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1.
bioRxiv ; 2024 Feb 13.
Artigo em Inglês | MEDLINE | ID: mdl-38405710

RESUMO

The third trimester of human gestation is characterised by rapid increases in brain volume and cortical surface area. A growing catalogue of cells in the prenatal brain has revealed remarkable molecular diversity across cortical areas.1,2 Despite this, little is known about how this translates into the patterns of differential cortical expansion observed in humans during the latter stages of gestation. Here we present a new resource, µBrain, to facilitate knowledge translation between molecular and anatomical descriptions of the prenatal developing brain. Built using generative artificial intelligence, µBrain is a three-dimensional cellular-resolution digital atlas combining publicly-available serial sections of the postmortem human brain at 21 weeks gestation3 with bulk tissue microarray data, sampled across 29 cortical regions and 5 transient tissue zones.4 Using µBrain, we evaluate the molecular signatures of preferentially-expanded cortical regions during human gestation, quantified in utero using magnetic resonance imaging (MRI). We find that differences in the rates of expansion across cortical areas during gestation respect anatomical and evolutionary boundaries between cortical types5 and are founded upon extended periods of upper-layer cortical neuron migration that continue beyond mid-gestation. We identify a set of genes that are upregulated from mid-gestation and highly expressed in rapidly expanding neocortex, which are implicated in genetic disorders with cognitive sequelae. Our findings demonstrate a spatial coupling between areal differences in the timing of neurogenesis and rates of expansion across the neocortical sheet during the prenatal epoch. The µBrain atlas is available from: https://garedaba.github.io/micro-brain/ and provides a new tool to comprehensively map early brain development across domains, model systems and resolution scales.

3.
Nature ; 604(7906): 525-533, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-35388223

RESUMO

Over the past few decades, neuroimaging has become a ubiquitous tool in basic research and clinical studies of the human brain. However, no reference standards currently exist to quantify individual differences in neuroimaging metrics over time, in contrast to growth charts for anthropometric traits such as height and weight1. Here we assemble an interactive open resource to benchmark brain morphology derived from any current or future sample of MRI data ( http://www.brainchart.io/ ). With the goal of basing these reference charts on the largest and most inclusive dataset available, acknowledging limitations due to known biases of MRI studies relative to the diversity of the global population, we aggregated 123,984 MRI scans, across more than 100 primary studies, from 101,457 human participants between 115 days post-conception to 100 years of age. MRI metrics were quantified by centile scores, relative to non-linear trajectories2 of brain structural changes, and rates of change, over the lifespan. Brain charts identified previously unreported neurodevelopmental milestones3, showed high stability of individuals across longitudinal assessments, and demonstrated robustness to technical and methodological differences between primary studies. Centile scores showed increased heritability compared with non-centiled MRI phenotypes, and provided a standardized measure of atypical brain structure that revealed patterns of neuroanatomical variation across neurological and psychiatric disorders. In summary, brain charts are an essential step towards robust quantification of individual variation benchmarked to normative trajectories in multiple, commonly used neuroimaging phenotypes.


Assuntos
Encéfalo , Longevidade , Estatura , Encéfalo/anatomia & histologia , Humanos , Imageamento por Ressonância Magnética/métodos , Neuroimagem
4.
J Pharm Sci ; 111(3): 818-824, 2022 03.
Artigo em Inglês | MEDLINE | ID: mdl-34890631

RESUMO

Amorphous pharmaceuticals often possess a wide range of molecular conformations and bonding arrangements. The x-ray pair distribution function (PDF) method is a powerful technique for the characterization of variations in both intra-molecular and inter-molecular packing arrangements. Here, the x-ray PDF of amorphous Indomethacin is shown to be particularly sensitive to the preferred orientations of the chlorobenzyl ring found in isomers in the crystalline state. In some cases, the chlorobenzyl ring has no preferred torsional angle in the amorphous form, while in others evidence of distinct isomer orientations are observed. Amorphous samples with no preferred torsion angles of the chlorobenzyl ring are found to favor enhanced inter-molecular hydrogen bonding, and this is reflected in the intensity of the first sharp diffraction peak. These significant variations in structure rule out amorphous Indomethacin as a possible standard for x-ray PDF measurements. At high humidity, time resolved PDF's for >40 h reveal water molecules forming hydrogen bonds with Indomethacin molecules. A simple linear hydrogen bond model indicates that water molecules in the wet amorphous form have similar hydrogen bond strengths to those found between Indomethacin dimers or chains in the dry amorphous form.


Assuntos
Indometacina , Polímeros , Ligação de Hidrogênio , Indometacina/química , Água , Difração de Raios X
5.
Lett Appl Microbiol ; 74(2): 247-257, 2022 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-34826147

RESUMO

Although the microbiology laboratory paradigm has increasingly changed from manual to automated procedures, and from functional to molecular methods, traditional culture methods remain vital. Using inexpensive desktop fused filament fabrication 3D printing, we designed, produced and tested rapid prototypes of customised labware for microbial culture namely frames to make dip slides, inoculation loops, multi-pin replicators, and multi-well culture plates for solid medium. These customised components were used to plate out samples onto solid media in various formats, and we illustrate how they can be suitable for many microbiological methods such as minimum inhibitory concentration tests, or for directly detecting pathogens from mastitis samples, illustrating the flexibility of rapid-prototyped culture consumable parts for streamlining microbiological methods. We describe the methodology needed for microbiologists to develop their own novel and unique tools, or to fabricate and customise existing consumables. A workflow is presented for designing and 3D printing labware and quickly producing easy-to-sterilise and re-useable plastic parts of great utility in the microbiology laboratory.


Assuntos
Laboratórios , Impressão Tridimensional , Meios de Cultura , Plásticos , Fluxo de Trabalho
6.
Neuroradiology ; 63(4): 573-583, 2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-33123752

RESUMO

PURPOSE: Diffusion magnetic resonance imaging (dMRI) studies report altered white matter (WM) development in preterm infants. Neurite orientation dispersion and density imaging (NODDI) metrics provide more realistic estimations of neurite architecture in vivo compared with standard diffusion tensor imaging (DTI) metrics. This study investigated microstructural maturation of WM in preterm neonates scanned between 25 and 45 weeks postmenstrual age (PMA) with normal neurodevelopmental outcomes at 2 years using DTI and NODDI metrics. METHODS: Thirty-one neonates (n = 17 male) with median (range) gestational age (GA) 32+1 weeks (24+2-36+4) underwent 3 T brain MRI at median (range) post menstrual age (PMA) 35+2 weeks (25+3-43+1). WM tracts (cingulum, fornix, corticospinal tract (CST), inferior longitudinal fasciculus (ILF), optic radiations) were delineated using constrained spherical deconvolution and probabilistic tractography in MRtrix3. DTI and NODDI metrics were extracted for the whole tract and cross-sections along each tract to assess regional development. RESULTS: PMA at scan positively correlated with fractional anisotropy (FA) in the CST, fornix and optic radiations and neurite density index (NDI) in the cingulum, CST and fornix and negatively correlated with mean diffusivity (MD) in all tracts. A multilinear regression model demonstrated PMA at scan influenced all diffusion measures, GA and GAxPMA at scan influenced FA, MD and NDI and gender affected NDI. Cross-sectional analyses revealed asynchronous WM maturation within and between WM tracts.). CONCLUSION: We describe normal WM maturation in preterm neonates with normal neurodevelopmental outcomes. NODDI can enhance our understanding of WM maturation compared with standard DTI metrics alone.


Assuntos
Substância Branca , Encéfalo/diagnóstico por imagem , Estudos Transversais , Imagem de Difusão por Ressonância Magnética , Imagem de Tensor de Difusão , Humanos , Lactente , Recém-Nascido , Recém-Nascido Prematuro , Imageamento por Ressonância Magnética , Masculino , Substância Branca/diagnóstico por imagem
7.
Cereb Cortex ; 31(3): 1827-1836, 2021 02 05.
Artigo em Inglês | MEDLINE | ID: mdl-33207366

RESUMO

Following birth, infants must immediately process and rapidly adapt to the array of unknown sensory experiences associated with their new ex-utero environment. However, although it is known that unimodal stimuli induce activity in the corresponding primary sensory cortices of the newborn brain, it is unclear how multimodal stimuli are processed and integrated across modalities. The latter is essential for learning and understanding environmental contingencies through encoding relationships between sensory experiences; and ultimately likely subserves development of life-long skills such as speech and language. Here, for the first time, we map the intracerebral processing which underlies auditory-sensorimotor classical conditioning in a group of 13 neonates (median gestational age at birth: 38 weeks + 4 days, range: 32 weeks + 2 days to 41 weeks + 6 days; median postmenstrual age at scan: 40 weeks + 5 days, range: 38 weeks + 3 days to 42 weeks + 1 days) with blood-oxygen-level-dependent (BOLD) functional magnetic resonance imaging (MRI) and magnetic resonance (MR) compatible robotics. We demonstrate that classical conditioning can induce crossmodal changes within putative unimodal sensory cortex even in the absence of its archetypal substrate. Our results also suggest that multimodal learning is associated with network wide activity within the conditioned neural system. These findings suggest that in early life, external multimodal sensory stimulation and integration shapes activity in the developing cortex and may influence its associated functional network architecture.


Assuntos
Córtex Cerebral/fisiologia , Recém-Nascido/fisiologia , Aprendizagem/fisiologia , Estimulação Acústica , Mapeamento Encefálico/métodos , Condicionamento Clássico , Feminino , Humanos , Imageamento por Ressonância Magnética/métodos , Masculino
8.
J Psychiatr Res ; 131: 160-168, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-32977236

RESUMO

Maternal ante- and postnatal anxiety have been associated with children's socio-emotional development. Moreover, maternal anxiety has been studied as both a contributing factor and consequence of preterm birth, and children born preterm are more likely to develop behavioural problems compared to term-born controls. This study investigated the association between maternal anxiety measured soon after birth and mental health in 215 ex-preterm children, born at <33 weeks, who participated in the Evaluation of Preterm Imaging Study. Children were followed-up at a median age of 4.6 years (range 4.2-6.6), and received behavioural and cognitive evaluation. Maternal trait anxiety was assessed with the Spielberger State-Trait Anxiety Index at term corrected age. Primary outcome measures were children's Strengths and Difficulties Questionnaire (SDQ) and Social Responsiveness Scale 2 (SRS-2) scores, indicative of generalised psychopathology and autism symptomatology, respectively. IQ was assessed with the Wechsler Preschool and Primary Scales of Intelligence. The final sample, after excluding participants with missing data and multiple pregnancy (n = 75), consisted of 140 children (51.4% male). Results showed that increased maternal trait anxiety at term corrected age was associated with children's higher SDQ scores (ß = 0.25, 95% CI 0.09-0.41, p = 0.003, f2 = 0.08) and SRS-2 scores (ß = 0.15, 95% CI 0.02-0.28, p = 0.03, f2 = 0.04). Our findings indicate that children born preterm whose mothers are more anxious in the early postnatal period may show poorer mental health outcomes at pre-school age. Further research is needed to investigate preventative measures that can be offered to high-risk premature babies and their families.


Assuntos
Nascimento Prematuro , Ansiedade/epidemiologia , Criança , Pré-Escolar , Emoções , Feminino , Humanos , Lactente , Recém-Nascido , Inteligência , Masculino , Mães , Gravidez , Nascimento Prematuro/epidemiologia
9.
AJNR Am J Neuroradiol ; 41(8): 1509-1516, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32796100

RESUMO

BACKGROUND AND PURPOSE: Brain MR imaging at term-equivalent age is a useful tool to define brain injury in preterm infants. We report pragmatic clinical radiological assessment of images from a large unselected cohort of preterm infants imaged at term and document the spectrum and frequency of acquired brain lesions and their relation to outcomes at 20 months. MATERIALS AND METHODS: Infants born at <33 weeks' gestation were recruited from South and North West London neonatal units and imaged in a single center at 3T at term-equivalent age. At 20 months' corrected age, they were invited for neurodevelopmental assessment. The frequency of acquired brain lesions and the sensitivity, specificity, and negative and positive predictive values for motor, cognitive, and language outcomes were calculated, and corpus callosal thinning and ventricular dilation were qualitatively assessed. RESULTS: Five hundred four infants underwent 3T MR imaging at term-equivalent age; 477 attended for assessment. Seventy-six percent of infants had acquired lesions, which included periventricular leukomalacia, hemorrhagic parenchymal infarction, germinal matrix-intraventricular hemorrhage, punctate white matter lesions, cerebellar hemorrhage, and subependymal cysts. All infants with periventricular leukomalacia, and 60% of those with hemorrhagic parenchymal infarction had abnormal motor outcomes. Routine 3T MR imaging of the brain at term-equivalent age in an unselected preterm population that demonstrates no focal lesion is 45% sensitive and 61% specific for normal neurodevelopment at 20 months and 17% sensitive and 94% specific for a normal motor outcome. CONCLUSIONS: Acquired brain lesions are common in preterm infants routinely imaged at term-equivalent age, but not all predict an adverse neurodevelopmental outcome.


Assuntos
Encefalopatias/patologia , Deficiências do Desenvolvimento/etiologia , Doenças do Prematuro/patologia , Encefalopatias/diagnóstico por imagem , Encefalopatias/epidemiologia , Estudos de Coortes , Deficiências do Desenvolvimento/epidemiologia , Feminino , Idade Gestacional , Humanos , Lactente , Recém-Nascido , Recém-Nascido Prematuro , Doenças do Prematuro/diagnóstico por imagem , Doenças do Prematuro/epidemiologia , Imageamento por Ressonância Magnética/métodos , Masculino
10.
Artigo em Inglês | MEDLINE | ID: mdl-30392581

RESUMO

Docosahexaenoic acid (DHA) and arachidonic acid (ArA) are essential brain specific fatty acids (BSFA) for mammalian central nervous system development. Human brains have accelerated growth with significant increase in cerebral content of ArA and DHA during the last trimester of pregnancy and first postnatal months. This randomized double blind placebo controlled single centre trial assessed the impact of BSFA supplementation in pregnancy on newborn infants' brain volumes. Eighty six infants born to study mothers had brain magnetic resonance imaging (MRI) scans soon after birth. Total and regional brain volumes were analyzed and related to maternal supplementation group. Males born to the BSFA supplemented mothers had significantly larger total brain volumes, total gray matter, corpus callosum and cortical volumes when compared to the placebo group. This is the first study to show maternal BSFA supplementation enhances newborn infants' brain size and suggests differential sex sensitivity of fetal brains to pregnancy BSFA status.


Assuntos
Ácido Araquidônico/administração & dosagem , Encéfalo/diagnóstico por imagem , Suplementos Nutricionais , Ácidos Docosa-Hexaenoicos/administração & dosagem , Imageamento por Ressonância Magnética , Terceiro Trimestre da Gravidez , Adulto , Encéfalo/embriologia , Método Duplo-Cego , Feminino , Humanos , Recém-Nascido , Masculino , Gravidez
11.
Cereb Cortex ; 28(7): 2507-2515, 2018 07 01.
Artigo em Inglês | MEDLINE | ID: mdl-29901788

RESUMO

In the mature mammalian brain, the primary somatosensory and motor cortices are known to be spatially organized such that neural activity relating to specific body parts can be somatopically mapped onto an anatomical "homunculus". This organization creates an internal body representation which is fundamental for precise motor control, spatial awareness and social interaction. Although it is unknown when this organization develops in humans, animal studies suggest that it may emerge even before the time of normal birth. We therefore characterized the somatotopic organization of the primary sensorimotor cortices using functional MRI and a set of custom-made robotic tools in 35 healthy preterm infants aged from 31 + 6 to 36 + 3 weeks postmenstrual age. Functional responses induced by somatosensory stimulation of the wrists, ankles, and mouth had a distinct spatial organization as seen in the characteristic mature homunculus map. In comparison to the ankle, activation related to wrist stimulation was significantly larger and more commonly involved additional areas including the supplementary motor area and ipsilateral sensorimotor cortex. These results are in keeping with early intrinsic determination of a somatotopic map within the primary sensorimotor cortices. This may explain why acquired brain injury in this region during the preterm period cannot be compensated for by cortical reorganization and therefore can lead to long-lasting motor and sensory impairment.


Assuntos
Vias Aferentes/fisiologia , Mapeamento Encefálico , Nascimento Prematuro/patologia , Córtex Sensório-Motor/crescimento & desenvolvimento , Córtex Sensório-Motor/patologia , Fatores Etários , Tornozelo/inervação , Feminino , Lateralidade Funcional , Humanos , Processamento de Imagem Assistida por Computador , Lactente , Recém-Nascido Prematuro , Imageamento por Ressonância Magnética , Masculino , Boca/inervação , Oxigênio/sangue , Estimulação Física , Nascimento Prematuro/fisiopatologia , Córtex Sensório-Motor/diagnóstico por imagem , Punho/inervação
12.
Brain Struct Funct ; 223(7): 3107-3119, 2018 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-29752588

RESUMO

In human adults, ventral extra-striate visual cortex contains a mosaic of functionally specialized areas, some responding preferentially to natural visual categories such as faces (fusiform face area) or places (parahippocampal place area) and others to cultural inventions such as written words and numbers (visual word form and number form areas). It has been hypothesized that this mosaic arises from innate biases in cortico-cortical connectivity. We tested this hypothesis by examining functional resting-state correlation at birth using fMRI data from full-term human newborns. The results revealed that ventral visual regions are functionally connected with their contra-lateral homologous regions and also exhibit distinct patterns of long-distance functional correlation with anterior associative regions. A mesial-to-lateral organization was observed, with the signal of the more lateral regions, including the sites of visual word and number form areas, exhibiting higher correlations with voxels of the prefrontal, inferior parietal and temporal cortices, including language areas. Finally, we observed hemispheric asymmetries in the functional correlation of key areas of the language network that may influence later adult hemispheric lateralization. We suggest that long-distance circuits present at birth constrain the subsequent functional differentiation of the ventral visual cortex.


Assuntos
Mapeamento Encefálico , Córtex Visual/diagnóstico por imagem , Córtex Visual/fisiologia , Estudos de Coortes , Dominância Cerebral/fisiologia , Feminino , Humanos , Recém-Nascido , Londres , Imageamento por Ressonância Magnética , Masculino , Análise de Regressão , Suécia , Vias Visuais
13.
Scand J Immunol ; 87(6): e12666, 2018 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-29667229

RESUMO

Toll-like receptors (TLR) are critical mediators of the immune system with their activation linked to infection, inflammation and the pathogenesis of immune diseases including autoimmunity and cancer. For this reason, over the last 2 decades, TLR and their associated signalling pathways have been targeted therapeutically to enhance innate and adaptive immunity. Several TLR ligands, both endogenous and synthetic are at various phases of clinical testing, and new ligands are continually emerging. Agonists of TLR7 are known immune response modifiers, simultaneously stimulating several cell types, resulting in immune cell activation and cytokine and chemokine release. The immune stimulating properties of the TLR7 agonist Imiquimod has also been exploited for use in the treatment of malignant superficial tumours of the skin. Here, we investigated a novel TLR7 agonist UC-1V150 and demonstrate it activates both human and mouse myeloid cells in vitro and in vivo, to deliver potent FcγR-mediated engulfment of opsonized target cells.


Assuntos
Benzaldeídos/química , Benzaldeídos/farmacologia , Fatores Imunológicos/farmacologia , Ativação de Macrófagos/efeitos dos fármacos , Macrófagos/imunologia , Glicoproteínas de Membrana/agonistas , Fagocitose/imunologia , Purinas/química , Purinas/farmacologia , Receptor 7 Toll-Like/agonistas , Aminoquinolinas/farmacologia , Animais , Anticorpos Monoclonais/imunologia , Células Cultivadas , Humanos , Imiquimode , Ativação de Macrófagos/imunologia , Macrófagos/efeitos dos fármacos , Camundongos , Camundongos Endogâmicos C57BL , Fagocitose/efeitos dos fármacos , Receptores de IgG/biossíntese
14.
Sci Rep ; 8(1): 4011, 2018 03 05.
Artigo em Inglês | MEDLINE | ID: mdl-29507311

RESUMO

A key challenge in medical imaging is determining a precise correspondence between image properties and tissue microstructure. This comparison is hindered by disparate scales and resolutions between medical imaging and histology. We present a new technique, 3D Bridging of Optically-clear histology with Neuroimaging Data (3D-BOND), for registering medical images with 3D histology to overcome these limitations. Ex vivo 120 × 120 × 200 µm resolution diffusion-MRI (dMRI) data was acquired at 7 T from adult C57Bl/6 mouse hippocampus. Tissue was then optically cleared using CLARITY and stained with cellular markers and confocal microscopy used to produce high-resolution images of the 3D-tissue microstructure. For each sample, a dense array of hippocampal landmarks was used to drive registration between upsampled dMRI data and the corresponding confocal images. The cell population in each MRI voxel was determined within hippocampal subregions and compared to MRI-derived metrics. 3D-BOND provided robust voxel-wise, cellular correlates of dMRI data. CA1 pyramidal and dentate gyrus granular layers had significantly different mean diffusivity (p > 0.001), which was related to microstructural features. Overall, mean and radial diffusivity correlated with cell and axon density and fractional anisotropy with astrocyte density, while apparent fibre density correlated negatively with axon density. Astrocytes, axons and blood vessels correlated to tensor orientation.


Assuntos
Imagem de Difusão por Ressonância Magnética/métodos , Hipocampo/diagnóstico por imagem , Imageamento Tridimensional/métodos , Neuroimagem/métodos , Animais , Técnicas Histológicas , Camundongos , Camundongos Endogâmicos C57BL
15.
Acta Paediatr ; 106(3): 405-410, 2017 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-27987379

RESUMO

AIM: Studies have explored how mothers and premature babies make the transition from a neonatal unit (NNU) to home, but little is known about how mothers cope with urban life with a vulnerable baby. This controlled trial investigated how first-time mothers with singleton preterm babies handled that experience in the first few months after discharge from a NNU, compared to the first-time mothers of healthy, singleton term-born infants. METHODS: This parent-led, qualitative study was carried out in London, UK, from 2013 to 2015 and used diaries and walking interviews with researchers. Thematic network analysis was performed to provide insights into the experiences of these 19 mothers. RESULTS: The two groups had similar experiences and needs in the urban environment, and these common experiences of city life shaped their new identities as mothers. However, the mothers of preterm babies had difficulties developing supportive relationships and seeking affirming social environments. CONCLUSION: This study highlights what the mothers of preterm babies experienced in the first few months after their infant was discharged from hospital. It stresses the need to understand the complexity of the mothers' social, emotional and psychological processes when they make the transition from home to visit the city with a vulnerable baby.


Assuntos
Cidades , Recém-Nascido Prematuro , Mães/psicologia , Meio Social , Estudos de Casos e Controles , Humanos , Recém-Nascido , Entrevistas como Assunto
16.
Magn Reson Med ; 78(2): 794-804, 2017 08.
Artigo em Inglês | MEDLINE | ID: mdl-27643791

RESUMO

PURPOSE: The goal of the Developing Human Connectome Project is to acquire MRI in 1000 neonates to create a dynamic map of human brain connectivity during early development. High-quality imaging in this cohort without sedation presents a number of technical and practical challenges. METHODS: We designed a neonatal brain imaging system (NBIS) consisting of a dedicated 32-channel receive array coil and a positioning device that allows placement of the infant's head deep into the coil for maximum signal-to-noise ratio (SNR). Disturbance to the infant was minimized by using an MRI-compatible trolley to prepare and transport the infant and by employing a slow ramp-up and continuation of gradient noise during scanning. Scan repeats were minimized by using a restart capability for diffusion MRI and retrospective motion correction. We measured the 1) SNR gain, 2) number of infants with a completed scan protocol, and 3) number of anatomical images with no motion artifact using NBIS compared with using an adult 32-channel head coil. RESULTS: The NBIS has 2.4 times the SNR of the adult coil and 90% protocol completion rate. CONCLUSION: The NBIS allows advanced neonatal brain imaging techniques to be employed in neonatal brain imaging with high protocol completion rates. Magn Reson Med 78:794-804, 2017. © 2016 The Authors Magnetic Resonance in Medicine published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine. This is an open access article under the terms of the Creative Commons Attribution-NonCommercial-NoDerivs License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.


Assuntos
Encéfalo/diagnóstico por imagem , Conectoma/instrumentação , Recém-Nascido/fisiologia , Imageamento por Ressonância Magnética/instrumentação , Neuroimagem/instrumentação , Conectoma/métodos , Humanos , Imageamento por Ressonância Magnética/métodos , Neuroimagem/métodos , Razão Sinal-Ruído
17.
Neuroimage ; 141: 490-501, 2016 Nov 01.
Artigo em Inglês | MEDLINE | ID: mdl-27421183

RESUMO

Network theory provides a principled abstraction of the human brain: reducing a complex system into a simpler representation from which to investigate brain organisation. Recent advancement in the neuroimaging field is towards representing brain connectivity as a dynamic process in order to gain a deeper understanding of how the brain is organised for information transport. In this paper we propose a network modelling approach based on the heat kernel to capture the process of heat diffusion in complex networks. By applying the heat kernel to structural brain networks, we define new features which quantify change in heat propagation. Identifying suitable features which can classify networks between cohorts is useful towards understanding the effect of disease on brain architecture. We demonstrate the discriminative power of heat kernel features in both synthetic and clinical preterm data. By generating an extensive range of synthetic networks with varying density and randomisation, we investigate heat diffusion in relation to changes in network topology. We demonstrate that our proposed features provide a metric of network efficiency and may be indicative of organisational principles commonly associated with, for example, small-world architecture. In addition, we show the potential of these features to characterise and classify between network topologies. We further demonstrate our methodology in a clinical setting by applying it to a large cohort of preterm babies scanned at term equivalent age from which diffusion networks were computed. We show that our heat kernel features are able to successfully predict motor function measured at two years of age (sensitivity, specificity, F-score, accuracy = 75.0, 82.5, 78.6, and 82.3%, respectively).


Assuntos
Encéfalo/diagnóstico por imagem , Encéfalo/patologia , Imagem de Difusão por Ressonância Magnética/métodos , Interpretação de Imagem Assistida por Computador/métodos , Reconhecimento Automatizado de Padrão/métodos , Nascimento Prematuro/diagnóstico por imagem , Nascimento Prematuro/patologia , Feminino , Temperatura Alta , Humanos , Masculino , Rede Nervosa/diagnóstico por imagem , Rede Nervosa/patologia , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Termodinâmica
18.
Neuroimage ; 124(Pt A): 267-275, 2016 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-26341027

RESUMO

Brain development is adversely affected by preterm birth. Magnetic resonance image analysis has revealed a complex fusion of structural alterations across all tissue compartments that are apparent by term-equivalent age, persistent into adolescence and adulthood, and associated with wide-ranging neurodevelopment disorders. Although functional MRI has revealed the relatively advanced organisational state of the neonatal brain, the full extent and nature of functional disruptions following preterm birth remain unclear. In this study, we apply machine-learning methods to compare whole-brain functional connectivity in preterm infants at term-equivalent age and healthy term-born neonates in order to test the hypothesis that preterm birth results in specific alterations to functional connectivity by term-equivalent age. Functional connectivity networks were estimated in 105 preterm infants and 26 term controls using group-independent component analysis and a graphical lasso model. A random forest-based feature selection method was used to identify discriminative edges within each network and a nonlinear support vector machine was used to classify subjects based on functional connectivity alone. We achieved 80% cross-validated classification accuracy informed by a small set of discriminative edges. These edges connected a number of functional nodes in subcortical and cortical grey matter, and most were stronger in term neonates compared to those born preterm. Half of the discriminative edges connected one or more nodes within the basal ganglia. These results demonstrate that functional connectivity in the preterm brain is significantly altered by term-equivalent age, confirming previous reports of altered connectivity between subcortical structures and higher-level association cortex following preterm birth.


Assuntos
Encéfalo/patologia , Encéfalo/fisiopatologia , Aprendizado de Máquina , Mapeamento Encefálico , Conectoma/métodos , Feminino , Humanos , Recém-Nascido , Recém-Nascido Prematuro , Imageamento por Ressonância Magnética , Masculino
19.
Neuroradiology ; 56(11): 985-94, 2014 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-25119253

RESUMO

INTRODUCTION: The objective of the study was to characterize alterations of structural and functional connectivity within the developing sensori-motor system in infants with focal perinatal brain injury and at high risk of cerebral palsy. METHODS: Functional magnetic resonance imaging (fMRI) and diffusion tensor imaging (DTI) data were used to study the developing functional and structural connectivity framework in six infants born prematurely at term equivalent age. This was first characterised in three infants without focal pathology, which was then compared to that derived from three infants with unilateral haemorrhagic parenchymal infarction and a subsequent focal periventricular white matter lesion who developed later haemiparesis. RESULTS: Functional responses to passive hand movement were in the contralateral perirolandic cortex, regardless of focal pathology. In infants with unilateral periventricular injury, afferent thalamo-cortical tracts appeared to have developed compensatory trajectories which circumvented areas of damage. In contrast, efferent corticospinal tracts showed marked asymmetry at term equivalent age following focal brain injury. Sensori-motor network analysis suggested that inter-hemispheric functional connectivity is largely preserved despite pathology and that impairment may be associated with adverse neurodevelopmental outcome. CONCLUSION: Following focal perinatal brain injury, altered structural and functional connectivity is already present and can be characterized with MRI at term equivalent age. The results of this small case series suggest that these techniques may provide valuable new information about prognosis and the pathophysiology underlying cerebral palsy.


Assuntos
Infarto Encefálico/patologia , Hemorragia Cerebral/patologia , Leucomalácia Periventricular/patologia , Córtex Sensório-Motor/crescimento & desenvolvimento , Córtex Sensório-Motor/patologia , Infarto Encefálico/complicações , Infarto Encefálico/fisiopatologia , Estudos de Casos e Controles , Hemorragia Cerebral/complicações , Hemorragia Cerebral/fisiopatologia , Imagem de Tensor de Difusão , Humanos , Recém-Nascido , Recém-Nascido Prematuro , Leucomalácia Periventricular/complicações , Leucomalácia Periventricular/fisiopatologia , Imageamento por Ressonância Magnética , Córtex Sensório-Motor/fisiopatologia
20.
Cereb Cortex ; 24(9): 2324-33, 2014 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-23547135

RESUMO

Cerebral white-matter injury is common in preterm-born infants and is associated with neurocognitive impairments. Identifying the pattern of connectivity changes in the brain following premature birth may provide a more comprehensive understanding of the neurobiology underlying these impairments. Here, we characterize whole-brain, macrostructural connectivity following preterm delivery and explore the influence of age and prematurity using a data-driven, nonsubjective analysis of diffusion magnetic resonance imaging data. T1- and T2-weighted and -diffusion MRI were obtained between 11 and 31 months postconceptional age in 49 infants, born between 25 and 35 weeks postconception. An optimized processing pipeline, combining anatomical, and tissue segmentations with probabilistic diffusion tractography, was used to map mean tract anisotropy. White-matter tracts where connection strength was related to age of delivery or imaging were identified using sparse-penalized regression and stability selection. Older children had stronger connections in tracts predominantly involving frontal lobe structures. Increasing prematurity at birth was related to widespread reductions in connection strength in tracts involving all cortical lobes and several subcortical structures. This nonsubjective approach to mapping whole-brain connectivity detected hypothesized changes in the strength of intracerebral connections during development and widespread reductions in connectivity strength associated with premature birth.


Assuntos
Encéfalo/anatomia & histologia , Encéfalo/crescimento & desenvolvimento , Recém-Nascido Prematuro/crescimento & desenvolvimento , Desenvolvimento Infantil , Pré-Escolar , Conectoma , Imagem de Difusão por Ressonância Magnética , Imagem de Tensor de Difusão , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Lactente , Masculino , Fibras Nervosas Mielinizadas , Vias Neurais/anatomia & histologia , Vias Neurais/crescimento & desenvolvimento , Substância Branca/anatomia & histologia , Substância Branca/crescimento & desenvolvimento
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