity in SCA3 has been conducted. The present study aimed to identify cerebello-cerebral functional connectivity alterations and associations with downstream clinical phenotypes and upstream topographic markers of cerebellar neurodegeneration in patients with SCA3. This study included 45 patients with SCA3 and 49 healthy controls. Voxel-based morphometry and resting-state functional magnetic resonance imaging (MRI) were performed to characterize the cerebellar atrophy and to examine the cerebello-cerebral functional connectivity patterns. Structural MRI confirmed widespread gray matter atrophy in the motor and cognitive cerebellum of patients with SCA3. We found reduced functional connectivity between the cerebellum and the cerebral cortical networks, including the somatomotor, frontoparietal, and default networks; however, increased connectivity was observed between the cerebellum and the dorsal attention network. These abnormal patterns correlated with the CAG repeat expansion and deficits in global cognition. Our results indicate the contribution of cerebello-cerebral networks to the motor and cognitive impairments in patients with SCA3 and reveal that such alterations occur in association with cerebellar atrophy. These findings add important insights into our understanding of the role of the cerebellum in SCA3.


Cerebellar Diseases , Machado-Joseph Disease , Humans , Machado-Joseph Disease/diagnostic imaging , Cerebellum , Cerebral Cortex , Cerebellar Diseases/pathology , Magnetic Resonance Imaging/methods , Atrophy/pathology
8.
Ann Clin Transl Neurol ; 10(2): 225-236, 2023 02.
Article En | MEDLINE | ID: mdl-36479904

OBJECTIVES: Spinocerebellar ataxia type 3 is a disorder within the brain network. However, the relationship between the brain network and disease severity is still unclear. This study aims to investigate changes in the white matter (WM) structural motor network, both in preclinical and ataxic stages, and its relationship with disease severity. METHODS: For this study, 20 ataxic, 20 preclinical SCA3 patients, and 20 healthy controls were recruited and received MRI scans. Disease severity was quantified using the SARA and ICARS scores. The WM motor structural network was created using probabilistic fiber tracking and was analyzed using graph theory and network-based statistics at global, nodal, and edge levels. In addition, the correlations between network topological measures and disease duration or clinical scores were analyzed. RESULTS: Preclinical patients showed increasing assortativity of the motor network, altered subnetwork including 12 edges of 11 nodes, and 5 brain regions presenting reduced nodal strength. In ataxic patients assortativity of the motor network also increased, but global efficiency, global strength, and transitivity decreased. Ataxic patients showed a wider altered subnetwork and a higher number of reduced nodal strengths. A negative correlation between the transitivity of the motor network and SARA and ICARS scores was observed in ataxic patients. INTERPRETATION: Changes to the WM motor network in SCA3 start before ataxia onset, and WM motor network involvement increases with disease progression. Global network topological measures of the WM motor network appear to be a promising image biomarker for disease severity. This study provides new insights into the pathophysiology of disease in SCA3/MJD.


Cerebellar Ataxia , Machado-Joseph Disease , White Matter , Humans , Machado-Joseph Disease/diagnostic imaging , White Matter/diagnostic imaging , Brain/diagnostic imaging , Magnetic Resonance Imaging
9.
Mov Disord ; 37(7): 1541-1546, 2022 07.
Article En | MEDLINE | ID: mdl-35426475

BACKGROUND: Spinocerebellar ataxia type 3 (SCA3) is an inherited motor disorder that is characterized by low body mass index (BMI). Considering the role of the hypothalamus in regulating appetitive behaviors and metabolism, low BMI may result from hypothalamic degeneration. OBJECTIVES: To examine hypothalamic volume changes in SCA3 by comparing patients and matched healthy controls and to identify potential mediating effects of hypothalamic pathology on CAG repeats for BMI. METHODS: Magnetic resonance imaging datasets of hypothalamic volumes from 41 SCA3 patients and 49 matched controls were analyzed. Relationships among CAG repeat number, hypothalamic volumes, and BMI were assessed using correlation and mediation analyses. RESULTS: SCA3 patients exhibited significant hypothalamic atrophy. Tubular hypothalamic volume was significantly associated with BMI. Mediation analysis revealed an indirect effect of CAG repeat number on BMI via tubular hypothalamic atrophy. CONCLUSIONS: Low BMI in SCA3 is related to neurodegeneration within the tubular hypothalamus, providing a potential target for energy-based treatment. © 2022 International Parkinson and Movement Disorder Society.


Machado-Joseph Disease , Atrophy , Body Mass Index , Humans , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/genetics , Machado-Joseph Disease/pathology , Magnetic Resonance Imaging/methods , Weight Loss
10.
Neuroimage Clin ; 34: 103023, 2022.
Article En | MEDLINE | ID: mdl-35489193

Spinocerebellar ataxia type 3 (SCA3) is a rare genetic neurodegenerative disease. The neurobiological basis of SCA3 is still poorly understood, and up until now resting-state fMRI (rs-fMRI) has not been used to study this disease. In the current study we investigated (multi-echo) rs-fMRI data from patients with genetically confirmed SCA3 (n = 17) and matched healthy subjects (n = 16). Using independent component analysis (ICA) and subsequent regression with bootstrap resampling, we identified a pattern of differences between patients and healthy subjects, which we coined the fMRI SCA3 related pattern (fSCA3-RP) comprising cerebellum, anterior striatum and various cortical regions. Individual fSCA3-RP scores were highly correlated with a previously published 18F-FDG PET pattern found in the same sample (rho = 0.78, P = 0.0003). Also, a high correlation was found with the Scale for Assessment and Rating of Ataxia scores (r = 0.63, P = 0.007). No correlations were found with neuropsychological test scores, nor with levels of grey matter atrophy. Compared with the 18F-FDG PET pattern, the fSCA3-RP included a more extensive contribution of the mediofrontal cortex, putatively representing changes in default network activity. This rs-fMRI identification of additional regions is proposed to reflect a consequence of the nature of the BOLD technique, enabling measurement of dynamic network activity, compared to the more static 18F-FDG PET methodology. Altogether, our findings shed new light on the neural substrate of SCA3, and encourage further validation of the fSCA3-RP to assess its potential contribution as imaging biomarker for future research and clinical use.


Machado-Joseph Disease , Neurodegenerative Diseases , Fluorodeoxyglucose F18 , Humans , Machado-Joseph Disease/diagnostic imaging , Magnetic Resonance Imaging/methods , Positron-Emission Tomography/methods
11.
Eur J Neurol ; 29(6): 1782-1790, 2022 06.
Article En | MEDLINE | ID: mdl-35224825

BACKGROUND AND PURPOSE: Knowledge about the exact underlying pathophysiological changes involved in the genesis and progression of spinocerebellar ataxia type 3 (SCA3) is limited. Lower extremity peripheral nerve lesions in clinically, genetically and electrophysiologically classified ataxic and pre-ataxic SCA3 mutation carriers were characterized and quantified by magnetic resonance neurography (MRN). METHODS: Eighteen SCA3 mutation carriers and 20 age-/sex-matched healthy controls were prospectively enrolled. All SCA3 mutation carriers underwent detailed neurological and electrophysiological examinations. 3 T MRN covered the lumbosacral plexus and proximal thigh to the tibiotalar joint by using T2-weighted inversion recovery sequences, dual-echo relaxometry sequences with spectral fat saturation, and two gradient-echo sequences with and without an off-resonance saturation rapid frequency pulse. Detailed quantification of nerve lesions by morphometric and microstructural MRN markers, including T2 relaxometry and magnetization transfer contrast imaging, was conducted in all study participants. RESULTS: MRN detected peripheral nerve damage in ataxic and pre-ataxic SCA3. The quantitative markers proton spin density (ρ), T2 relaxation time, magnetization transfer ratio and cross-sectional area were decreased in SCA3, indicating chronic axonopathy. MTR and ρ identified early, subclinical nerve damage in pre-ataxic SCA3 and in SCA3 mutation carriers without polyneuropathy and were superior in differentiating between all subgroups. Additionally, microstructural markers correlated well with clinical symptom scores and electrophysiological results. CONCLUSIONS: Our data provide a comprehensive characterization of peripheral nerve damage in SCA3 and assist in understanding the mechanisms of the multisystemic disease evolution. Evidence of peripheral nerve involvement prior to the onset of clinically overt ataxia might have important implications for designing early intervention studies.


Machado-Joseph Disease , Peripheral Nervous System Diseases , Ataxia , Humans , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/genetics , Magnetic Resonance Imaging/methods , Magnetic Resonance Spectroscopy/methods , Peripheral Nerves/diagnostic imaging , Peripheral Nerves/pathology , Peripheral Nervous System Diseases/diagnostic imaging , Peripheral Nervous System Diseases/genetics , Peripheral Nervous System Diseases/pathology
12.
Cerebellum ; 21(6): 1135-1138, 2022 Dec.
Article En | MEDLINE | ID: mdl-34705199

Depressive state is a common complication of spinocerebellar ataxia type 3 (SCA3). To the best of our knowledge, cases of SCA3 presenting with cenesthopathy have not been described. Here, we present a case of a severe depressive state with cenesthopathy and delusion in a young Japanese man with SCA3. A 43-year-old Japanese man with SCA3 developed a severe depressive state with associated cenesthopathy and delusion. He was treated with escitalopram (10 mg/day) and olanzapine (2.5 mg/day). Computed tomography showed atrophy of the cerebellum, bilateral superior cerebellar peduncle, and tegmentum of the pons. Single-photon emission computed tomography demonstrated reduced blood flow in the cerebellum, vermis, and brainstem. After 8 weeks, his depressive state and delusion improved; however, his cenesthopathy persisted. We encountered a case of a severe depressive state with cenesthopathy and delusion in a young Japanese man with SCA3. This case supports previous studies that the cerebellum could have a role beyond motor functions.


Machado-Joseph Disease , Male , Humans , Adult , Machado-Joseph Disease/complications , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/drug therapy , Olanzapine/therapeutic use , Delusions/diagnostic imaging , Delusions/drug therapy , Delusions/etiology , Japan , Cerebellum/diagnostic imaging
13.
Brain Imaging Behav ; 16(1): 379-388, 2022 Feb.
Article En | MEDLINE | ID: mdl-34417969

Spinocerebellar ataxias type 3 (SCA3) patients are clinically characterized by progressive cerebellar ataxia combined with degeneration of the cerebellum. Previous neuroimaging studies have indicated ataxia severity associated with cerebellar atrophy using univariate methods. However, whether cerebellar atrophy patterns can be used to quantitatively predict ataxia severity in SCA3 patients at the individual level remains largely unexplored. In this study, a group of 66 SCA3 patients and 58 healthy controls were included. Disease duration and ataxia assessment, including the Scale for the Assessment and Rating of Ataxia (SARA) and the International Cooperative Ataxia Rating Scale (ICARS), were collected for SCA3 patients. The high-resolution T1-weighted MRI was obtained, and cerebellar grey matter (GM) was extracted using a spatially unbiased infratentorial template toolbox for all participants. We investigated the association between the pattern of cerebellar grey matter (GM) loss and ataxia assessment in SCA3 by using a multivariate machine learning technique. We found that the application of RVR allowed quantitative prediction of both SARA scores (leave-one-subject-out cross-validation: correlation = 0.56, p-value = 0.001; mean squared error (MSE) = 20.51, p-value = 0.001; ten-fold cross-validation: correlation = 0.52, p-value = 0.001; MSE = 21.00, p-value = 0.001) and ICARS score (leave-one-subject-out cross-validation: correlation = 0.59, p-value = 0.001; MSE = 139.69, p-value = 0.001; ten-fold cross-validation: correlation = 0.57, p-value = 0.001; MSE = 145.371, p-value = 0.001) with statistically significant accuracy. These results provide proof-of-concept that ataxia severity in SCA3 patients can be predicted by the alteration pattern of cerebellar GM using multi-voxel pattern analysis.


Cerebellar Ataxia , Machado-Joseph Disease , Ataxia , Cerebellar Ataxia/diagnostic imaging , Cerebellum/diagnostic imaging , Gray Matter/diagnostic imaging , Humans , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/genetics , Magnetic Resonance Imaging
14.
J Neurol ; 269(6): 2989-2998, 2022 Jun.
Article En | MEDLINE | ID: mdl-34783886

OBJECTIVE: To investigate whether neurite orientation dispersion and density imaging (NODDI) could provide the added value for detecting brain microstructural alterations in the preclinical stage of Machado-Joseph disease/spinocerebellar ataxia type 3 (MJD/SCA3) compared with MRI morphometry and diffusion tensor imaging (DTI). METHODS: Twenty preclinical MJD/SCA3 patients and 21 healthy controls were enrolled. Three b values DWI and 3D T1-weighted images were acquired at 3.0 T. Tract-based spatial statistics (TBSS) approach was used to investigate the white matter (WM) alterations in the DTI metrics and NODDI metrics. Gray matter-based spatial statistics (GBSS) approach was used to investigate the grey matter (GM) alterations in the NODDI metrics. Voxel-based morphometry (VBM) approach was performed on the 3D T1-weighted images. The relationship between the cytosine-adenine-guanine (CAG) repeat length and brain microstructural alterations of preclinical MJD/SCA3 was identified. RESULTS: Compared with healthy controls, the preclinical MJD/SCA3 patients showed decreased FA and NDI as well as increased MD, AD, and RD in the WM of cerebellum and brainstem (corrected P < 0.05), and decreased NDI in the GM of cerebellar vermis (corrected P < 0.05). The CAG repeat length in preclinical MJD/SCA3 patients was negatively correlated with the reduced FA and NDI of the infratentorial WM and the reduced NDI of the cerebellum, and positively with the increased MD and RD of the infratentorial WM. CONCLUSIONS: NOODI can provide novel quantitative microstructural changes in MJD/SCA3 carriers, expanding our understanding of the gray and white matter (axons and dendrites) degeneration in this frequent ataxia syndrome.


Machado-Joseph Disease , Brain/diagnostic imaging , Diffusion Tensor Imaging/methods , Humans , Machado-Joseph Disease/diagnostic imaging , Magnetic Resonance Imaging , Neurites
15.
Mov Disord ; 37(4): 758-766, 2022 04.
Article En | MEDLINE | ID: mdl-34936137

BACKGROUND: Neurodegeneration affects the brain and peripheral nervous system in spinocerebellar ataxia type 3 (SCA3). As the retina is also involved, studying the retinal architecture in a cohort of patients could reveal clinically relevant biomarkers. OBJECTIVE: The aim is to investigate retinal architecture in SCA3 to identify potential biomarkers. METHODS: We evaluated 38 patients with SCA3 and 25 healthy age-matched controls, who underwent visual acuity assessment, intraocular pressure measurement, and fundoscopy and macular and peripapillary spectral domain optical coherence tomography (SD-OCT). We measured the peripapillary retinal nerve fiber layer (pRNFL) thickness in each quadrant of the temporal-superior-nasal-inferior-temporal chart and the macular layer thicknesses in each sector of the inner circle of the Early Treatment Diabetic Retinopathy Study (IC-ETDRS) grid. Linear regression analysis was employed to test the associations between retinal parameters and age, disease duration, CAG repeats, and SARA (Scale of the Assessment and Rating of Ataxia) and ICARS (International Cooperative Ataxia Rating Scale) scores in SCA3. RESULTS: In all sectors, except for the temporal quadrant, pRNFL was significantly thinner in SCA3 patients than in controls. Average total macular, ganglion cell layer (GCL), and inner plexiform layer (IPL) thicknesses were significantly decreased in SCA3 patients in comparison to controls. The average total macular thickness and the average thicknesses of RNFL, GCL, and IPL negatively correlated with ICARS scores, whereas average GCL and IPL thicknesses negatively correlated with SARA scores. CONCLUSIONS: The retinal ganglion cells, their dendrites, and axons are selectively affected in SCA3 patients. The RNFL, GCL, and IPL thicknesses in SD-OCT correlate with the clinical phenotype and represent potential biomarkers for future clinical trials and natural history studies. © 2021 International Parkinson and Movement Disorder Society.


Machado-Joseph Disease , Biomarkers , Humans , Machado-Joseph Disease/diagnostic imaging , Nerve Fibers , Retina/diagnostic imaging , Severity of Illness Index , Tomography, Optical Coherence/methods
16.
Neurobiol Dis ; 153: 105311, 2021 06.
Article En | MEDLINE | ID: mdl-33636389

Neurofilament light chain (NfL) is a marker of brain atrophy and predictor of disease progression in rare diseases such as Huntington Disease, but also in more common neurological disorders such as Alzheimer's disease. The aim of this study was to measure NfL longitudinally in autosomal dominant spinocerebellar ataxias (SCAs) and establish correlation with clinical and imaging parameters. We enrolled 62 pathological expansions carriers (17 SCA1, 13 SCA2, 19 SCA3, and 13 SCA7) and 19 age-matched controls in a prospective biomarker study between 2011 and 2015 and followed for 24 months at the Paris Brain Institute. We performed neurological examination, brain 3 T MRI and plasma NfL measurements using an ultrasensitive single-molecule array at baseline and at the two-year follow-up visit. We evaluated NfL correlations with ages, CAG repeat sizes, clinical scores and volumetric brain MRIs. NfL levels were significantly higher in SCAs than controls at both time points (p < 0.001). Age-adjusted NfL levels were significantly correlated at baseline with clinical scores (p < 0.01). We identified optimal NfL cut-off concentrations to differentiate controls from carriers for each genotype (SCA1 16.87 pg/mL, SCA2, 19.1 pg/mL, SCA3 16.04 pg/mL, SCA7 16.67 pg/mL). For all SCAs, NfL concentration was stable over two years (p = 0.95) despite a clinical progression (p < 0.0001). Clinical progression between baseline and follow-up was associated with higher NfL concentrations at baseline (p = 0.04). Of note, all premanifest carriers with NfL levels close to cut off concentrations had signs of the disease at follow-up. For all SCAs, the higher the observed NfL, the lower the pons volume at baseline (p < 0.01) and follow-up (p = 0.02). Higher NfL levels at baseline in all SCAs predicted a decrease in cerebellar volume (p = 0.03). This result remained significant for SCA2 only among all genotypes (p = 0.02). Overall, plasma NfL levels at baseline in SCA expansion carriers predict cerebellar volume change and clinical score progression. NfL levels might help refine inclusion criteria for clinical trials in carriers with very subtle signs.


Cerebellum/diagnostic imaging , Neurofilament Proteins/blood , Spinocerebellar Ataxias/blood , Adult , Atrophy , Case-Control Studies , Cerebellum/pathology , Disease Progression , Female , Humans , Machado-Joseph Disease/blood , Machado-Joseph Disease/diagnostic imaging , Magnetic Resonance Imaging , Male , Middle Aged , Neurofilament Proteins/genetics , Spinocerebellar Ataxias/diagnosis , Spinocerebellar Ataxias/diagnostic imaging , Spinocerebellar Ataxias/genetics , Trinucleotide Repeat Expansion
17.
Neuroradiology ; 63(2): 217-224, 2021 Feb.
Article En | MEDLINE | ID: mdl-32876704

PURPOSE: The aim of this study was to evaluate the integrity of the corticospinal tracts (CST) in patients with SCA3 and age- and gender-matched healthy control subjects using diffusion tensor imaging (DTI). We also looked at the clinical correlates of such diffusivity abnormalities. METHODS: We assessed 2 cohorts from different Brazilian centers: cohort 1 (n = 29) scanned in a 1.5 T magnet and cohort 2 (n = 91) scanned in a 3.0 T magnet. We used Pearson's coefficients to assess the correlation of CST DTI parameters and ataxia severity (expressed by SARA scores). RESULTS: Two different results were obtained. Cohort 1 showed no significant between-group differences in DTI parameters. Cohort 2 showed significant between-group differences in the FA values in the bilateral precentral gyri (p < 0.001), bilateral superior corona radiata (p < 0.001), bilateral posterior limb of the internal capsule (p < 0.001), bilateral cerebral peduncle (p < 0.001), and bilateral basis pontis (p < 0.001). There was moderate correlation between CST diffusivity parameters and SARA scores in cohort 2 (Pearson correlation coefficient: 0.40-0.59). CONCLUSION: DTI particularly at 3 T is able to uncover and quantify CST damage in SCA3. Moreover, CST microstructural damage may contribute with ataxia severity in the disease.


Machado-Joseph Disease , Pyramidal Tracts , White Matter , Diffusion Tensor Imaging , Humans , Internal Capsule , Machado-Joseph Disease/diagnostic imaging , Pyramidal Tracts/diagnostic imaging , White Matter/diagnostic imaging
18.
Neurology ; 95(22): e3036-e3044, 2020 12 01.
Article En | MEDLINE | ID: mdl-33024025

OBJECTIVE: To investigate the spatial patterns and the probable sequences of gray matter atrophy in spinocerebellar ataxia type 3 (SCA3). METHODS: A total of 47 patients with SCA3 and 49 age- and sex-matched healthy controls participated in the study. High-resolution T1-weighted MRI were examined in all participants. We used the causal network of structural covariance (CasCN) to identify the sequence of gray matter atrophy patterns. This was achieved by applying Granger causality analysis to a gray matter atrophy staging scheme performed by voxel-based morphometry from the network level. RESULTS: Participants in the premanifest stage of the disease showed the presence of focal gray matter atrophy in the vermis. As the disease duration increased, there was progressive gray matter atrophy in the cerebellar, neostriatum, frontal lobe, and parietal lobe. The patients with SCA3 also showed proximal and distal cortical atrophy sequences exerting from the vermis to the regions mainly located in the cerebellum-neostriatum-cortical network. CONCLUSION: Our results, although preliminary in nature, indicate that the gray matter atrophy in SCA3 lies and extends to involve more regions according to distinct anatomical patterns, mainly in the cerebellum-neostriatum-cortical network. These findings advance our understanding on the natural history of structural damage in SCA3, while confirming known clinical features. This could provide unique insight into the ordered sequential process of regional brain atrophy that targets a particular network.


Cerebellum/pathology , Cerebral Cortex/pathology , Gray Matter/pathology , Machado-Joseph Disease/pathology , Neostriatum/pathology , Nerve Net/pathology , Neuroimaging/methods , Aged , Atrophy/pathology , Cerebellum/diagnostic imaging , Cerebral Cortex/diagnostic imaging , Disease Progression , Female , Gray Matter/diagnostic imaging , Humans , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/physiopathology , Magnetic Resonance Imaging , Male , Middle Aged , Neostriatum/diagnostic imaging , Nerve Net/diagnostic imaging , Severity of Illness Index
19.
Parkinsonism Relat Disord ; 78: 73-78, 2020 09.
Article En | MEDLINE | ID: mdl-32745980

INTRODUCTION: There is a dearth of studies of spinocerebellar ataxias (SCAs) and diffusion tensor magnetic resonance imaging (DTI). OBJECTIVE: To analyze changes observed in DTI parameters and correlate these to clinical findings in SCA3 and SCA10 patients. METHODS: SCA3 (n = 19) and SCA10 (n = 18) patients were compared with a similar number of controls and assessed clinically and with the scale for the assessment and rating of ataxia (SARA) before undergoing the same MRI protocol. TRACULA (TRActs Constrained by UnderLying Anatomy) software was used to analyze the DTI metrics FA, AD, RD and MD. RESULTS: More white matter fiber tracts with changes in diffusivity were found in SCA3 patients than in SCA10 patients. There was a reduction in AD in altered fiber tracts in SCA3 and a greater increase in RD in SCA10. In the SCA3 patients, FA was reduced in the corticospinal tract (CST) and inferior longitudinal fasciculus (ILF), but this was not observed in the SCA10 patients. SARA score was correlated with DTI findings in SCA3 but not in SCA10. CONCLUSION: Changes were observed in DTI for both SCA3 and SCA10 but were more widespread in SCA3. Our finding of myelin-sheath changes in SCA10 and secondary axonal changes in SCA3 may reflect the more rapid, aggressive clinical course of SCA3.


Machado-Joseph Disease , Myelin Sheath/pathology , Spinocerebellar Ataxias , White Matter , Adult , Cross-Sectional Studies , DNA Repeat Expansion , Diffusion Tensor Imaging , Female , Humans , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/pathology , Male , Middle Aged , Pyramidal Tracts/diagnostic imaging , Pyramidal Tracts/pathology , Spinocerebellar Ataxias/diagnostic imaging , Spinocerebellar Ataxias/pathology , White Matter/diagnostic imaging , White Matter/pathology
20.
Mov Disord ; 35(9): 1679-1684, 2020 09.
Article En | MEDLINE | ID: mdl-32515873

BACKGROUND: The natural history of neurodegeneration in spinocerebellar ataxia type 3/Machado Joseph disease is still unclear. Here, we built a long-term longitudinal clinical and neuroimaging study to address this point. METHODS: Twenty-three patients with spinocerebellar ataxia type 3/Machado Joseph disease and 22 healthy controls underwent 3T MRI twice 5.0 years apart. T1 and diffusion tensor imaging sequences were obtained. We used T1 multiatlas, diffusion tensor imaging multiatlas, SpineSeg, and CERES-SUIT for cerebral gray and white matter, spinal cord and cerebellar analyses, respectively. Clinical severity was assessed with scale for assessment and rating of ataxia. Analysis of covariance evaluated longitudinal between-group changes. Effect sizes were calculated for each significant result. RESULTS: Progressive volumetric abnormalities were most evident in the cerebellum (Lobule X and Crus II; effect size, 2.0), followed by the basal ganglia (effect size, 0.7). The cerebellar peduncles had the largest white-matter diffusivity changes (effect size, 1.29). Scale for assessment and rating of ataxia-related effect size was 0.82. We failed to identify progressive spinal cord abnormalities. CONCLUSIONS: Longitudinal changes in spinocerebellar ataxia type 3/Machado Joseph disease are more evident in the cerebellum and connections, followed by the basal ganglia. © 2020 International Parkinson and Movement Disorder Society.


Machado-Joseph Disease , Spinocerebellar Ataxias , Cerebellum , Diffusion Tensor Imaging , Humans , Machado-Joseph Disease/diagnostic imaging , Machado-Joseph Disease/genetics , Magnetic Resonance Imaging , Spinocerebellar Ataxias/diagnostic imaging , Spinocerebellar Ataxias/genetics
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