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1.
Neuroimage ; 184: 901-915, 2019 01 01.
Artículo en Inglés | MEDLINE | ID: mdl-30300751

RESUMEN

The spinal cord is frequently affected by atrophy and/or lesions in multiple sclerosis (MS) patients. Segmentation of the spinal cord and lesions from MRI data provides measures of damage, which are key criteria for the diagnosis, prognosis, and longitudinal monitoring in MS. Automating this operation eliminates inter-rater variability and increases the efficiency of large-throughput analysis pipelines. Robust and reliable segmentation across multi-site spinal cord data is challenging because of the large variability related to acquisition parameters and image artifacts. In particular, a precise delineation of lesions is hindered by a broad heterogeneity of lesion contrast, size, location, and shape. The goal of this study was to develop a fully-automatic framework - robust to variability in both image parameters and clinical condition - for segmentation of the spinal cord and intramedullary MS lesions from conventional MRI data of MS and non-MS cases. Scans of 1042 subjects (459 healthy controls, 471 MS patients, and 112 with other spinal pathologies) were included in this multi-site study (n = 30). Data spanned three contrasts (T1-, T2-, and T2∗-weighted) for a total of 1943 vol and featured large heterogeneity in terms of resolution, orientation, coverage, and clinical conditions. The proposed cord and lesion automatic segmentation approach is based on a sequence of two Convolutional Neural Networks (CNNs). To deal with the very small proportion of spinal cord and/or lesion voxels compared to the rest of the volume, a first CNN with 2D dilated convolutions detects the spinal cord centerline, followed by a second CNN with 3D convolutions that segments the spinal cord and/or lesions. CNNs were trained independently with the Dice loss. When compared against manual segmentation, our CNN-based approach showed a median Dice of 95% vs. 88% for PropSeg (p ≤ 0.05), a state-of-the-art spinal cord segmentation method. Regarding lesion segmentation on MS data, our framework provided a Dice of 60%, a relative volume difference of -15%, and a lesion-wise detection sensitivity and precision of 83% and 77%, respectively. In this study, we introduce a robust method to segment the spinal cord and intramedullary MS lesions on a variety of MRI contrasts. The proposed framework is open-source and readily available in the Spinal Cord Toolbox.


Asunto(s)
Procesamiento de Imagen Asistido por Computador/métodos , Esclerosis Múltiple/diagnóstico por imagen , Esclerosis Múltiple/patología , Redes Neurales de la Computación , Médula Espinal/patología , Humanos , Imagen por Resonancia Magnética/métodos , Variaciones Dependientes del Observador , Reconocimiento de Normas Patrones Automatizadas , Reproducibilidad de los Resultados , Sensibilidad y Especificidad
2.
Cereb Cortex ; 28(6): 1934-1945, 2018 06 01.
Artículo en Inglés | MEDLINE | ID: mdl-28444388

RESUMEN

We investigated individual differences in longitudinal trajectories of brain aging in cognitively normal healthy adults from the Seattle Longitudinal Study covering 8 years of longitudinal change (across 5 occasions) in cortical thickness in 249 midlife and older adults (52-95 years old). We aimed to understand true brain change; examine the influence of salient risk factors that modify an individual's rate of cortical thinning; and compare cross-sectional age-related differences in cortical thickness to longitudinal within-person cortical thinning. We used Multivariate Multilevel Modeling to simultaneously model dependencies among 5 lobar composites (Frontal, Parietal, Temporal, Occipital, and Cingulate [CING]) and account for the longitudinal nature of the data. Results indicate (1) all 5 lobar composites significantly atrophied across 8 years, showing nonlinear longitudinal rate of cortical thinning decelerated over time, (2) longitudinal thinning was significantly altered by hypertension and Apolipoprotein-E ε4 (APOEε4), varying by location: Frontal and CING thinned more rapidly in APOEε4 carriers. Notably, thinning of parietal and occipital cortex showed synergistic effect of combined risk factors, where individuals who were both APOEε4 carriers and hypertensive had significantly greater 8-year thinning than those with either risk factor alone or neither risk factor, (3) longitudinal thinning was 3 times greater than cross-sectional estimates of age-related differences in thickness in parietal and occipital cortices.


Asunto(s)
Envejecimiento/patología , Apolipoproteína E4/genética , Corteza Cerebral/patología , Hipertensión/complicaciones , Anciano , Anciano de 80 o más Años , Femenino , Predisposición Genética a la Enfermedad , Genotipo , Humanos , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Factores de Riesgo
3.
Neuroimage ; 144(Pt B): 255-258, 2017 01.
Artículo en Inglés | MEDLINE | ID: mdl-25843019

RESUMEN

The Harvard Aging Brain Study is sharing its data with the global research community. The longitudinal dataset consists of a 284-subject cohort with the following modalities acquired: demographics, clinical assessment, comprehensive neuropsychological testing, clinical biomarkers, and neuroimaging. To promote more extensive analyses, imaging data was designed to be compatible with other publicly available datasets. A cloud-based system enables access to interested researchers with blinded data available contingent upon completion of a data usage agreement and administrative approval. Data collection is ongoing and currently in its fifth year.


Asunto(s)
Enfermedad de Alzheimer , Conjuntos de Datos como Asunto , Anciano , Anciano de 80 o más Años , Envejecimiento , Enfermedad de Alzheimer/diagnóstico por imagen , Enfermedad de Alzheimer/metabolismo , Enfermedad de Alzheimer/patología , Enfermedad de Alzheimer/fisiopatología , Encéfalo , Estudios de Cohortes , Femenino , Humanos , Difusión de la Información , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Síntomas Prodrómicos
4.
J Neurosci ; 34(15): 5200-10, 2014 Apr 09.
Artículo en Inglés | MEDLINE | ID: mdl-24719099

RESUMEN

Normal aging is often difficult to distinguish from the earliest stages of Alzheimer's disease. Years before clinical memory deficits manifest, amyloid-ß deposits in the cortex in many older individuals. Neuroimaging studies indicate that a set of densely connected neocortical regions, referred to as the default network, is especially vulnerable to amyloid-ß deposition. Yet, the impact of amyloid-ß on age-related changes within the medial temporal lobe (MTL) memory system is less clear. Here we demonstrate that cognitively normal older humans, compared with young adults, show reduced ability to modulate hippocampal activations and entorhinal deactivations during an episodic memory task. Among older adults, amyloid-ß deposition was associated with failure to modulate activity in entorhinal cortex, but not hippocampus. Furthermore, we show that entorhinal regions demonstrating amyloid-ß-related dysfunction are directly connected to the neocortical regions of the default network. Together these findings link neocortical amyloid-ß deposition to neuronal dysfunction specifically in entorhinal cortex, while aging is associated with more widespread functional changes across the MTL.


Asunto(s)
Péptidos beta-Amiloides/metabolismo , Cognición , Corteza Entorrinal/fisiología , Adulto , Factores de Edad , Anciano , Mapeo Encefálico , Estudios de Casos y Controles , Corteza Entorrinal/diagnóstico por imagen , Corteza Entorrinal/metabolismo , Femenino , Hipocampo/fisiología , Humanos , Imagen por Resonancia Magnética , Masculino , Memoria , Tomografía de Emisión de Positrones
5.
Neuroimage ; 100: 544-57, 2014 Oct 15.
Artículo en Inglés | MEDLINE | ID: mdl-24852459

RESUMEN

Functional neuroimaging tools, such as fMRI methods, may elucidate the neural correlates of clinical, behavioral, and cognitive performance. Most functional imaging studies focus on regional task-related activity or resting state connectivity rather than how changes in functional connectivity across conditions and tasks are related to cognitive and behavioral performance. To investigate the promise of characterizing context-dependent connectivity-behavior relationships, this study applies the method of generalized psychophysiological interactions (gPPI) to assess the patterns of associative-memory-related fMRI hippocampal functional connectivity in Alzheimer's disease (AD) associated with performance on memory and other cognitively demanding neuropsychological tests and clinical measures. Twenty-four subjects with mild AD dementia (ages 54-82, nine females) participated in a face-name paired-associate encoding memory study. Generalized PPI analysis was used to estimate the connectivity between the hippocampus and the whole brain during encoding. The difference in hippocampal-whole brain connectivity between encoding novel and encoding repeated face-name pairs was used in multiple-regression analyses as an independent predictor for 10 behavioral, neuropsychological and clinical tests. The analysis revealed connectivity-behavior relationships that were distributed, dynamically overlapping, and task-specific within and across intrinsic networks; hippocampal-whole brain connectivity-behavior relationships were not isolated to single networks, but spanned multiple brain networks. Importantly, these spatially distributed performance patterns were unique for each measure. In general, out-of-network behavioral associations with encoding novel greater than repeated face-name pairs hippocampal-connectivity were observed in the default-mode network, while correlations with encoding repeated greater than novel face-name pairs hippocampal-connectivity were observed in the executive control network (p<0.05, cluster corrected). Psychophysiological interactions revealed significantly more extensive and robust associations between paired-associate encoding task-dependent hippocampal-whole brain connectivity and performance on memory and behavioral/clinical measures than previously revealed by standard activity-behavior analysis. Compared to resting state and task-activation methods, gPPI analyses may be more sensitive to reveal additional complementary information regarding subtle within- and between-network relations. The patterns of robust correlations between hippocampal-whole brain connectivity and behavioral measures identified here suggest that there are 'coordinated states' in the brain; that the dynamic range of these states is related to behavior and cognition; and that these states can be observed and quantified, even in individuals with mild AD.


Asunto(s)
Enfermedad de Alzheimer/fisiopatología , Mapeo Encefálico/métodos , Encéfalo/fisiopatología , Hipocampo/fisiopatología , Red Nerviosa/fisiopatología , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Imagen por Resonancia Magnética , Masculino , Memoria Episódica , Persona de Mediana Edad
6.
Neuroimage ; 102 Pt 2: 620-36, 2014 Nov 15.
Artículo en Inglés | MEDLINE | ID: mdl-25150630

RESUMEN

Functional connectivity magnetic resonance imaging (fcMRI) is a powerful tool for understanding the network level organization of the brain in research settings and is increasingly being used to study large-scale neuronal network degeneration in clinical trial settings. Presently, a variety of techniques, including seed-based correlation analysis and group independent components analysis (with either dual regression or back projection) are commonly employed to compute functional connectivity metrics. In the present report, we introduce template based rotation,(1) a novel analytic approach optimized for use with a priori network parcellations, which may be particularly useful in clinical trial settings. Template based rotation was designed to leverage the stable spatial patterns of intrinsic connectivity derived from out-of-sample datasets by mapping data from novel sessions onto the previously defined a priori templates. We first demonstrate the feasibility of using previously defined a priori templates in connectivity analyses, and then compare the performance of template based rotation to seed based and dual regression methods by applying these analytic approaches to an fMRI dataset of normal young and elderly subjects. We observed that template based rotation and dual regression are approximately equivalent in detecting fcMRI differences between young and old subjects, demonstrating similar effect sizes for group differences and similar reliability metrics across 12 cortical networks. Both template based rotation and dual-regression demonstrated larger effect sizes and comparable reliabilities as compared to seed based correlation analysis, though all three methods yielded similar patterns of network differences. When performing inter-network and sub-network connectivity analyses, we observed that template based rotation offered greater flexibility, larger group differences, and more stable connectivity estimates as compared to dual regression and seed based analyses. This flexibility owes to the reduced spatial and temporal orthogonality constraints of template based rotation as compared to dual regression. These results suggest that template based rotation can provide a useful alternative to existing fcMRI analytic methods, particularly in clinical trial settings where predefined outcome measures and conserved network descriptions across groups are at a premium.


Asunto(s)
Mapeo Encefálico/métodos , Encéfalo/anatomía & histología , Encéfalo/fisiología , Imagen por Resonancia Magnética/métodos , Red Nerviosa/anatomía & histología , Red Nerviosa/fisiología , Adolescente , Adulto , Factores de Edad , Anciano , Anciano de 80 o más Años , Femenino , Humanos , Imagenología Tridimensional/métodos , Masculino , Análisis de Regresión , Reproducibilidad de los Resultados , Adulto Joven
7.
Hum Brain Mapp ; 35(5): 2044-54, 2014 May.
Artículo en Inglés | MEDLINE | ID: mdl-23861348

RESUMEN

OBJECTIVES: Although age-related brain changes are becoming better understood, midlife patterns of change are still in need of characterization, and longitudinal studies are lacking. The aim of this study was to determine if baseline fractional anisotropy (FA), obtained from diffusion tensor imaging (DTI) predicts volume change over a 4-year interval. EXPERIMENTAL DESIGN: Forty-four cognitively healthy middle-age adults underwent baseline DTI and longitudinal T1-weighted magnetic resonance imaging. Tensor-based morphometry methods were used to evaluate volume change over time. FA values were extracted from regions of interest that included the cingulum, entorhinal white matter, and the genu and splenium of the corpus callosum. Baseline FA was used as a predictor variable, whereas gray and white matter atrophy rates as indexed by Tensor-based morphometry were the dependent variables. PRINCIPAL OBSERVATIONS: Over a 4-year period, participants showed significant contraction of white matter, especially in frontal, temporal, and cerebellar regions (P < 0.05, corrected for multiple comparisons). Baseline FA in entorhinal white matter, genu, and splenium was associated with longitudinal rates of atrophy in regions that included the superior longitudinal fasciculus, anterior corona radiata, temporal stem, and white matter of the inferior temporal gyrus (P < 0.001, uncorrected for multiple comparisons). CONCLUSIONS: Brain change with aging is characterized by extensive shrinkage of white matter. Baseline white matter microstructure as indexed by DTI was associated with some of the observed regional volume loss. The findings suggest that both white matter volume loss and microstructural alterations should be considered more prominently in models of aging and neurodegenerative diseases.


Asunto(s)
Mapeo Encefálico , Encéfalo/patología , Leucoencefalopatías/diagnóstico , Adulto , Anciano , Anisotropía , Apolipoproteína E4/genética , Atrofia/patología , Imagen de Difusión por Resonancia Magnética , Imagen de Difusión Tensora , Femenino , Humanos , Masculino , Persona de Mediana Edad
8.
Brain Inj ; 28(8): 1135-8, 2014.
Artículo en Inglés | MEDLINE | ID: mdl-24655307

RESUMEN

BACKGROUND: Functional neuroimaging studies have observed preserved neural activation to personally relevant stimuli in patients within the disorders of consciousness (DOC) spectrum. As the majority of studies have focused on adult DOC patients, little is known about preserved activation in the developing brain of children with impaired consciousness. CASE STUDY: The aim of this study is to use fMRI to measure preserved neural activation to personally relevant stimuli (subject's own name and familiar voice) in a paediatric patient who sustained a traumatic brain injury and anoxic-ischaemia following a motor vehicle accident at 18 months of age rendering her probable for minimally conscious state. Contrasts revealed activation in the right middle frontal gyrus when hearing the subject's own name and the anterior supramarginal gyrus when hearing a familiar voice. CONCLUSION: This study provides preliminary support for fMRI as a method to measure preserved cognitive functioning in paediatric DOC patients.


Asunto(s)
Estimulación Acústica/métodos , Concienciación , Lesiones Encefálicas/fisiopatología , Cognición , Neuroimagen Funcional , Estado Vegetativo Persistente/fisiopatología , Corteza Auditiva/fisiopatología , Percepción Auditiva , Lesiones Encefálicas/psicología , Mapeo Encefálico , Niño , Femenino , Humanos , Imagen por Resonancia Magnética , Estado Vegetativo Persistente/psicología , Valor Predictivo de las Pruebas
9.
J Neurol ; 271(5): 2547-2559, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38282082

RESUMEN

This study aimed to investigate the clinical stratification of amyotrophic lateral sclerosis (ALS) patients in relation to in vivo cerebral degeneration. One hundred forty-nine ALS patients and one hundred forty-four healthy controls (HCs) were recruited from the Canadian ALS Neuroimaging Consortium (CALSNIC). Texture analysis was performed on T1-weighted scans to extract the texture feature "autocorrelation" (autoc), an imaging biomarker of cerebral degeneration. Patients were stratified at baseline into early and advanced disease stages based on criteria adapted from ALS clinical trials and the King's College staging system, as well as into slow and fast progressors (disease progression rates, DPR). Patients had increased autoc in the internal capsule. These changes extended beyond the internal capsule in early-stage patients (clinical trial-based criteria), fast progressors, and in advanced-stage patients (King's staging criteria). Longitudinal increases in autoc were observed in the postcentral gyrus, corticospinal tract, posterior cingulate cortex, and putamen; whereas decreases were observed in corpus callosum, caudate, central opercular cortex, and frontotemporal areas. Both longitudinal increases and decreases of autoc were observed in non-overlapping regions within insula and precentral gyrus. Within-criteria comparisons of autoc revealed more pronounced changes at baseline and longitudinally in early- (clinical trial-based criteria) and advanced-stage (King's staging criteria) patients and fast progressors. In summary, comparative patterns of baseline and longitudinal progression in cerebral degeneration are dependent on sub-group selection criteria, with clinical trial-based stratification insufficiently characterizing disease stage based on pathological cerebral burden.


Asunto(s)
Esclerosis Amiotrófica Lateral , Progresión de la Enfermedad , Imagen por Resonancia Magnética , Humanos , Esclerosis Amiotrófica Lateral/diagnóstico por imagen , Esclerosis Amiotrófica Lateral/patología , Masculino , Femenino , Persona de Mediana Edad , Anciano , Adulto , Encéfalo/diagnóstico por imagen , Encéfalo/patología , Índice de Severidad de la Enfermedad , Estudios Longitudinales , Corteza Cerebral/diagnóstico por imagen , Corteza Cerebral/patología
10.
J Neurosci ; 32(34): 11897-904, 2012 Aug 22.
Artículo en Inglés | MEDLINE | ID: mdl-23082321

RESUMEN

Caloric restriction (CR) reduces the pathological effects of aging and extends the lifespan in many species, including nonhuman primates, although the effect on the brain is less well characterized. We used two common indicators of aging, motor performance speed and brain iron deposition measured in vivo using magnetic resonance imaging, to determine the potential effect of CR on elderly rhesus macaques eating restricted (n=24, 13 males, 11 females) and standard (n=17, 8 males, 9 females) diets. Both the CR and control monkeys showed age-related increases in iron concentrations in globus pallidus (GP) and substantia nigra (SN), although the CR group had significantly less iron deposition in the GP, SN, red nucleus, and temporal cortex. A Diet X Age interaction revealed that CR modified age-related brain changes, evidenced as attenuation in the rate of iron accumulation in basal ganglia and parietal, temporal, and perirhinal cortex. Additionally, control monkeys had significantly slower fine motor performance on the Movement Assessment Panel, which was negatively correlated with iron accumulation in left SN and parietal lobe, although CR animals did not show this relationship. Our observations suggest that the CR-induced benefit of reduced iron deposition and preserved motor function may indicate neural protection similar to effects described previously in aging rodent and primate species.


Asunto(s)
Mapeo Encefálico , Encéfalo/metabolismo , Restricción Calórica , Hierro/metabolismo , Desempeño Psicomotor/fisiología , Envejecimiento , Animales , Ingestión de Alimentos/fisiología , Procesamiento Automatizado de Datos , Femenino , Procesamiento de Imagen Asistido por Computador , Hierro/sangre , Macaca mulatta , Imagen por Resonancia Magnética , Masculino , Análisis Multivariante , Estadística como Asunto
11.
J Cogn Neurosci ; 25(7): 1163-79, 2013 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-23384193

RESUMEN

fMRI studies have linked the posteromedial cortex to episodic learning (encoding) and remembering (retrieval) processes. The posteromedial cortex is considered part of the default network and tends to deactivate during encoding but activate during retrieval, a pattern known as the encoding/retrieval flip. Yet, the exact relationship between the neural correlates of memory performance (hit/miss) and memory stage (encoding/retrieval) and the extent of overlap with intrinsic cortical networks remains to be elucidated. Using task-based fMRI, we isolated the pattern of activity associated with memory performance, memory stage, and the interaction between both. Using resting-state fMRI, we identified which intrinsic large-scale functional networks overlapped with regions showing task-induced effects. Our results demonstrated an effect of successful memory performance in regions associated with the control network and an effect of unsuccessful memory performance in the ventral attention network. We found an effect of memory retrieval in brain regions that span the default and control networks. Finally, we found an interaction between memory performance and memory stage in brain regions associated with the default network, including the posteromedial cortex, posterior parietal cortex, and parahippocampal cortex. We discuss these findings in relation to the encoding/retrieval flip. In general, the findings demonstrate that task-induced effects cut across intrinsic cortical networks. Furthermore, regions within the default network display functional dissociations, and this may have implications for the neural underpinnings of age-related memory disorders.


Asunto(s)
Mapeo Encefálico , Corteza Cerebral/fisiología , Recuerdo Mental/fisiología , Vías Nerviosas/fisiología , Reconocimiento en Psicología/fisiología , Adulto , Análisis de Varianza , Corteza Cerebral/irrigación sanguínea , Femenino , Lateralidad Funcional/fisiología , Humanos , Procesamiento de Imagen Asistido por Computador , Modelos Lineales , Imagen por Resonancia Magnética , Masculino , Vías Nerviosas/irrigación sanguínea , Pruebas Neuropsicológicas , Oxígeno/sangre , Adulto Joven
12.
Neuroimage ; 66: 449-56, 2013 Feb 01.
Artículo en Inglés | MEDLINE | ID: mdl-23103689

RESUMEN

Network accounts of the progression of Alzheimer's disease (AD), based on cross-sectional brain imaging observations, postulate that the biological course of the disease is characterized by coordinated spatial patterns of brain change to distributed cognitive networks. This study tests this conjecture by quantifying inter-regional covariance in cortical gray matter atrophy rates in 317 Alzheimer's Disease Neuroimaging Initiative participants who were clinically diagnosed with amnestic mild cognitive impairment at baseline and underwent serial MRI at 6-month intervals over the course of 2years. A factor analysis model identified five factors (i.e. groupings of regions) that exhibited highly correlated rates of atrophy. Four groupings approximately corresponded to coordinated change within the posterior default mode network, prefrontal cortex, medial temporal lobe, and regions largely spared by the early pathological course of AD (i.e., sensorimotor and occipital cortex), while the fifth grouping represented diffuse, global atrophy. The data-driven observation of "frontal aging" superimposed upon medial temporal atrophy typical of early AD and default mode network changes supports the view that in individuals at high risk of eventual clinical AD, multiple patterns of distributed neuronal death corresponding to multiple biological substrates may be active.


Asunto(s)
Enfermedad de Alzheimer/patología , Encéfalo/patología , Disfunción Cognitiva/patología , Modelos Neurológicos , Anciano , Atrofia/patología , Progresión de la Enfermedad , Femenino , Humanos , Interpretación de Imagen Asistida por Computador , Estudios Longitudinales , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad
13.
Neuroimage ; 61(4): 1277-86, 2012 Jul 16.
Artículo en Inglés | MEDLINE | ID: mdl-22484411

RESUMEN

Functional MRI (fMRI) allows one to study task-related regional responses and task-dependent connectivity analysis using psychophysiological interaction (PPI) methods. The latter affords the additional opportunity to understand how brain regions interact in a task-dependent manner. The current implementation of PPI in Statistical Parametric Mapping (SPM8) is configured primarily to assess connectivity differences between two task conditions, when in practice fMRI tasks frequently employ more than two conditions. Here we evaluate how a generalized form of context-dependent PPI (gPPI; http://www.nitrc.org/projects/gppi), which is configured to automatically accommodate more than two task conditions in the same PPI model by spanning the entire experimental space, compares to the standard implementation in SPM8. These comparisons are made using both simulations and an empirical dataset. In the simulated dataset, we compare the interaction beta estimates to their expected values and model fit using the Akaike information criterion (AIC). We found that interaction beta estimates in gPPI were robust to different simulated data models, were not different from the expected beta value, and had better model fits than when using standard PPI (sPPI) methods. In the empirical dataset, we compare the model fit of the gPPI approach to sPPI. We found that the gPPI approach improved model fit compared to sPPI. There were several regions that became non-significant with gPPI. These regions all showed significantly better model fits with gPPI. Also, there were several regions where task-dependent connectivity was only detected using gPPI methods, also with improved model fit. Regions that were detected with all methods had more similar model fits. These results suggest that gPPI may have greater sensitivity and specificity than standard implementation in SPM. This notion is tempered slightly as there is no gold standard; however, data simulations with a known outcome support our conclusions about gPPI. In sum, the generalized form of context-dependent PPI approach has increased flexibility of statistical modeling, and potentially improves model fit, specificity to true negative findings, and sensitivity to true positive findings.


Asunto(s)
Mapeo Encefálico/métodos , Encéfalo/fisiología , Interpretación de Imagen Asistida por Computador/métodos , Modelos Neurológicos , Psicofisiología/métodos , Femenino , Humanos , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Sensibilidad y Especificidad
14.
J Int Neuropsychol Soc ; 18(6): 1006-18, 2012 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-22883443

RESUMEN

After traumatic injury, the brain undergoes a prolonged period of degenerative change that is paradoxically accompanied by cognitive recovery. The spatiotemporal pattern of atrophy and the specific relationships of atrophy to cognitive changes are ill understood. The present study used tensor-based morphometry and neuropsychological testing to examine brain volume loss in 17 traumatic brain injury (TBI) patients and 13 controls over a 4-year period. Patients were scanned at 2 months, 1 year, and 4 years post-injury. High-dimensional warping procedures were used to create change maps of each subject's brain for each of the two intervals. TBI patients experienced volume loss in both cortical areas and white matter regions during the first interval. We also observed continuing volume loss in extensive regions of white matter during the second interval. Neuropsychological correlations indicated that cognitive tasks were associated with subsequent volume loss in task-relevant regions. The extensive volume loss in brain white matter observed well beyond the first year post-injury suggests that the injured brain remains malleable for an extended period, and the neuropsychological relationships suggest that this volume loss may be associated with subtle cognitive improvements.


Asunto(s)
Lesiones Encefálicas/complicaciones , Lesiones Encefálicas/patología , Encéfalo/patología , Trastornos del Conocimiento/etiología , Imagen de Difusión por Resonancia Magnética , Fibras Nerviosas Mielínicas/patología , Adulto , Anisotropía , Atrofia , Mapeo Encefálico , Femenino , Humanos , Procesamiento de Imagen Asistido por Computador , Estudios Longitudinales , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Pruebas Neuropsicológicas , Estadísticas no Paramétricas , Adulto Joven
15.
Neurodegener Dis ; 9(4): 176-86, 2012.
Artículo en Inglés | MEDLINE | ID: mdl-22456451

RESUMEN

BACKGROUND: Previous studies have revealed that functional magnetic resonance imaging (fMRI) blood oxygen level-dependent (BOLD) signal in specific brain regions correlates with cross-sectional performance on standardized clinical trial measures in Alzheimer's disease (AD); however, the relationship between longitudinal change in fMRI-BOLD signal and neuropsychological performance remains unknown. OBJECTIVE: To identify changes in regional fMRI-BOLD activity that tracks change in neuropsychological performance in mild AD dementia over 6 months. METHODS: Twenty-four subjects (mean age 71.6) with mild AD dementia (mean Mini Mental State Examination 21.7, Global Clinical Dementia Rating 1.0) on stable donepezil dosing participated in two task-related fMRI sessions consisting of a face-name paired associative encoding memory paradigm 24 weeks apart during a randomized placebo-controlled pharmaco-fMRI drug study. Regression analysis was used to identify regions where the change in fMRI activity for Novel > Repeated stimulus contrast was associated with the change scores on postscan memory tests and the Free and Cued Selective Reminding Test (FCSRT). RESULTS: Correlations between changes in postscan memory accuracy and changes in fMRI activity were observed in regions including the angular gyrus, parahippocampal gyrus, inferior frontal gyrus and cerebellum. Correlations between changes in FCSRT-free recall and changes in fMRI were observed in regions including the inferior parietal lobule, precuneus, hippocampus and parahippocampal gyrus. CONCLUSION: Changes in encoding-related fMRI activity in regions implicated in mnemonic networks correlated with changes in psychometric measures of episodic memory retrieval performed outside the scanner. These exploratory results support the potential of fMRI activity to track cognitive change and detect signals of short-term pharmacologic effect in early-phase AD studies.


Asunto(s)
Enfermedad de Alzheimer/patología , Enfermedad de Alzheimer/fisiopatología , Cognición/fisiología , Imagen por Resonancia Magnética , Pruebas Neuropsicológicas , Oxígeno/sangre , Anciano , Enfermedad de Alzheimer/tratamiento farmacológico , Mapeo Encefálico , Donepezilo , Dopaminérgicos/uso terapéutico , Femenino , Humanos , Indanos/uso terapéutico , Estudios Longitudinales , Masculino , Memantina/uso terapéutico , Nootrópicos/uso terapéutico , Piperidinas/uso terapéutico , Análisis de Regresión
16.
Nat Commun ; 13(1): 6071, 2022 10 14.
Artículo en Inglés | MEDLINE | ID: mdl-36241887

RESUMEN

Genetic associations with macroscopic brain structure can provide insights into brain function and disease. However, specific associations with measures of local brain folding are largely under-explored. Here, we conducted large-scale genome- and exome-wide associations of regional cortical sulcal measures derived from magnetic resonance imaging scans of 40,169 individuals in UK Biobank. We discovered 388 regional brain folding associations across 77 genetic loci, with genes in associated loci enriched for expression in the cerebral cortex, neuronal development processes, and differential regulation during early brain development. We integrated brain eQTLs to refine genes for various loci, implicated several genes involved in neurodevelopmental disorders, and highlighted global genetic correlations with neuropsychiatric phenotypes. We provide an interactive 3D visualisation of our summary associations, emphasising added resolution of regional analyses. Our results offer new insights into the genetic architecture of brain folding and provide a resource for future studies of sulcal morphology in health and disease.


Asunto(s)
Bancos de Muestras Biológicas , Encéfalo , Encéfalo/diagnóstico por imagen , Corteza Cerebral/anatomía & histología , Estudio de Asociación del Genoma Completo , Humanos , Imagen por Resonancia Magnética , Reino Unido
17.
J Neurosci ; 30(23): 7940-7, 2010 Jun 09.
Artículo en Inglés | MEDLINE | ID: mdl-20534842

RESUMEN

Caloric restriction (CR) reduces the pathological effects of aging and extends the lifespan in many species, including nonhuman primates, although the effect on the brain is less well characterized. We used two common indicators of aging, motor performance speed and brain iron deposition measured in vivo using MRI, to determine the potential effect of CR on elderly rhesus macaques eating restricted (n = 24; 13 males, 11 females) and standard diets (n = 17; 8 males, 9 females). Both the CR and control monkeys showed age-related increases in iron concentrations in globus pallidus (GP) and substantia nigra (SN), although the CR group had significantly less iron deposition in the GP, SN, red nucleus, and temporal cortex. A diet x age interaction revealed that CR modified age-related brain changes, evidenced as attenuation in the rate of iron accumulation in basal ganglia and parietal, temporal, and perirhinal cortex. Additionally, control monkeys had significantly slower fine motor performance on the Movement Assessment Panel, which was negatively correlated with iron accumulation in left SN and parietal lobe, although CR animals did not show this relationship. Our observations suggest that the CR-induced benefit of reduced iron deposition and preserved motor function may indicate neural protection similar to effects described previously in aging rodent and primate species.


Asunto(s)
Envejecimiento/metabolismo , Encéfalo/metabolismo , Restricción Calórica , Hierro/metabolismo , Actividad Motora , Movimiento , Animales , Ganglios Basales/metabolismo , Restricción Calórica/métodos , Femenino , Globo Pálido/metabolismo , Macaca mulatta , Imagen por Resonancia Magnética , Masculino , Lóbulo Parietal/metabolismo , Núcleo Rojo/metabolismo , Sustancia Negra/metabolismo , Lóbulo Temporal/metabolismo
18.
Mov Disord ; 26(4): 614-20, 2011 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-21449008

RESUMEN

BACKGROUND: Rate of decline in 6-L-[(18)F]fluorodopa (FDOPA) uptake within the striatum has been reported as showing regional differences in Parkinson's disease (PD). METHODS: We acquired longitudinal brain FDOPA positron emission tomography (PET) studies in 26 PD subjects and 11 controls over 4.5 years. We analyzed both spatially normalized voxel-wise maps of radiotracer influx (Kocc) and average Kocc values for six non-overlapping volumes of interest (VOIs) encompassing the striatum. RESULTS: The voxel-wise analysis showed that in PD, FDOPA Kocc decline spanned the striatum but was greatest in the posterior putamen ipsilateral and anterior putamen contralateral to initial symptoms. The VOI approached showed that absolute rates of Kocc decline were significantly greater in PD than control subjects, but that the slope of decline did not differ between subregions. In PD, ratios of uptake between subregions did not change during the study with the exception of the ipsilateral putamen/caudate ratio. Decline rates were marginally greater during earlier time segments. Both male gender and advancing age were associated with lower baseline FDOPA uptake, but no difference in decline rates. VOI Kocc values were significantly correlated with disease duration, but only moderately correlated with clinical measures. DISCUSSION: We conclude that FDOPA uptake in subregions of the striatum is strongly correlated with disease duration and age, and declines approximately equally from symptom onset in PD. This implies that in idiopathic PD, relative preservation of uptake in the anterior striatum reflects a delay in pathologic involvement of nigrostriatal projections to this region.


Asunto(s)
Cuerpo Estriado/diagnóstico por imagen , Cuerpo Estriado/patología , Dihidroxifenilalanina/análogos & derivados , Dopaminérgicos , Enfermedad de Parkinson/patología , Adulto , Anciano , Mapeo Encefálico , Dihidroxifenilalanina/efectos de los fármacos , Dihidroxifenilalanina/farmacocinética , Dopaminérgicos/farmacocinética , Femenino , Radioisótopos de Flúor , Humanos , Modelos Lineales , Estudios Longitudinales , Imagen por Resonancia Magnética/métodos , Masculino , Persona de Mediana Edad , Enfermedad de Parkinson/diagnóstico por imagen , Factores de Tiempo , Tomografía Computarizada de Emisión/métodos
19.
Methods ; 50(3): 157-65, 2010 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-19883763

RESUMEN

Voxel-based morphometry studies have become increasingly common in human neuroimaging over the past several years; however, few studies have utilized this method to study morphometry changes in non-human primates. Here we describe the application of voxel-wise morphometry methods to the rhesus macaque (Macaca mulatta) using the 112RM-SL template and priors (McLaren et al. (2009) [42]) and as an illustrative example we describe age-associated changes in grey matter morphometry. Specifically, we evaluated the unified segmentation routine implemented using Statistical Parametric Mapping (SPM) software and the FMRIB's Automated Segmentation Tool (FAST) in the FMRIB Software Library (FSL); the effect of varying the smoothing kernel; and the effect of the normalization routine. We found that when studying non-human primates, brain images need less smoothing than in human studies, 2-4mm FWHM. Using flow field deformations (DARTEL) improved inter-subject alignment leading to results that were more likely due to morphometry differences as opposed to registration differences.


Asunto(s)
Encéfalo/anatomía & histología , Procesamiento de Imagen Asistido por Computador/métodos , Imagen por Resonancia Magnética/métodos , Programas Informáticos , Animales , Mapeo Encefálico , Macaca mulatta , Cómputos Matemáticos
20.
Brain ; 132(Pt 2): 383-91, 2009 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-18829694

RESUMEN

First-degree family history (FH) of sporadic Alzheimer's disease and the apolipoprotein E epsilon4 allele (APOE4) are risk factors for Alzheimer's disease that may affect brain function prior to onset of clinical symptoms. In this functional MRI (fMRI) study, we used an episodic recognition task that required discrimination of previously viewed (PV) and novel (NV) faces to examine differences in blood oxygen level dependent (BOLD) signal due to risk factors in 74 middle-aged cognitively normal individuals. The group effects on this recognition task were tested with a 2 x 2 ANCOVA factorial design (+FH/-FH and +APOE4/-APOE4). There were significant APOE4 and FH effects in the left dorsal posterior cingulate cortex and precuneus, where decreased risk resulted in greater activity during recollection. Recognition performance was positively correlated with BOLD signal in the left posterior hippocampus, parahippocampal-retrosplenial gyrus and left superior frontal cortex regardless of risk factors. To examine condition-specific group effects, both the PV and NV faces were tested further in separate 2 x 2 ANCOVAs. Both models revealed an APOE effect, with the -APOE4 group showing stronger signal than the +APOE4 group in anterior cingulate cortices, while a FH effect was found in the dorsal cuneus and medial frontal cortices with the -FH group showing stronger signal than the +FH group. Finally, interactions between APOE4 and FH effects were found bilaterally in the fusiform gyrus. These results suggest that risk factors and cognitive performance each influence brain activity during recognition. The findings lend further support to the idea that functional brain changes may begin far in advance of symptomatic Alzheimer's disease.


Asunto(s)
Enfermedad de Alzheimer/genética , Apolipoproteína E4/genética , Procesamiento de Imagen Asistido por Computador , Reconocimiento en Psicología , Enfermedad de Alzheimer/fisiopatología , Análisis de Varianza , Estudios de Casos y Controles , Familia , Femenino , Genotipo , Heterocigoto , Humanos , Imagen por Resonancia Magnética , Masculino , Persona de Mediana Edad , Pruebas Neuropsicológicas , Factores de Riesgo , Lóbulo Temporal/fisiopatología
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