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2.
Hum Brain Mapp ; 36(4): 1233-44, 2015 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-25640476

RESUMO

The trajectory of the developing brain is characterized by a sequence of complex, nonlinear patterns that occur at systematic stages of maturation. Although significant prior neuroimaging research has shed light on these patterns, the challenge of accurately characterizing brain maturation, and identifying areas of accelerated or delayed development, remains. Altered brain development, particularly during the earliest stages of life, is believed to be associated with many neurological and neuropsychiatric disorders. In this work, we develop a framework to construct voxel-wise estimates of brain age based on magnetic resonance imaging measures sensitive to myelin content. 198 myelin water fraction (VF(M) ) maps were acquired from healthy male and female infants and toddlers, 3 to 48 months of age, and used to train a sigmoidal-based maturational model. The validity of the approach was then established by testing the model on 129 different VF(M) datasets. Results revealed the approach to have high accuracy, with a mean absolute percent error of 13% in males and 14% in females, and high predictive ability, with correlation coefficients between estimated and true ages of 0.945 in males and 0.94 in females. This work represents a new approach toward mapping brain maturity, and may provide a more faithful staging of brain maturation in infants beyond chronological or gestation-corrected age, allowing earlier identification of atypical regional brain development.


Assuntos
Encéfalo/crescimento & desenvolvimento , Imageamento por Ressonância Magnética/métodos , Substância Branca/crescimento & desenvolvimento , Desenvolvimento Infantil , Pré-Escolar , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Lactente , Masculino , Bainha de Mielina , Dinâmica não Linear , Água
3.
Hum Brain Mapp ; 35(9): 4475-87, 2014 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-24578096

RESUMO

The normal myelination of neuronal axons is essential to neurodevelopment, allowing fast inter-neuronal communication. The most dynamic period of myelination occurs in the first few years of life, in concert with a dramatic increase in cognitive abilities. How these processes relate, however, is still unclear. Here we aimed to use a data-driven technique to parcellate developing white matter into regions with consistent white matter growth trajectories and investigate how these regions related to cognitive development. In a large sample of 183 children aged 3 months to 4 years, we calculated whole brain myelin volume fraction (VFM ) maps using quantitative multicomponent relaxometry. We used spatial independent component analysis (ICA) to blindly segment these quantitative VFM images into anatomically meaningful parcels with distinct developmental trajectories. We further investigated the relationship of these trajectories with standardized cognitive scores in the same children. The resulting components represented a mix of unilateral and bilateral white matter regions (e.g., cortico-spinal tract, genu and splenium of the corpus callosum, white matter underlying the inferior frontal gyrus) as well as structured noise (misregistration, image artifact). The trajectories of these regions were associated with individual differences in cognitive abilities. Specifically, components in white matter underlying frontal and temporal cortices showed significant relationships to expressive and receptive language abilities. Many of these relationships had a significant interaction with age, with VFM becoming more strongly associated with language skills with age. These data provide evidence for a changing coupling between developing myelin and cognitive development.


Assuntos
Encéfalo/anatomia & histologia , Encéfalo/crescimento & desenvolvimento , Desenvolvimento Infantil , Cognição , Substância Branca/anatomia & histologia , Substância Branca/crescimento & desenvolvimento , Pré-Escolar , Feminino , Humanos , Processamento de Imagem Assistida por Computador/métodos , Lactente , Idioma , Imageamento por Ressonância Magnética , Masculino , Destreza Motora , Fibras Nervosas Mielinizadas , Dinâmica não Linear , Testes Psicológicos
4.
Neuroimage ; 84: 742-52, 2014 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-24095814

RESUMO

An emerging hypothesis in developmental and behavioral disorders is that they arise from disorganized brain messaging or reduced connectivity. Given the importance of myelin to efficient brain communication, characterization of myelin development in infancy and childhood may provide salient information related to early connectivity deficits. In this work, we investigate regional and whole brain growth trajectories of the myelin water fraction, a quantitative magnetic resonance imaging measure sensitive and specific to myelin content, in data acquired from 122 healthy male children from 3 to 60months of age. We examine common growth functions to find the most representative model of myelin maturation and subsequently use the best of these models to develop a continuous population-averaged, four-dimensional model of normative myelination. Through comparisons with an independent sample of 63 male children across the same age span, we show that the developed model is representative of this population. This work contributes to understanding the trajectory of myelination in healthy infants and toddlers, furthering our knowledge of early brain development, and provides a model that may be useful for identifying developmental abnormalities.


Assuntos
Encéfalo/crescimento & desenvolvimento , Modelos Neurológicos , Bainha de Mielina , Fibras Nervosas Mielinizadas , Neurogênese , Encéfalo/citologia , Pré-Escolar , Humanos , Lactente , Imageamento por Ressonância Magnética , Masculino
5.
JAMA Neurol ; 71(1): 11-22, 2014 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-24276092

RESUMO

IMPORTANCE: Converging evidence suggests brain structure alterations may precede overt cognitive impairment in Alzheimer disease by several decades. Early detection of these alterations holds inherent value for the development and evaluation of preventive treatment therapies. OBJECTIVE: To compare magnetic resonance imaging measurements of white matter myelin water fraction (MWF) and gray matter volume (GMV) in healthy infant carriers and noncarriers of the apolipoprotein E (APOE) ε4 allele, the major susceptibility gene for late-onset AD. DESIGN, SETTING, AND PARTICIPANTS: Quiet magnetic resonance imaging was performed at an academic research imaging center on 162 healthy, typically developing 2- to 25-month-old infants with no family history of Alzheimer disease or other neurological or psychiatric disorders. Cross-sectional measurements were compared in the APOE ε4 carrier and noncarrier groups. White matter MWF was compared in one hundred sixty-two 2- to 25-month-old sleeping infants (60 ε4 carriers and 102 noncarriers). Gray matter volume was compared in a subset of fifty-nine 6- to 25-month-old infants (23 ε4 carriers and 36 noncarriers), who remained asleep during the scanning session. The carrier and noncarrier groups were matched for age, gestational duration, birth weight, sex ratio, maternal age, education, and socioeconomic status. MAIN OUTCOMES AND MEASURES: Automated algorithms compared regional white matter MWF and GMV in the carrier and noncarrier groups and characterized their associations with age. RESULTS: Infant ε4 carriers had lower MWF and GMV measurements than noncarriers in precuneus, posterior/middle cingulate, lateral temporal, and medial occipitotemporal regions, areas preferentially affected by AD, and greater MWF and GMV measurements in extensive frontal regions and measurements were also significant in the subset of 2- to 6-month-old infants (MWF differences, P < .05, after correction for multiple comparisons; GMV differences, P < .001, uncorrected for multiple comparisons). Infant ε4 carriers also exhibited an attenuated relationship between MWF and age in posterior white matter regions. CONCLUSIONS AND RELEVANCE: While our findings should be considered preliminary, this study demonstrates some of the earliest brain changes associated with the genetic predisposition to AD. It raises new questions about the role of APOE in normal human brain development, the extent to which these processes are related to subsequent AD pathology, and whether they could be targeted by AD prevention therapies.


Assuntos
Doença de Alzheimer/patologia , Cérebro/patologia , Predisposição Genética para Doença , Heterozigoto , Imageamento por Ressonância Magnética/métodos , Idade de Início , Alelos , Doença de Alzheimer/diagnóstico , Doença de Alzheimer/genética , Apolipoproteína E4/genética , Pré-Escolar , Estudos Transversais , Diagnóstico Precoce , Variação Genética , Humanos , Lactente , Imageamento por Ressonância Magnética/instrumentação
6.
Pediatr Radiol ; 44(1): 64-72, 2014 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-23917588

RESUMO

BACKGROUND: Etiological studies of many neurological and psychiatric disorders are increasingly turning toward longitudinal investigations of infant brain development in order to discern predisposing structural and/or functional differences prior to the onset of overt clinical symptoms. While MRI provides a noninvasive window into the developing brain, MRI of infants and toddlers is challenging due to the modality's extreme motion sensitivity and children's difficulty in remaining still during image acquisition. OBJECTIVE: Here, we outline a broad research protocol for successful MRI of children under 4 years of age during natural, non-sedated sleep. MATERIALS AND METHODS: All children were imaged during natural, non-sedated sleep. Active and passive measures to reduce acoustic noise were implemented to reduce the likelihood of the children waking up during acquisition. Foam cushions and vacuum immobilizers were used to limit intra-scan motion artifacts. RESULTS: More than 380 MRI datasets have been successfully acquired from 220 children younger than 4 years of age within the past 39 months. Implemented measures permitted children to remain asleep for the duration of the scan and allowed the data to be acquired with an overall 97% success rate. CONCLUSION: The proposed method greatly advances current pediatric imaging techniques and may be readily implemented in other research and clinical settings to facilitate and further improve pediatric neuroimaging.


Assuntos
Encéfalo/anatomia & histologia , Encéfalo/fisiologia , Imageamento por Ressonância Magnética/instrumentação , Neuroimagem/instrumentação , Posicionamento do Paciente/instrumentação , Restrição Física/instrumentação , Sono/fisiologia , Pré-Escolar , Sedação Consciente , Desenho de Equipamento , Análise de Falha de Equipamento , Humanos , Aumento da Imagem/instrumentação , Aumento da Imagem/métodos , Lactente , Imageamento por Ressonância Magnética/métodos , Masculino , Neuroimagem/métodos , Posicionamento do Paciente/métodos , Reprodutibilidade dos Testes , Restrição Física/métodos , Sensibilidade e Especificidade
7.
J Neurosci ; 33(41): 16170-7, 2013 Oct 09.
Artigo em Inglês | MEDLINE | ID: mdl-24107949

RESUMO

The human brain is asymmetric in gross structure as well as functional organization. However, the developmental basis and trajectory of this asymmetry is unclear, and its relationship(s) to functional and cognitive development, especially language, remain to be fully elucidated. During infancy and early childhood, in concert with cortical gray matter growth, underlying axonal bundles become progressively myelinated. This myelination is critical for efficient and coherent interneuronal communication and, as revealed in animal studies, the degree of myelination changes in response to environment and neuronal activity. Using a novel quantitative magnetic resonance imaging method to investigate myelin content in vivo in human infants and young children, we investigated gross asymmetry of myelin in a large cohort of 108 typically developing children between 1 and 6 years of age, hypothesizing that asymmetry would predict language abilities in this cohort. While asymmetry of myelin content was evident in multiple cortical and subcortical regions, language ability was predicted only by leftward asymmetry of caudate and frontal cortex myelin content and rightward asymmetry in the extreme capsule. Importantly, the influence of this asymmetry was found to change with age, suggesting an age-specific influence of structure and myelin on language function. The relationship between language ability and asymmetry of myelin stabilized at ∼4 years, indicating anatomical evidence for a critical time during development before which environmental influence on cognition may be greatest.


Assuntos
Encéfalo/crescimento & desenvolvimento , Lateralidade Funcional/fisiologia , Desenvolvimento da Linguagem , Fibras Nervosas Mielinizadas/fisiologia , Criança , Pré-Escolar , Feminino , Humanos , Interpretação de Imagem Assistida por Computador , Lactente , Imageamento por Ressonância Magnética , Masculino
8.
Neuroimage ; 82: 77-86, 2013 Nov 15.
Artigo em Inglês | MEDLINE | ID: mdl-23721722

RESUMO

Does breastfeeding alter early brain development? The prevailing consensus from large epidemiological studies posits that early exclusive breastfeeding is associated with improved measures of IQ and cognitive functioning in later childhood and adolescence. Prior morphometric brain imaging studies support these findings, revealing increased white matter and sub-cortical gray matter volume, and parietal lobe cortical thickness, associated with IQ, in adolescents who were breastfed as infants compared to those who were exclusively formula-fed. Yet it remains unknown when these structural differences first manifest and when developmental differences that predict later performance improvements can be detected. In this study, we used quiet magnetic resonance imaging (MRI) scans to compare measures of white matter microstructure (mcDESPOT measures of myelin water fraction) in 133 healthy children from 10 months through 4 years of age, who were either exclusively breastfed a minimum of 3 months; exclusively formula-fed; or received a mixture of breast milk and formula. We also examined the relationship between breastfeeding duration and white matter microstructure. Breastfed children exhibited increased white matter development in later maturing frontal and association brain regions. Positive relationships between white matter microstructure and breastfeeding duration are also exhibited in several brain regions, that are anatomically consistent with observed improvements in cognitive and behavioral performance measures. While the mechanisms underlying these structural differences remains unclear, our findings provide new insight into the earliest developmental advantages associated with breastfeeding, and support the hypothesis that breast milk constituents promote healthy neural growth and white matter development.


Assuntos
Encéfalo/crescimento & desenvolvimento , Aleitamento Materno , Fibras Nervosas Mielinizadas/ultraestrutura , Pré-Escolar , Estudos Transversais , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Lactente , Imageamento por Ressonância Magnética , Masculino
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