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Autosomal dominant cerebellar ataxias: Imaging biomarkers with high effect sizes. NEUROIMAGE-CLINICAL 2018; 19:858-867. [PMID: 29922574 PMCID: PMC6005808 DOI: 10.1016/j.nicl.2018.06.011] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/01/2018] [Revised: 05/19/2018] [Accepted: 06/07/2018] [Indexed: 12/13/2022]
Abstract
Objective As gene-based therapies may soon arise for patients with spinocerebellar ataxia (SCA), there is a critical need to identify biomarkers of disease progression with effect sizes greater than clinical scores, enabling trials with smaller sample sizes. Methods We enrolled a unique cohort of patients with SCA1 (n = 15), SCA2 (n = 12), SCA3 (n = 20) and SCA7 (n = 10) and 24 healthy controls of similar age, sex and body mass index. We collected longitudinal clinical and imaging data at baseline and follow-up (mean interval of 24 months). We performed both manual and automated volumetric analyses. Diffusion tensor imaging (DTI) and a novel tractography method, called fixel-based analysis (FBA), were assessed at follow-up. Effect sizes were calculated for clinical scores and imaging parameters. Results Clinical scores worsened as atrophy increased over time (p < 0.05). However, atrophy of cerebellum and pons showed very large effect sizes (>1.2) compared to clinical scores (<0.8). FBA, applied for the first time to SCA, was sensitive to microstructural cross-sectional differences that were not captured by conventional DTI metrics, especially in the less studied SCA7 group. FBA also showed larger effect sizes than DTI metrics. Conclusion This study showed that volumetry outperformed clinical scores to measure disease progression in SCA1, SCA2, SCA3 and SCA7. Therefore, we advocate the use of volumetric biomarkers in therapeutic trials of autosomal dominant ataxias. In addition, FBA showed larger effect size than DTI to detect cross-sectional microstructural alterations in patients relative to controls. Biomarkers are needed to test upcoming therapies for spinocerebellar ataxia. As spinocerebellar ataxias are rare, biomarkers with high effect sizes are needed. We identified imaging biomarkers with higher effect sizes than clinical scores.
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Key Words
- Apparent fiber density
- CCFS, composite cerebellar functional severity score
- CFE, connectivity-based fixel enhancement
- CSD, constrained spherical deconvolution
- CST, corticospinal tract
- DTI, diffusion tensor imaging
- Diffusion imaging.
- FA, fractional anisotropy
- FBA, fixel-based analysis
- FC, fiber cross-section
- FD, fiber density
- FDC, fiber density and cross-section
- FOD, fiber orientation distribution
- FOV, Field of view
- Fixel analysis
- GRAPPA, generalized autocalibrating partial parallel acquisition
- Imaging biomarkers
- MPRAGE, magnetization-prepared rapid gradient-echo
- MRI, magnetic resonance imaging
- RD, radial diffusivity
- SARA, scale for the assessment and rating of ataxia
- SCA, spinocerebellar ataxias
- SNR, signal-to-noise ratio
- Spinocerebellar ataxia
- TBSS, tract-based spatial statistics
- TE, echo time
- TR, repetition time
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Longitudinal structural gray matter and white matter MRI changes in presymptomatic progranulin mutation carriers. Neuroimage Clin 2018; 19:497-506. [PMID: 29984158 PMCID: PMC6029561 DOI: 10.1016/j.nicl.2018.05.017] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Revised: 03/29/2018] [Accepted: 05/13/2018] [Indexed: 11/21/2022]
Abstract
Introduction Mutations in the progranulin (GRN) gene are a major source of inherited frontotemporal degeneration (FTD) spectrum disorders associated with TDP-43 proteinopathy. We use structural MRI to identify regions of baseline differences and longitudinal changes in gray matter (GM) and white matter (WM) in presymptomatic GRN mutation carriers (pGRN+) compared to young controls (yCTL). Methods Cognitively intact first-degree relatives of symptomatic GRN+ FTD patients with identified GRN mutations (pGRN+; N = 11, mean age = 41.4) and matched yCTL (N = 11, mean age = 53.6) were identified. They completed a MRI session with T1-weighted imaging to assess GM density (GMD) and diffusion-weighted imaging (DWI) to assess fractional anisotropy (FA). Participants completed a follow-up session with T1 and DWI imaging (pGRN+ mean interval 2.20 years; yCTL mean interval 3.27 years). Annualized changes of GMD and FA were also compared. Results Relative to yCTL, pGRN+ individuals displayed reduced GMD at baseline in bilateral orbitofrontal, insular, and anterior temporal cortices. pGRN+ also showed greater annualized GMD changes than yCTL at follow-up in right orbitofrontal and left occipital cortices. We also observed reduced FA at baseline in bilateral superior longitudinal fasciculus, left corticospinal tract, and frontal corpus callosum in pGRN+ relative to yCTL, and pGRN+ displayed greater annualized longitudinal FA change in right superior longitudinal fasciculus and frontal corpus callosum. Conclusions Longitudinal MRI provides evidence of progressive GM and WM changes in pGRN+ participants relative to yCTL. Structural MRI illustrates the natural history of presymptomatic GRN carriers, and may provide an endpoint during disease-modifying treatment trials for pGRN+ individuals at risk for FTD.
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Key Words
- AD, axial diffusivity
- BA, Brodmann area
- CST, corticospinal tract
- DWI, diffusion-weighted imaging
- FA, fractional anisotropy
- FTD, frontotemporal degeneration
- Frontotemporal lobar degeneration
- GM, gray matter
- GMD, gray matter density
- GRN+, symptomatic progranulin mutation carriers
- GRN, progranulin
- IFO, inferior fronto-occipital fasciculus
- ILF, inferior longitudinal fasciculus
- Longitudinal
- MD, mean diffusivity
- Magnetic resonance imaging
- Neuroimaging
- Presymptomatic
- Progranulin
- RD, radial diffusivity
- ROI, region of interest
- SLF, superior longitudinal fasciculus
- WM, white matter
- eCTL, elderly healthy controls
- pGRN+, presymptomatic progranulin mutation carriers
- yCTL, young healthy controls
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Comparison of probabilistic tractography and tract-based spatial statistics for assessing optic radiation damage in patients with autoimmune inflammatory disorders of the central nervous system. NEUROIMAGE-CLINICAL 2018; 19:538-550. [PMID: 29984162 PMCID: PMC6029567 DOI: 10.1016/j.nicl.2018.05.004] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/01/2018] [Revised: 05/03/2018] [Accepted: 05/06/2018] [Indexed: 10/28/2022]
Abstract
Background Diffusion Tensor Imaging (DTI) can evaluate microstructural tissue damage in the optic radiation (OR) of patients with clinically isolated syndrome (CIS), early relapsing-remitting multiple sclerosis and neuromyelitis optica spectrum disorders (NMOSD). Different post-processing techniques, e.g. tract-based spatial statistics (TBSS) and probabilistic tractography, exist to quantify this damage. Objective To evaluate the capacity of TBSS-based atlas region-of-interest (ROI) combination with 1) posterior thalamic radiation ROIs from the Johns Hopkins University atlas (JHU-TBSS), 2) Juelich Probabilistic ROIs (JUEL-TBSS) and tractography methods using 3) ConTrack (CON-PROB) and 4) constrained spherical deconvolution tractography (CSD-PROB) to detect OR damage in patients with a) NMOSD with prior ON (NMOSD-ON), b) CIS and early RRMS patients with ON (CIS/RRMS-ON) and c) CIS and early RRMS patients without prior ON (CIS/RRMS-NON) against healthy controls (HCs). Methods Twenty-three NMOSD-ON, 18 CIS/RRMS-ON, 21 CIS/RRMS-NON, and 26 HCs underwent 3 T MRI. DTI data analysis was carried out using JUEL-TBSS, JHU-TBSS, CON-PROB and CSD-PROB. Optical coherence tomography (OCT) and visual acuity testing was performed in the majority of patients and HCs. Results Absolute OR fractional anisotropy (FA) values differed between all methods but showed good correlation and agreement in Bland-Altman analysis. OR FA values between NMOSD and HC differed throughout the methodologies (p-values ranging from p < 0.0001 to 0.0043). ROC-analysis and effect size estimation revealed higher AUCs and R2 for CSD-PROB (AUC = 0.812; R2 = 0.282) and JHU-TBSS (AUC = 0.756; R2 = 0.262), compared to CON-PROB (AUC = 0.742; R2 = 0.179) and JUEL-TBSS (AUC = 0.719; R2 = 0.161). Differences between CIS/RRMS-NON and HC were only observable in CSD-PROB (AUC = 0.796; R2 = 0.094). No significant differences between CIS/RRMS-ON and HC were detected by any of the methods. Conclusions All DTI post-processing techniques facilitated the detection of OR damage in patient groups with severe microstructural OR degradation. The comparison of distinct disease groups by use of different methods may lead to different - either false-positive or false-negative - results. Since different DTI post-processing approaches seem to provide complementary information on OR damage, application of distinct methods may depend on the relevant research question.
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Key Words
- AD, axial diffusivity
- AUC, area under the curve
- CIS, clinically isolated syndrome
- CON, Contrack
- CSD, constrained spherical deconvolution
- DTI
- DTI, diffusion tensor imaging
- DW-MRI, diffusion weighted magnetic resonance imaging
- DWI, diffusion weighted imaging
- FA, fractional anisotropy
- FOD, fiber orientation distribution
- HC, Healthy Control
- JHU, Johns Hopkins University DTI white matter atlas
- JUEL, Juelich histological atlas
- LGN, lateral geniculate nucleus
- MD, mean diffusivity
- MS, multiple sclerosis
- Multiple sclerosis
- NMOSD, neuromyelitis optica spectrum disorder
- Neuromyelitis optica
- OCT, optical coherence tomography
- ON, optic neuritis
- OR, optic radiation
- Optic radiation
- PROB, probabilistic tractography
- Probabilistic tractography
- RD, radial diffusivity
- RNFL, retinal nerve fiber layer thickness
- ROC, receiver operating characteristic
- ROI, region of interest
- RRMS, relapsing-remitting multiple sclerosis
- SD, standard deviation
- SEM, standard error of the mean
- TBSS
- TBSS, tract-based spatial statistics
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Sex differences in white matter alterations following repetitive subconcussive head impacts in collegiate ice hockey players. NEUROIMAGE-CLINICAL 2017; 17:642-649. [PMID: 29204342 PMCID: PMC5709295 DOI: 10.1016/j.nicl.2017.11.020] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2017] [Revised: 11/08/2017] [Accepted: 11/18/2017] [Indexed: 12/31/2022]
Abstract
Objective Repetitive subconcussive head impacts (RSHI) may lead to structural, functional, and metabolic alterations of the brain. While differences between males and females have already been suggested following a concussion, whether there are sex differences following exposure to RSHI remains unknown. The aim of this study was to identify and to characterize sex differences following exposure to RSHI. Methods Twenty-five collegiate ice hockey players (14 males and 11 females, 20.6 ± 2.0 years), all part of the Hockey Concussion Education Project (HCEP), underwent diffusion-weighted magnetic resonance imaging (dMRI) before and after the Canadian Interuniversity Sports (CIS) ice hockey season 2011-2012 and did not experience a concussion during the season. Whole-brain tract-based spatial statistics (TBSS) were used to compare pre- and postseason imaging in both sexes for fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD), and radial diffusivity (RD). Pre- and postseason neurocognitive performance were assessed by the Immediate Post-Concussion Assessment and Cognitive Test (ImPACT). Results Significant differences between the sexes were primarily located within the superior longitudinal fasciculus (SLF), the internal capsule (IC), and the corona radiata (CR) of the right hemisphere (RH). In significant voxel clusters (p < 0.05), decreases in FA (absolute difference pre- vs. postseason: 0.0268) and increases in MD (0.0002), AD (0.00008), and RD (0.00005) were observed in females whereas males showed no significant changes. There was no significant correlation between the change in diffusion scalar measures over the course of the season and neurocognitive performance as evidenced from postseason ImPACT scores. Conclusions The results of this study suggest sex differences in structural alterations following exposure to RSHI. Future studies need to investigate further the underlying mechanisms and association with exposure and clinical outcomes.
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Key Words
- AD, axial diffusivity
- CIS, Canadian Interuniversity Sports
- CR, corona radiata
- Diffusion tensor imaging
- EC, external capsule
- FA, fractional anisotropy
- HCEP, Hockey Concussion Education Project
- IC, internal capsule
- Ice hockey
- ImPACT, Immediate Post-Concussion Assessment and Cognitive Test
- LH, left hemisphere
- MD, mean diffusivity
- MRI, magnetic resonance imaging
- NCAA, National Collegiate Athletic Association
- RD, radial diffusivity
- RH, right hemisphere
- RSHI, repetitive subconcussive head impacts
- Repetitive subconcussive head impacts
- SD, standard deviation
- SLF, superior longitudinal fasciculus
- Sex difference
- TBI, traumatic brain injury
- TBSS, tract-based spatial statistics
- Traumatic brain injury
- WM, white matter
- White matter
- dMRI, diffusion magnetic resonance imaging
- rs, Spearman's rank correlation coefficient
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White matter alterations and their associations with motor function in young adults born preterm with very low birth weight. NEUROIMAGE-CLINICAL 2017; 17:241-250. [PMID: 29159041 PMCID: PMC5683190 DOI: 10.1016/j.nicl.2017.10.006] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Revised: 09/30/2017] [Accepted: 10/03/2017] [Indexed: 01/08/2023]
Abstract
Very low birth weight (VLBW: ≤ 1500 g) individuals have an increased risk of white matter alterations and neurodevelopmental problems, including fine and gross motor problems. In this hospital-based follow-up study, the main aim was to examine white matter microstructure and its relationship to fine and gross motor function in 31 VLBW young adults without cerebral palsy compared with 31 term-born controls, at mean age 22.6 ± 0.7 years. The participants were examined with tests of fine and gross motor function (Trail Making Test-5: TMT-5, Grooved Pegboard, Triangle from Movement Assessment Battery for Children-2: MABC-2 and High-level Mobility Assessment Tool: HiMAT) and diffusion tensor imaging (DTI). Probabilistic tractography of motor pathways of the corticospinal tract (CST) and corpus callosum (CC) was performed. Fractional anisotropy (FA) was calculated in non-crossing (capsula interna in CST, body of CC) and crossing (centrum semiovale) fibre regions along the tracts and examined for group differences. Associations between motor test scores and FA in the CST and CC were investigated with linear regression. Tract-based spatial statistics (TBSS) was used to examine group differences in DTI metrics in all major white matter tracts. The VLBW group had lower scores on all motor tests compared with controls, however, only statistically significant for TMT-5. Based on tractography, FA in the VLBW group was lower in non-crossing fibre regions and higher in crossing fibre regions of the CST compared with controls. Within the VLBW group, poorer fine motor function was associated with higher FA in crossing fibre regions of the CST, and poorer bimanual coordination was additionally associated with lower FA in crossing fibre regions of the CC. Poorer gross motor function was associated with lower FA in crossing fibre regions of the CST and CC. There were no associations between motor function and FA in non-crossing fibre regions of the CST and CC within the VLBW group. In the TBSS analysis, the VLBW group had lower FA and higher mean diffusivity compared with controls in all major white matter tracts. The findings in this study may indicate that the associations between motor function and FA are caused by other tracts crossing the CST and CC, and/or by alterations in the periventricular white matter in the centrum semiovale. Some of the associations were in the opposite direction than hypothesized, thus higher FA does not always indicate better function. Furthermore, widespread white matter alterations in VLBW individuals persist into young adulthood. Motor function was associated with FA in crossing fibre regions of CST and CC in VLBW young adults In crossing fibre regions of CST, FA was higher in VLBW than in control young adults TBSS showed lower FA and higher MD in white matter tracts in VLBW than in control young adults
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Key Words
- AD, axial diffusivity
- Brain
- CC, corpus callosum
- CST, corticospinal tract
- DTI, diffusion tensor imaging
- Diffusion tensor imaging
- FA, fractional anisotropy
- HiMAT, high-level mobility assessment tool
- MABC-2, movement assessment battery for children-2
- MD, mean diffusivity
- MNI, Montreal neurological institute
- MRI, magnetic resonance imaging
- Motor function
- NICU, neonatal intensive care unit
- Preterm
- RD, radial diffusivity
- ROI, region-of-interest
- SES, socioeconomic status
- TBSS, tract-based spatial statistics
- TMT-5, Trail Making Test-5
- Tractography
- VLBW, very low birth weight
- VOI, volume-of-interest
- Young adulthood
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Evaluation of striatonigral connectivity using probabilistic tractography in Parkinson's disease. NEUROIMAGE-CLINICAL 2017; 16:557-563. [PMID: 28971007 PMCID: PMC5608174 DOI: 10.1016/j.nicl.2017.09.009] [Citation(s) in RCA: 40] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/08/2017] [Revised: 07/07/2017] [Accepted: 09/06/2017] [Indexed: 12/20/2022]
Abstract
The cardinal movement abnormalities of Parkinson's disease (PD), including tremor, muscle rigidity, and reduced speed and frequency of movements, are caused by degeneration of dopaminergic neurons in the substantia nigra that project to the putamen, compromising information flow through frontal-subcortical circuits. Typically, the nigrostriatal pathway is more severely affected on the side of the brain opposite (contralateral) to the side of the body that manifests initial symptoms. Several studies have suggested that PD is also associated with changes in white matter microstructural integrity. The goal of the present study was to further develop methods for measuring striatonigral connectivity differences between PD patients and age-matched controls using diffusion weighted magnetic resonance imaging (MRI). In this cross-sectional study, 40 PD patients and 44 controls underwent diffusion weighted imaging (DWI) using a 40-direction MRI sequence as well as an optimized 60-direction sequence with overlapping slices. Regions of interest (ROIs) encompassing the putamen and substantia nigra were hand drawn in the space of the 40-direction data using high-contrast structural images and then coregistered to the 60-direction data. Probabilistic tractography was performed in the native space of each dataset by seeding the putamen ROI with an ipsilateral substantia nigra classification target. The effect of disease group (PD versus control) on mean putamen-SN connection probability and streamline density were then analyzed using generalized linear models controlling for age, gender, education, as well as seed and target region characteristics. Mean putamen-SN streamline density was lower in PD on both sides of the brain and in both 40- and 60-direction data. The optimized sequence provided a greater separation between PD and control means; however, individual values overlapped between groups. The 60-direction data also yielded mean connection probability values either trending (ipsilateral) or significantly (contralateral) lower in the PD group. There were minor between-group differences in average diffusion measures within the substantia nigra ROIs that did not affect the results of the GLM analyses when included as covariates. Based on these results, we conclude that mean striatonigral structural connectivity differs between PD and control groups and that use of an optimized 60-direction DWI sequence with overlapping slices increases the sensitivity of the technique to putative disease-related differences. However, overlap in individual values between disease groups limits its use as a classifier. The nigrostriatal pathway degenerates in Parkinson's disease. Two diffusion tensor imaging (DTI) sequences were acquired in 84 participants. Structural connectivity between putamen and substantia nigra was quantified. Parkinson's patients had lower connection probability and streamline density. A 60-direction DTI sequence with overlapping slices was most sensitive.
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Key Words
- ADRC, Alzheimer's Disease Research Center
- AFNI, Analysis of Functional NeuroImages
- Aged brain/metabolism/*pathology
- BET, brain extraction tool
- DWI, diffusion-weighted imaging
- Diffusion tensor imaging/*methods
- FA, fractional anisotropy
- FLAIR, fluid attenuated inversion recovery
- FOV, field of view
- FSL, Oxford Centre for Functional MRI of the Brain Software Library
- GE, general electric
- HY, Hoehn and Yahr
- Humans
- ICC, interclass correlation coefficient
- IRB, institutional review board
- LMPD, longitudinal MRI biomarkers in Parkinson's disease study
- MD, mean diffusivity
- MRI, magnetic resonance imaging
- PD, Parkinson's disease
- PET, Positron Emission Tomography
- Parkinson disease/classification/*pathology
- RD, radial diffusivity
- ROI, region of interest
- SD, standard deviation
- SN, substantia nigra
- SNR, signal to noise ratio
- SPECT, single photon emission tomography
- SPM, Statistical Parametric Mapping software
- Severity of illness index
- TE, echo time
- TFCE, threshold-free cluster enhancement
- TI, inversion time
- TR, repetition time
- UPDRS, Unified Parkinson Disease Rating Scale
- VA, Veterans Affairs
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DTI measures identify mild and moderate TBI cases among patients with complex health problems: A receiver operating characteristic analysis of U.S. veterans. Neuroimage Clin 2017; 16:1-16. [PMID: 28725550 PMCID: PMC5503837 DOI: 10.1016/j.nicl.2017.06.031] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2016] [Revised: 06/10/2017] [Accepted: 06/23/2017] [Indexed: 01/10/2023]
Abstract
Standard MRI methods are often inadequate for identifying mild traumatic brain injury (TBI). Advances in diffusion tensor imaging now provide potential biomarkers of TBI among white matter fascicles (tracts). However, it is still unclear which tracts are most pertinent to TBI diagnosis. This study ranked fiber tracts on their ability to discriminate patients with and without TBI. We acquired diffusion tensor imaging data from military veterans admitted to a polytrauma clinic (Overall n = 109; Age: M = 47.2, SD = 11.3; Male: 88%; TBI: 67%). TBI diagnosis was based on self-report and neurological examination. Fiber tractography analysis produced 20 fiber tracts per patient. Each tract yielded four clinically relevant measures (fractional anisotropy, mean diffusivity, radial diffusivity, and axial diffusivity). We applied receiver operating characteristic (ROC) analyses to identify the most diagnostic tract for each measure. The analyses produced an optimal cutpoint for each tract. We then used kappa coefficients to rate the agreement of each cutpoint with the neurologist's diagnosis. The tract with the highest kappa was most diagnostic. As a check on the ROC results, we performed a stepwise logistic regression on each measure using all 20 tracts as predictors. We also bootstrapped the ROC analyses to compute the 95% confidence intervals for sensitivity, specificity, and the highest kappa coefficients. The ROC analyses identified two fiber tracts as most diagnostic of TBI: the left cingulum (LCG) and the left inferior fronto-occipital fasciculus (LIF). Like ROC, logistic regression identified LCG as most predictive for the FA measure but identified the right anterior thalamic tract (RAT) for the MD, RD, and AD measures. These findings are potentially relevant to the development of TBI biomarkers. Our methods also demonstrate how ROC analysis may be used to identify clinically relevant variables in the TBI population.
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Key Words
- AD, axial diffusivity
- Axon degeneration
- CC, corpus callosum
- Concussion
- DAI, diffuse axonal injury
- DTI, diffusion tensor imaging
- FA, fractional anisotropy
- GN, genu
- Imaging
- LAT, left anterior thalamic tract
- LCG, left cingulum
- LCH, left cingulum – hippocampus
- LCS, left cortico-spinal tract
- LIF, left inferior fronto-occipital fasciculus
- LIL, left inferior longitudinal fasciculus
- LSL, left superior longitudinal fasciculus
- LST, left superior longitudinal fasciculus – temporal
- LUN, left uncinate
- MD, mean diffusivity
- Neurodegeneration
- PTSD, post-traumatic stress disorder
- RAT, right anterior thalamic tract
- RCG, right cingulum
- RCH, right cingulum – Hippocampus
- RCS, right cortico-spinal tract
- RD, radial diffusivity
- RIF, right inferior fronto-occipital fasciculus
- RIL, right inferior longitudinal fasciculus
- ROC, receiver operating characteristic
- RSL, right superior longitudinal fasciculus
- RST, right superior longitudinal fasciculus – temporal
- RUN, right uncinate
- SP, splenium
- TBI, traumatic brain injury
- Traumatic brain injury
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In utero diffusion tensor imaging of the fetal brain: A reproducibility study. NEUROIMAGE-CLINICAL 2017; 15:601-612. [PMID: 28652972 PMCID: PMC5477067 DOI: 10.1016/j.nicl.2017.06.013] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Revised: 01/25/2017] [Accepted: 06/08/2017] [Indexed: 02/06/2023]
Abstract
Our purpose was to evaluate the within-subject reproducibility of in utero diffusion tensor imaging (DTI) metrics and the visibility of major white matter structures. Images for 30 fetuses (20-33. postmenstrual weeks, normal neurodevelopment: 6 cases, cerebral pathology: 24 cases) were acquired on 1.5 T or 3.0 T MRI. DTI with 15 diffusion-weighting directions was repeated three times for each case, TR/TE: 2200/63 ms, voxel size: 1 ∗ 1 mm, slice thickness: 3-5 mm, b-factor: 700 s/mm2. Reproducibility was evaluated from structure detectability, variability of DTI measures using the coefficient of variation (CV), image correlation and structural similarity across repeated scans for six selected structures. The effect of age, scanner type, presence of pathology was determined using Wilcoxon rank sum test. White matter structures were detectable in the following percentage of fetuses in at least two of the three repeated scans: corpus callosum genu 76%, splenium 64%, internal capsule, posterior limb 60%, brainstem fibers 40% and temporooccipital association pathways 60%. The mean CV of DTI metrics ranged between 3% and 14.6% and we measured higher reproducibility in fetuses with normal brain development. Head motion was negatively correlated with reproducibility, this effect was partially ameliorated by motion-correction algorithm using image registration. Structures on 3.0 T had higher variability both with- and without motion correction. Fetal DTI is reproducible for projection and commissural bundles during mid-gestation, however, in 16-30% of the cases, data were corrupted by artifacts, resulting in impaired detection of white matter structures. To achieve robust results for the quantitative analysis of diffusivity and anisotropy values, fetal-specific image processing is recommended and repeated DTI is needed to ensure the detectability of fiber pathways.
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Key Words
- AD, axial diffusivity
- CCA, corpus callosum agenesis
- CV, coefficient of variation
- Connectome
- DTI, diffusion tensor imaging
- Diffusion tensor imaging
- FA, fractional anisotropy
- Fetal brain connectivity
- Fetal diffusion MRI
- GW, gestational week
- MD, mean diffusivity
- Prenatal development
- RD, radial diffusivity
- ROI, region of interest
- SSIM, structural similarity index
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Pathology of callosal damage in ALS: An ex-vivo, 7 T diffusion tensor MRI study. NEUROIMAGE-CLINICAL 2017; 15:200-208. [PMID: 28529876 PMCID: PMC5429246 DOI: 10.1016/j.nicl.2017.04.024] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/25/2016] [Revised: 03/23/2017] [Accepted: 04/25/2017] [Indexed: 01/09/2023]
Abstract
OBJECTIVES The goal of this study was to better understand the changes in tissue microstructure that underlie white matter diffusion changes in ALS patients. METHODS Diffusion tensor imaging was carried out in postmortem brains of 4 ALS patients and two subjects without neurological disease on a 7 T MRI scanner using steady-state free precession sequences. Fractional anisotropy (FA) was measured in the genu, body, and splenium of the corpus callosum in formalin-fixed hemispheres. FA of the body and genu was expressed as ratio to FA of the splenium, a region unaffected in ALS. After imaging, tissue sections of the same segments of the callosum were stained for markers of different tissue components. Coded image fields were rated for pathological changes by blinded raters. RESULTS The FA body/FA splenium ratio was reduced in ALS patients compared to controls. Patchy areas of myelin pallor and cells immunostained for CD68, a microglial-macrophage marker, were only observed in the body of the callosum of ALS patients. Blinded ratings showed increased CD68 + microglial cells in the body of the corpus callosum in ALS patients, especially those with C9orf72 mutations, and increased reactive astrocytes throughout the callosum. CONCLUSION Reduced FA of the corpus callosum in ALS results from complex changes in tissue microstructure. Callosal segments with reduced FA had large numbers of microglia-macrophages in addition to loss of myelinated axons and astrogliosis. Microglial inflammation contributed to reduced FA in ALS, and may contribute to a pro-inflammatory state, but further work is needed to determine their role.
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Key Words
- 7 T MRI
- AD, axial diffusivity
- ALS, Amyotrophic lateral sclerosis
- Amyotrophic lateral sclerosis
- DTI, diffusion tensor imaging
- DW-SSFP, Diffusion Weighted Steady State Free Precession
- DWI, diffusion weighted imaging
- FA, fractional anisotropy
- GFAP, glial fibrillary acidic protein
- MD, mean diffusivity
- MRI, magnetic resonance imaging
- Microglia
- Motor neuron disease
- PMI, post mortem interval
- PSI, scan interval (death to scan)
- Pathology
- RD, radial diffusivity
- SNR, signal to noise ratio
- Steady-state free precession
- VOI, volume of interest
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Diffusion imaging of reversible and irreversible microstructural changes within the corticospinal tract in idiopathic normal pressure hydrocephalus. NEUROIMAGE-CLINICAL 2017; 14:663-671. [PMID: 28348958 PMCID: PMC5358533 DOI: 10.1016/j.nicl.2017.03.003] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/11/2016] [Revised: 03/05/2017] [Accepted: 03/10/2017] [Indexed: 11/05/2022]
Abstract
The symptoms of idiopathic normal pressure hydrocephalus (iNPH) can be improved by shunt surgery, but prediction of treatment outcome is not established. We investigated changes of the corticospinal tract (CST) in iNPH before and after shunt surgery by using diffusion microstructural imaging, which infers more specific tissue properties than conventional diffusion tensor imaging. Two biophysical models were used: neurite orientation dispersion and density imaging (NODDI) and white matter tract integrity (WMTI). In both methods, the orientational coherence within the CSTs was higher in patients than in controls, and some normalization occurred after the surgery in patients, indicating axon stretching and recovery. The estimated axon density was lower in patients than in controls but remained unchanged after the surgery, suggesting its potential as a marker for irreversible neuronal damage. In a Monte-Carlo simulation that represented model axons as undulating cylinders, both NODDI and WMTI separated the effects of axon density and undulation. Thus, diffusion MRI may distinguish between reversible and irreversible microstructural changes in iNPH. Our findings constitute a step towards a quantitative image biomarker that reflects pathological process and treatment outcomes of iNPH. NODDI and WMTI provide markers of reversible and irreversible changes in iNPH. Measures of axon orientation indicated recovery from stretching after surgery. Axon density remained low after surgery, suggesting chronic neuronal damage. Axon stretching in simulations differentially affected diffusion metrics.
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Key Words
- AD, axial diffusivity
- AWF, axonal water fraction
- Axon density
- Axon undulation
- CSF, cerebrospinal fluid
- CST, corticospinal tract
- DTI, diffusion tensor imaging
- Diffusion MRI
- FA, fractional anisotropy
- Idiopathic normal pressure hydrocephalus
- MD, mean diffusivity
- NODDI, neurite orientation dispersion and density imaging
- ODI, orientation dispersion index
- RD, radial diffusivity
- ROI, region of interest
- VF, volume fraction
- VOI, volume of interest
- WMTI, white matter tract integrity
- iNPH, idiopathic normal pressure hydrocephalus
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White-matter tract abnormalities and antisocial behavior: A systematic review of diffusion tensor imaging studies across development. NEUROIMAGE-CLINICAL 2017; 14:201-215. [PMID: 28180079 PMCID: PMC5280002 DOI: 10.1016/j.nicl.2017.01.014] [Citation(s) in RCA: 56] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Revised: 12/20/2016] [Accepted: 01/15/2017] [Indexed: 01/09/2023]
Abstract
Antisocial behavior (AB), including aggression, violence, and theft, is thought be underpinned by abnormal functioning in networks of the brain critical to emotion processing, behavioral control, and reward-related learning. To better understand the abnormal functioning of these networks, research has begun to investigate the structural connections between brain regions implicated in AB using diffusion tensor imaging (DTI), which assesses white-matter tract microstructure. This systematic review integrates findings from 22 studies that examined the relationship between white-matter microstructure and AB across development. In contrast to a prior hypothesis that AB is associated with greater diffusivity specifically in the uncinate fasciculus, findings suggest that adult AB is associated with greater diffusivity across a range of white-matter tracts, including the uncinate fasciculus, inferior fronto-occipital fasciculus, cingulum, corticospinal tract, thalamic radiations, and corpus callosum. The pattern of findings among youth studies was inconclusive with both higher and lower diffusivity found across association, commissural, and projection and thalamic tracts. Antisocial behavior (AB) is characterized by impaired emotion and reward processing. These behaviors may develop from microstructural abnormalities of white-matter tracts. We provide a systematic review of 22 diffusion tensor imaging studies of AB. Adult AB was linked to greater diffusivity (“poorer integrity”) across a range of white-matter tracts. For youth AB, there were mixed findings.
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Key Words
- AB, antisocial behavior
- AD, axial diffusivity
- APD, antisocial personality disorder
- Antisocial behavior
- CD, conduct disorder
- CU, callous-unemotional
- Callous-unemotional traits
- DMN, default mode network
- DTI, diffusion tensor imaging
- Diffusion tensor imaging
- FA, fractional anisotropy
- IFOF, inferior fronto-occipital fasciculus
- ILF, inferior longitudinal fasciculus
- MD, mean diffusivity
- Neuroimaging
- Psychopathy
- RD, radial diffusivity
- SLF, superior longitudinal fasciculus
- Systematic review
- UF, uncinate fasciculus
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12
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High angular resolution diffusion-weighted imaging in mild traumatic brain injury. Neuroimage Clin 2016; 13:174-180. [PMID: 27981032 PMCID: PMC5144744 DOI: 10.1016/j.nicl.2016.11.016] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2016] [Revised: 10/24/2016] [Accepted: 11/16/2016] [Indexed: 01/19/2023]
Abstract
We sought to investigate white matter abnormalities in mild traumatic brain injury (mTBI) using diffusion-weighted magnetic resonance imaging (DW-MRI). We applied a global approach based on tract-based spatial statistics skeleton as well as constrained spherical deconvolution tractography. DW-MRI was performed on 102 patients with mTBI within two months post-injury and 30 control subjects. A robust global approach considering only the voxels with a single-fiber configuration was used in addition to global analysis of the tract skeleton and probabilistic whole-brain tractography. In addition, we assessed whether the microstructural parameters correlated with age, time from injury, patient's outcome and white matter MRI hyperintensities. We found that whole-brain global approach restricted to single-fiber voxels showed significantly decreased fractional anisotropy (FA) (p = 0.002) and increased radial diffusivity (p = 0.011) in patients with mTBI compared with controls. The results restricted to single-fiber voxels were more significant and reproducible than those with the complete tract skeleton or the whole-brain tractography. FA correlated with patient outcomes, white matter hyperintensities and age. No correlation was observed between FA and time of scan post-injury. In conclusion, the global approach could be a promising imaging biomarker to detect white matter abnormalities following traumatic brain injury.
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Key Words
- AD, axial diffusivity
- CSD, constrained-spherical deconvolution
- DAI, diffuse axonal injury
- DTI, diffusion tensor imaging
- DW-MRI, diffusion-weighted magnetic resonance imaging
- Diffusion-weighted magnetic resonance imaging
- FA, fractional anisotropy
- GCS, Glasgow Coma Scale
- GOSe, Glasgow Outcome Scale extended
- Global approach
- HARDI, high angular resolution diffusion imaging
- MD, mean diffusivity
- Magnetic resonance imaging
- PTA, post-traumatic amnesia
- Probabilistic tractography
- RD, radial diffusivity
- TBI, traumatic brain injury
- TBSS, tract-based spatial statistics
- Traumatic brain injury
- mTBI, mild traumatic brain injury
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Longitudinal cerebellar diffusion tensor imaging changes in posterior fossa syndrome. NEUROIMAGE-CLINICAL 2016; 12:582-590. [PMID: 27689022 PMCID: PMC5031477 DOI: 10.1016/j.nicl.2016.09.007] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/20/2016] [Revised: 09/06/2016] [Accepted: 09/07/2016] [Indexed: 11/30/2022]
Abstract
Posterior fossa syndrome is a severe transient loss of language that frequently complicates resection of tumors of the cerebellum. The associated pathophysiology and relevant anatomy to this language deficit remains controversial. We performed a retrospective analysis of all cerebellar tumor resections at Seattle Children's Hospital from 2010 to 2015. Diffusion tensor imaging was performed on each of the patients as part of their clinical scan. Patients included in the study were divided into groups based on language functioning following resection: intact (N = 19), mild deficit (N = 19), and posterior fossa syndrome (N = 9). Patients with posterior fossa syndrome showed white matter changes evidenced by reductions in fractional anisotropy in the left and right superior cerebellar peduncle following resection, and these changes were still evident 1-year after surgery. These changes were greater in the superior cerebellar peduncle than elsewhere in the cerebellum. Prior to surgery, posterior fossa patients did not show changes in fractional anisotropy however differences were observed in mean and radial diffusivity measures in comparison to other groups which may provide a radiographic marker of those at greatest risk of developing post-operative language loss.
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Key Words
- AD, axial diffusivity
- AP, anterior-posterior
- CBW, cerebellar white matter
- CTC, cerebellar-thalamic-cortical
- Cerebellar mutism syndrome (CMS)
- Diffusion tensor imaging
- FA, fractional anisotropy
- KW, kruskal-wallis
- MCP, middle cerebellar peduncle
- MD, mean diffusivity
- MPRAGE, Magnetization Prepared Rapid Acquisition Gradient Echo
- PFS, posterior fossa syndrome
- Posterior fossa syndrome (PFS)
- RD, radial diffusivity
- RESTORE, Robust Estimation of Tensors by Outlier Rejection
- SCP, superior cerebellar peduncle
- SWI, Susceptibility weighted imaging
- TE, echo time
- TORTOISE, Tolerably Obsessive Registration and Tensor Optimization Indolent Software Ensemble
- TR, relaxation time
- Tumor
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Abnormal auditory and language pathways in children with 16p11.2 deletion. NEUROIMAGE-CLINICAL 2015; 9:50-7. [PMID: 26413471 PMCID: PMC4543079 DOI: 10.1016/j.nicl.2015.07.006] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/18/2015] [Revised: 05/29/2015] [Accepted: 07/08/2015] [Indexed: 12/01/2022]
Abstract
Copy number variations at chromosome 16p11.2 contribute to neurodevelopmental disorders, including autism spectrum disorder (ASD). This study seeks to improve our understanding of the biological basis of behavioral phenotypes common in ASD, in particular the prominent and prevalent disruption of spoken language seen in children with the 16p11.2 BP4–BP5 deletion. We examined the auditory and language white matter pathways with diffusion MRI in a cohort of 36 pediatric deletion carriers and 45 age-matched controls. Diffusion MR tractography of the auditory radiations and the arcuate fasciculus was performed to generate tract specific measures of white matter microstructure. In both tracts, deletion carriers exhibited significantly higher diffusivity than that of controls. Cross-sectional diffusion parameters in these tracts changed with age with no group difference in the rate of maturation. Within deletion carriers, the left-hemisphere arcuate fasciculus mean and radial diffusivities were significantly negatively correlated with clinical language ability, but not non-verbal cognitive ability. Diffusion metrics in the right-hemisphere arcuate fasciculus were not predictive of language ability. These results provide insight into the link between the 16p11.2 deletion, abnormal auditory and language pathway structures, and the specific behavioral deficits that may contribute to neurodevelopmental disorders such as ASD. We examined auditory and language white matter tracts in children with the 16p11.2 BP4–BP5 deletion. Diffusivity was enhanced in auditory radiation and arcuate fasciculus. Arcuate fasciculus microstructure was correlated with language ability in deletion carriers. There are correlations in the brain structure and behavioral phenotype in the 16p11.2 deletion carriers.
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Key Words
- 16p11.2 deletion
- AD, axial diffusivity
- ASD, autism spectrum disorder
- Arcuate fasciculus
- Auditory system
- Autism
- CELF, clinical evaluation of language fundamentals
- CNV, copy number variation
- DTI, diffusion tensor imaging
- Diffusion MR
- FA, fractional anisotropy
- GFA, generalized fractional anisotropy
- HARDI, high angular resolution diffusion imaging
- Language
- MD, mean diffusivity
- RD, radial diffusivity
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15
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A multimodal MRI approach to identify and characterize microstructural brain changes in neuropsychiatric systemic lupus erythematosus. NEUROIMAGE-CLINICAL 2015; 8:337-44. [PMID: 26106559 PMCID: PMC4474280 DOI: 10.1016/j.nicl.2015.05.002] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/17/2015] [Revised: 05/08/2015] [Accepted: 05/13/2015] [Indexed: 01/09/2023]
Abstract
Systemic lupus erythematosus (SLE) is an autoimmune disease with multi-organ involvement and results in neurological and psychiatric (NP) symptoms in up to 40% of the patients. To date, the diagnosis of neuropsychiatric systemic lupus erythematosus (NPSLE) poses a challenge due to the lack of neuroradiological gold standards. In this study, we aimed to better localize and characterize normal appearing white matter (NAWM) changes in NPSLE by combining data from two quantitative MRI techniques, diffusion tensor imaging (DTI) and magnetization transfer imaging (MTI). 9 active NPSLE patients (37 ± 13 years, all females), 9 SLE patients without NP symptoms (44 ± 11 years, all females), and 14 healthy controls (HC) (40 ± 9 years, all females) were included in the study. MTI, DTI and fluid attenuated inversion recovery (FLAIR) images were collected from all subjects on a 3 T MRI scanner. Magnetization transfer ratio (MTR), mean diffusivity (MD), fractional anisotropy (FA), radial diffusivity (RD), axial diffusivity (AD) maps and white matter lesion maps based on the FLAIR images were created for each subject. MTR and DTI data were then co-analyzed using tract-based spatial statistics and a cumulative lesion map to exclude lesions. Significantly lower MTR and FA and significantly higher AD, RD and MD were found in NPSLE compared to HC in NAWM regions. The differences in DTI measures and in MTR, however, were only moderately co-localized. Additionally, significant differences in DTI measures, but not in MTR, were found between NPSLE and SLE patients, suggesting that the underlying microstructural changes detected by MD are linked to the onset of NPSLE. The co-analysis of the anatomical distribution of MTI and DTI measures can potentially improve the diagnosis of NPSLE and contribute to the understanding of the underlying microstructural damage. NAWM is investigated in NPSLE and SLE using MTI and DTI. Differences in DTI and MTR between NPSLE and HC are widespread but only moderately co-localized. Significant differences in MD between SLE and NPSLE suggest link to onset of NPSLE.
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Key Words
- ACR, American College of Rheumatology
- AD, axial diffusivity
- DTI, diffusion tensor imaging
- Diffusion tensor imaging
- FA, fractional anisotropy
- FLAIR, fluid attenuated inversion recovery
- HC, healthy controls
- MD, mean diffusivity
- MTI, magnetization transfer imaging
- MTR, magnetization transfer ratio
- Magnetic resonance imaging
- Magnetization transfer imaging
- NAWM, normal appearing white matter
- NP, neurological and psychiatric
- NPSLE, neuropsychiatric systemic lupus erythematosus
- Neuropsychiatric systemic lupus erythematosus
- Normal appearing white matter
- RD, radial diffusivity
- SLE, systemic lupus erythematosus
- Systemic lupus erythematosus
- TBSS, tract based spatial statistics
- WM, white matter
- WMH, white matter hyperintensities
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Increased cortico-striatal connectivity during motor practice contributes to the consolidation of motor memory in writer's cramp patients. NEUROIMAGE-CLINICAL 2015; 8:180-92. [PMID: 26106542 PMCID: PMC4473821 DOI: 10.1016/j.nicl.2015.04.013] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/02/2015] [Revised: 04/15/2015] [Accepted: 04/16/2015] [Indexed: 01/19/2023]
Abstract
Sensorimotor representations of movements are created in the sensorimotor network through repeated practice to support successful and effortless performance. Writer's cramp (WC) is a disorder acquired through extensive practice of finger movements, and it is likely associated with the abnormal acquisition of sensorimotor representations. We investigated (i) the activation and connectivity changes in the brain network supporting the acquisition of sensorimotor representations of finger sequences in patients with WC and (ii) the link between these changes and consolidation of motor performance 24 h after the initial practice. Twenty-two patients with WC and 22 age-matched healthy volunteers practiced a complex sequence with the right (pathological) hand during functional MRI recording. Speed and accuracy were measured immediately before and after practice (day 1) and 24 h after practice (day 2). The two groups reached equivalent motor performance on day 1 and day 2. During motor practice, patients with WC had (i) reduced hippocampal activation and hippocampal-striatal functional connectivity; and (ii) overactivation of premotor-striatal areas, whose connectivity correlated with motor performance after consolidation. These results suggest that patients with WC use alternative networks to reach equiperformance in the acquisition of new motor memories.
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Key Words
- BA, Brodmann area
- CD, consolidation dependent
- CV-RT, coefficient of variation for reaction time
- DT1, dual task 1
- DT2, dual task 2
- FA, fractional anisotropy
- FHD, focal hand dystonia
- Focal dystonia
- HV, healthy volunteers
- Hippocampus
- LD, longitudinal diffusivity
- MRI
- Motor cortex
- PD, practice dependent
- PMd, dorsal premotor cortex
- PMv, ventral premotor cortex
- PPI, psychophysiological interaction
- RD, radial diffusivity
- Striatum
- WC, writer's cramp
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17
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The impact of isolated lesions on white-matter fiber tracts in multiple sclerosis patients. NEUROIMAGE-CLINICAL 2015; 8:110-6. [PMID: 26106534 PMCID: PMC4473264 DOI: 10.1016/j.nicl.2015.03.003] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/27/2015] [Accepted: 03/08/2015] [Indexed: 01/05/2023]
Abstract
Infratentorial lesions have been assigned an equivalent weighting to supratentorial plaques in the new McDonald criteria for diagnosing multiple sclerosis. Moreover, their presence has been shown to have prognostic value for disability. However, their spatial distribution and impact on network damage is not well understood. As a preliminary step in this study, we mapped the overall infratentorial lesion pattern in relapsing-remitting multiple sclerosis patients (N = 317) using MRI, finding the pons (lesion density, 14.25/cm(3)) and peduncles (13.38/cm(3)) to be predilection sites for infratentorial lesions. Based on these results, 118 fiber bundles from 15 healthy controls and a subgroup of 23 patients showing lesions unilaterally at the predilection sites were compared using diffusion tensor imaging to analyze the impact of an isolated infratentorial lesion on the affected fiber tracts. Fractional anisotropy, mean diffusion as well as axial and radial diffusivity were investigated at the lesion site and along the entire fiber tract. Infratentorial lesions were found to have an impact on the fractional anisotropy and radial diffusivity not only at the lesion site itself but also along the entire affected fiber tract. As previously found in animal experiments, inflammatory attack in the posterior fossa in multiple sclerosis impacts the whole affected fiber tract. Here, this damaging effect, reflected by changes in diffusivity measures, was detected in vivo in multiple sclerosis patients in early stages of the disease, thus demonstrating the influence of a focal immune attack on more distant networks, and emphasizing the pathophysiological role of Wallerian degeneration in multiple sclerosis.
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Diffuse alterations in grey and white matter associated with cognitive impairment in Shwachman-Diamond syndrome: evidence from a multimodal approach. NEUROIMAGE-CLINICAL 2015; 7:721-31. [PMID: 25844324 PMCID: PMC4375735 DOI: 10.1016/j.nicl.2015.02.014] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2014] [Revised: 02/05/2015] [Accepted: 02/22/2015] [Indexed: 12/01/2022]
Abstract
Shwachman-Diamond syndrome is a rare recessive genetic disease caused by mutations in SBDS gene, at chromosome 7q11. Phenotypically, the syndrome is characterized by exocrine pancreatic insufficiency, bone marrow dysfunction, skeletal dysplasia and variable cognitive impairments. Structural brain abnormalities (smaller head circumference and decreased brain volume) have also been reported. No correlation studies between brain abnormalities and neuropsychological features have yet been performed. In this study we investigate neuroanatomical findings, neurofunctional pathways and cognitive functioning of Shwachman-Diamond syndrome subjects compared with healthy controls. To be eligible for inclusion, participants were required to have known SBDS mutations on both alleles, no history of cranial trauma or any standard contraindication to magnetic resonance imaging. Appropriate tests were used to assess cognitive functions. The static images were acquired on a 3 × 0 T magnetic resonance scanner and blood oxygen level-dependent functional magnetic resonance imaging data were collected both during the execution of the Stroop task and at rest. Diffusion tensor imaging was used to assess brain white matter. The Tract-based Spatial Statistics package and probabilistic tractography were used to characterize white matter pathways. Nine participants (5 males), half of all the subjects aged 9-19 years included in the Italian Shwachman-Diamond Syndrome Registry, were evaluated and compared with nine healthy subjects, matched for sex and age. The patients performed less well than norms and controls on cognitive tasks (p = 0.0002). Overall, cortical thickness was greater in the patients, both in the left (+10%) and in the right (+15%) hemisphere, significantly differently increased in the temporal (left and right, p = 0.04), and right parietal (p = 0.03) lobes and in Brodmann area 44 (p = 0.04) of the right frontal lobe. The greatest increases were observed in the left limbic-anterior cingulate cortex (≥43%, p < 0.0004). Only in Broca's area in the left hemisphere did the patients show a thinner cortical thickness than that of controls (p = 0.01). Diffusion tensor imaging showed large, significant difference increases in both fractional anisotropy (+37%, p < 0.0001) and mean diffusivity (+35%, p < 0.005); the Tract-based Spatial Statistics analysis identified six abnormal clusters of white matter fibres in the fronto-callosal, right fronto-external capsulae, left fronto-parietal, right pontine, temporo-mesial and left anterior-medial-temporal regions. Brain areas activated during the Stroop task and those active during the resting state, are different, fewer and smaller in patients and correlate with worse performance (p = 0.002). Cognitive impairment in Shwachman-Diamond syndrome subjects is associated with diffuse brain anomalies in the grey matter (verbal skills with BA44 and BA20 in the right hemisphere; perceptual skills with BA5, 37, 20, 21, 42 in the left hemisphere) and white matter connectivity (verbal skills with alterations in the fronto-occipital fasciculus and with the inferior-longitudinal fasciculus; perceptual skills with the arcuate fasciculus, limbic and ponto-cerebellar fasciculus; memory skills with the arcuate fasciculus; executive functions with the anterior cingulated and arcuate fasciculus).
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Key Words
- BA, Brodmann area
- BOLD, blood oxygen level-dependent
- CTA, cortical thickness analysis
- Cognitive impairment
- DTI, diffusion tensor imaging
- Diffusion tensor imaging
- EPI, Echo-planar Imaging
- FA, fractional anisotropy
- FDT, Diffusion Toolbox
- Functional MRI
- GLM, General Linear Model
- ICA, independent component analysis
- MD, mean diffusivity
- PD, parallel diffusivity
- PT, probabilistic tractography
- RD, radial diffusivity
- SDS, Shwachman–Diamond syndrome
- Shwachman–Diamond syndrome
- Structural MRI
- TBSS, Tract-based Spatial Statistics.
- Tract-based Spatial Statistics
- rs-fMRI, resting state fMRI
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Thalamic-hippocampal-prefrontal disruption in relapsing-remitting multiple sclerosis. NEUROIMAGE-CLINICAL 2014; 8:440-7. [PMID: 26106524 PMCID: PMC4473119 DOI: 10.1016/j.nicl.2014.12.015] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/20/2014] [Revised: 07/06/2014] [Accepted: 12/21/2014] [Indexed: 01/22/2023]
Abstract
Background Cortical, thalamic and hippocampal gray matter atrophy in relapsing–remitting MS (RRMS) is associated cognitive deficits. However, the role of interconnecting white matter pathways including the fornix, cingulum, and uncinate fasciculus (UF) is less well studied. Objective To assess MS damage to a hippocampal–thalamic–prefrontal network and the relative contributions of its components to specific cognitive domains. Methods We calculated diffusion tensor fractional anisotropy (FA) in the fornix, cingulum and UF as well as thalamic and hippocampal volumes in 27 RRMS patients and 20 healthy controls. A neuropsychological battery was administered and 4 core tests known to be sensitive to MS changes were used to assess cognitive impairment. To determine the relationships between structure and cognition, all tests were grouped into 4 domains: attention/executive function, processing speed, verbal memory, and spatial memory. Univariate correlations with structural measures and depressive symptoms identified potential contributors to cognitive performance and subsequent linear regression determined their relative effects on performance in each domain. For significant predictors, we also explored the effects of laterality and axial versus radial diffusivity. Results RRMS patients had worse performance on the Symbol Digit Modalities Test, but no significant impairment in the 4 cognitive domains. RRMS had reduced mean FA of all 3 pathways and reduced thalamic and hippocampal volumes compared to controls. In RRMS we found that thalamic volume and BDI predicted attention/executive function, UF FA predicted processing speed, thalamic volume predicted verbal memory, and UF FA and BDI predicted spatial memory. Conclusions Hippocampal–thalamic–prefrontal disruption affects cognitive performance in early RRMS with mild to minimal cognitive impairment, confirming both white and gray matter involvement in MS and demonstrating utility in assessing functional networks to monitor cognition. We detect limbic white matter and gray matter insult in early RRMS patients with mild to minimal cognitive impairment. Thalamic atrophy and uncinate fasciculus microstructural changes are associated with cognitive performance in early RRMS. Depressive symptomatology also independently predicts cognitive performance
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Key Words
- AD, axial diffusivity
- BDI, Beck Depression Inventory
- BSRT, Buschke Selective Reminding Test
- BVMT, Brief Visuospatial Memory Test
- BVRT, Benton Visual Retention Test
- CVLT-II, California Verbal Learning Test II
- Cognition
- DTI, diffusion tensor imaging
- Diffusion tensor imaging
- EDSS, Expanded Disability Status Scale
- FA, fractional anisotropy
- FAST, FMRIB's Automated Segmentation Tool
- FLAIR, Fluid Attenuated Inversion Recovery
- FOV, field of view
- FSL, Functional MRI of the Brain Software Library
- GM, gray matter
- Limbic system
- MPRAGE, Magnetization Prepared Rapid Acquisition Gradient Echo
- MRI
- MRI, magnetic resonance image
- Memory
- Multiple sclerosis
- NEX, number of excitations
- PASAT, Paced Auditory Serial Addition Test
- RAVLT, Rey Auditory Verbal Learning Test
- RD, radial diffusivity
- ROI, region of interest
- RRMS, relapsing remitting multiple sclerosis
- SDMT, Symbol Digit Modalities Test
- TBSS, Tract-based Spatial Statistics
- TE, echo time
- TI, inversion time
- TR, repetition time
- UF, uncinate fasciculus
- WAIS, Wechsler Adult Intelligence Scale
- WM, white matter.
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Depressive symptoms and neuroanatomical structures in community-dwelling women: A combined voxel-based morphometry and diffusion tensor imaging study with tract-based spatial statistics. NEUROIMAGE-CLINICAL 2014; 4:481-7. [PMID: 24818074 PMCID: PMC3984445 DOI: 10.1016/j.nicl.2014.03.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/29/2013] [Revised: 03/05/2014] [Accepted: 03/05/2014] [Indexed: 11/29/2022]
Abstract
Depressive symptoms, even at a subclinical level, have been associated with structural brain abnormalities. However, previous studies have used regions of interest or small sample sizes, limiting the ability to generalize the results. In this study, we examined neuroanatomical structures of both gray matter and white matter associated with depressive symptoms across the whole brain in a large sample. A total of 810 community-dwelling adult participants underwent measurement of depressive symptoms with the Center for Epidemiologic Studies Depression Scale (CES-D). The participants were not demented and had no neurological or psychiatric history. To examine the gray and white matter volume, we used structural MRI scans and voxel-based morphometry (VBM); to examine the white matter integrity, we used diffusion tensor imaging with tract-based spatial statistics (TBSS). In female participants, VBM revealed a negative correlation between bilateral anterior cingulate gray matter volume and the CES-D score. TBSS showed a CES-D-related decrease in fractional anisotropy and increase in radial and mean diffusivity in several white matter regions, including the right anterior cingulum. In male participants, there was no significant correlation between gray or white matter volume or white matter integrity and the CES-D score. Our results indicate that the reduction in gray matter volume and differences in white matter integrity in specific brain regions, including the anterior cingulate, are associated with depressive symptoms in women. We studied neuroanatomical structures associated with subclinical depression. The analysis was performed across the whole brain in a large sample. Anterior cingulate gray matter volume reduction was revealed by VBM. Broad white matter integrity differences were revealed by DTI with TBSS. Both changes were seen only in females but not in males.
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21
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Lessons of ALS imaging: Pitfalls and future directions - A critical review. NEUROIMAGE-CLINICAL 2014; 4:436-43. [PMID: 24624329 PMCID: PMC3950559 DOI: 10.1016/j.nicl.2014.02.011] [Citation(s) in RCA: 90] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/22/2013] [Revised: 02/23/2014] [Accepted: 02/23/2014] [Indexed: 12/19/2022]
Abstract
Background While neuroimaging in ALS has gained unprecedented momentum in recent years, little progress has been made in the development of viable diagnostic, prognostic and monitoring markers. Objectives To identify and discuss the common pitfalls in ALS imaging studies and to reflect on optimal study designs based on pioneering studies. Methods A “PubMed”-based literature search on ALS was performed based on neuroimaging-related keywords. Study limitations were systematically reviewed and classified so that stereotypical trends could be identified. Results Common shortcomings, such as relatively small sample sizes, statistically underpowered study designs, lack of disease controls, poorly characterised patient cohorts and a large number of conflicting studies, remain a significant challenge to the field. Imaging data of ALS continue to be interpreted at a group-level, as opposed to meaningful individual-patient inferences. Conclusions A systematic, critical review of ALS imaging has identified stereotypical shortcomings, the lessons of which should be considered in the design of future prospective MRI studies. At a time when large multicentre studies are underway a candid discussion of these factors is particularly timely. Stereotypical shortcomings can be identified in ALS neuroimaging studies. A systematic discussion of ALS study limitations is particularly timely. Individual patient data meta-analyses and multicentre studies are urgently required. The gaps identified in ALS imaging indicate exciting research opportunities.
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Key Words
- AD, axial diffusivity
- Amyotrophic lateral sclerosis
- Biomarker
- C9orf72, chromosome 9 open reading frame 72
- DTI, diffusion tensor imaging
- FA, fractional anisotropy
- MD, mean diffusivity
- MEG, magnetoencephalography
- MRI
- MRS, magnetic resonance spectroscopy
- MUNE, motor unit number estimation
- PET
- PET, positron emission tomography
- PNS, peripheral nervous system
- RD, radial diffusivity
- ROI, region of interest
- SPECT, single photon emission computed tomography
- Spectroscopy
- TMS, transcranial magnetic stimulation
- VBM, voxel-based morphometry
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Effectiveness of regional DTI measures in distinguishing Alzheimer's disease, MCI, and normal aging. Neuroimage Clin 2013; 3:180-95. [PMID: 24179862 PMCID: PMC3792746 DOI: 10.1016/j.nicl.2013.07.006] [Citation(s) in RCA: 217] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2013] [Revised: 07/03/2013] [Accepted: 07/21/2013] [Indexed: 01/08/2023]
Abstract
The Alzheimer's Disease Neuroimaging Initiative (ADNI) recently added diffusion tensor imaging (DTI), among several other new imaging modalities, in an effort to identify sensitive biomarkers of Alzheimer's disease (AD). While anatomical MRI is the main structural neuroimaging method used in most AD studies and clinical trials, DTI is sensitive to microscopic white matter (WM) changes not detectable with standard MRI, offering additional markers of neurodegeneration. Prior DTI studies of AD report lower fractional anisotropy (FA), and increased mean, axial, and radial diffusivity (MD, AxD, RD) throughout WM. Here we assessed which DTI measures may best identify differences among AD, mild cognitive impairment (MCI), and cognitively healthy elderly control (NC) groups, in region of interest (ROI) and voxel-based analyses of 155 ADNI participants (mean age: 73.5 ± 7.4; 90 M/65 F; 44 NC, 88 MCI, 23 AD). Both VBA and ROI analyses revealed widespread group differences in FA and all diffusivity measures. DTI maps were strongly correlated with widely-used clinical ratings (MMSE, CDR-sob, and ADAS-cog). When effect sizes were ranked, FA analyses were least sensitive for picking up group differences. Diffusivity measures could detect more subtle MCI differences, where FA could not. ROIs showing strongest group differentiation (lowest p-values) included tracts that pass through the temporal lobe, and posterior brain regions. The left hippocampal component of the cingulum showed consistently high effect sizes for distinguishing groups, across all diffusivity and anisotropy measures, and in correlations with cognitive scores.
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