RESUMEN
Early life experiences can exert a significant influence on cortical and cognitive development. Very preterm birth exposes infants to several adverse environmental factors during hospital admission, which affect cortical architecture. However, the subsequent consequence of very preterm birth on cortical growth from infancy to adolescence has never been defined; despite knowledge of critical periods during childhood for establishment of cortical networks. Our aims were to: chart typical longitudinal cortical development and sex differences in cortical development from birth to adolescence in healthy term-born children; estimate differences in cortical development between children born at term and very preterm; and estimate differences in cortical development between children with normal and impaired cognition in adolescence. This longitudinal cohort study included children born at term (≥37 weeks' gestation) and very preterm (<30 weeks' gestation) with MRI scans at ages 0, 7 and 13 years (n = 66 term-born participants comprising 34 with one scan, 18 with two scans and 14 with three scans; n = 201 very preterm participants comprising 56 with one scan, 88 with two scans and 57 with three scans). Cognitive assessments were performed at age 13 years. Cortical surface reconstruction and parcellation were performed with state-of-the-art, equivalent MRI analysis pipelines for all time points, resulting in longitudinal cortical volume, surface area and thickness measurements for 62 cortical regions. Developmental trajectories for each region were modelled in term-born children, contrasted between children born at term and very preterm, and contrasted between all children with normal and impaired cognition. In typically developing term-born children, we documented anticipated patterns of rapidly increasing cortical volume, area and thickness in early childhood, followed by more subtle changes in later childhood, with smaller cortical size in females than males. In contrast, children born very preterm exhibited increasingly reduced cortical volumes, relative to term-born children, particularly during ages 0-7 years in temporal cortical regions. This reduction in cortical volume in children born very preterm was largely driven by increasingly reduced cortical thickness rather than area. This resulted in amplified cortical volume and thickness reductions by age 13 years in individuals born very preterm. Alterations in cortical thickness development were found in children with impaired language and memory. This study shows that the neurobiological impact of very preterm birth on cortical growth is amplified from infancy to adolescence. These data further inform the long-lasting impact on cortical development from very preterm birth, providing broader insights into neurodevelopmental consequences of early life experiences.
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Nacimiento Prematuro , Lactante , Niño , Recién Nacido , Humanos , Masculino , Preescolar , Femenino , Adolescente , Estudios Longitudinales , Cognición , Edad Gestacional , Imagen por Resonancia Magnética/métodos , Encéfalo/diagnóstico por imagenRESUMEN
BACKGROUND: Associations of neonatal infection with brain growth and later neurodevelopmental outcomes in very preterm (VP) infants are unclear. This study aimed to assess associations of neonatal sepsis in VP infants with (1) brain growth from term-equivalent age to 13 years; and (2) 13-year brain volume and neurodevelopmental outcomes. METHODS: 224 infants born VP ( < 30 weeks' gestation/<1250 g birthweight) were recruited. Longitudinal brain volumes for 68 cortical and 14 subcortical regions were derived from MRI at term-equivalent, 7 and/or 13 years of age for 216 children (79 with neonatal sepsis and 137 without). 177 children (79%) had neurodevelopmental assessments at age 13. Of these, 63 with neonatal sepsis were compared with 114 without. Brain volumetric growth trajectories across time points were compared between sepsis and no-sepsis groups using mixed effects models. Linear regressions compared brain volume and neurodevelopmental outcome measures at 13 years between sepsis and no sepsis groups. RESULTS: Growth trajectories were similar and there was little evidence for differences in brain volumes or neurodevelopmental domains at age 13 years between those with or without sepsis. CONCLUSIONS: Neonatal sepsis in children born VP does not appear to disrupt subsequent brain development, or to have functional consequences in early adolescence. IMPACT STATEMENT: Neonatal sepsis has been associated with poorer short-term neurodevelopmental outcomes and reduced brain volumes in very preterm infants. This manuscript provides new insights into the long-term brain development and neurodevelopmental outcomes of very preterm-born children who did or did not have neonatal sepsis. We found that regional brain volumes up to 13 years, and neurodevelopmental outcomes at age 13, were similar between those with and without neonatal sepsis. The links between neonatal sepsis and long-term neurodevelopment remain unclear.
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BACKGROUND: Children born very preterm (VP) display altered growth in corticolimbic structures compared with full-term peers. Given the association between the cortiocolimbic system and anxiety, this study aimed to compare developmental trajectories of corticolimbic regions in VP children with and without anxiety diagnosis at 13 years. METHODS: MRI data from 124 VP children were used to calculate whole brain and corticolimbic region volumes at term-equivalent age (TEA), 7 and 13 years. The presence of an anxiety disorder was assessed at 13 years using a structured clinical interview. RESULTS: VP children who met criteria for an anxiety disorder at 13 years (n = 16) displayed altered trajectories for intracranial volume (ICV, p < 0.0001), total brain volume (TBV, p = 0.029), the right amygdala (p = 0.0009) and left hippocampus (p = 0.029) compared with VP children without anxiety (n = 108), with trends in the right hippocampus (p = 0.062) and left medial orbitofrontal cortex (p = 0.079). Altered trajectories predominantly reflected slower growth in early childhood (0-7 years) for ICV (ß = -0.461, p = 0.020), TBV (ß = -0.503, p = 0.021), left (ß = -0.518, p = 0.020) and right hippocampi (ß = -0.469, p = 0.020) and left medial orbitofrontal cortex (ß = -0.761, p = 0.020) and did not persist after adjusting for TBV and social risk. CONCLUSIONS: Region- and time-specific alterations in the development of the corticolimbic system in children born VP may help to explain an increase in anxiety disorders observed in this population.
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Trastornos de Ansiedad , Recien Nacido Extremadamente Prematuro , Lóbulo Límbico , Corteza Prefrontal , Adolescente , Niño , Femenino , Humanos , Recién Nacido , Masculino , Trastornos de Ansiedad/diagnóstico , Trastornos de Ansiedad/epidemiología , Recien Nacido Extremadamente Prematuro/crecimiento & desarrollo , Entrevista Psicológica , Lóbulo Límbico/diagnóstico por imagen , Lóbulo Límbico/crecimiento & desarrollo , Imagen por Resonancia Magnética , Corteza Prefrontal/diagnóstico por imagen , Corteza Prefrontal/crecimiento & desarrollo , Estudios Prospectivos , Estudios LongitudinalesRESUMEN
Very preterm birth (VP; <32 weeks' gestation) is associated with altered brain gray matter development and lower math ability. In typically developing children, the neural correlates of math ability may change dynamically with age, though evidence in VP children is limited. In a prospective longitudinal cohort of children born VP and full term (FT), we aimed to investigate associations between 1) concurrent regional brain volumes and math ability at 7 (n = 148 VP; n = 34 FT) and 13-years (n = 130 VP; n = 46 FT), and 2) regional volumetric growth across childhood (term-equivalent age (TEA) to 7-years; 7 to 13-years) and math ability from 7 to 13-years, and improvement in ability from 7 to 13 years. For both aims we investigated whether associations differed between birth groups. Cross-sectionally, frontal, temporal and subcortical regional volumes were positively associated with math ability for both birth groups. For FT children, greater growth of specific temporal regions was associated with higher math ability, and greater improvements. For VP children, similar associations were only observed for growth from TEA to 7-years with 13-year ability and improvements in ability. In conclusion, VP birth appears to alter associations of brain development across the first 13 years with childhood math ability.
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Sustancia Gris , Nacimiento Prematuro , Encéfalo/diagnóstico por imagen , Niño , Femenino , Sustancia Gris/diagnóstico por imagen , Humanos , Recien Nacido Extremadamente Prematuro , Recién Nacido , Imagen por Resonancia Magnética , Estudios ProspectivosRESUMEN
Typical brain development follows a protracted trajectory throughout childhood and adolescence. Deviations from typical growth trajectories have been implicated in neurodevelopmental and psychiatric disorders. Recently, the use of machine learning algorithms to model age as a function of structural or functional brain properties has been used to examine advanced or delayed brain maturation in healthy and clinical populations. Termed 'brain age', this approach often relies on complex, nonlinear models that can be difficult to interpret. In this study, we use model explanation methods to examine the cortical features that contribute to brain age modelling on an individual basis. In a large cohort of n = 768 typically-developing children (aged 3-21 years), we build models of brain development using three different machine learning approaches. We employ SHAP, a model-agnostic technique to identify sample-specific feature importance, to identify regional cortical metrics that explain errors in brain age prediction. We find that, on average, brain age prediction and the cortical features that explain model predictions are consistent across model types and reflect previously reported patterns of regions brain development. However, while several regions are found to contribute to brain age prediction error, we find little spatial correspondence between individual estimates of feature importance, even when matched for age, sex and brain age prediction error. We also find no association between brain age error and cognitive performance in this typically-developing sample. Overall, this study shows that, while brain age estimates based on cortical development are relatively robust and consistent across model types and preprocessing strategies, significant between-subject variation exists in the features that explain erroneous brain age predictions on an individual level.
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Encéfalo/crecimiento & desarrollo , Encéfalo/fisiología , Adolescente , Algoritmos , Teorema de Bayes , Niño , Estudios de Cohortes , Femenino , Humanos , Aprendizaje Automático , Imagen por Resonancia Magnética , MasculinoRESUMEN
Children born extremely preterm (EP, <28 weeks' gestation) or extremely low birth weight (ELBW, <1,000 g) are a vulnerable population at high risk of working memory impairments. We aimed to examine changes in the brain structural connectivity networks thought to underlie working memory performance, after completion of a working memory training program (Cogmed) compared with a placebo program in EP/ELBW children. This was a double-blind, placebo-controlled randomized trial (the Improving Memory in a Preterm Randomised Intervention Trial). Children born EP/ELBW received either the Cogmed or placebo program at 7 years of age (n = 91). A subset of children had magnetic resonance imaging of the brain immediately pre- and 2 weeks post-training (Cogmed n = 28; placebo n = 27). T1 -weighted and diffusion-weighted images were used to perform graph theoretical analysis of structural connectivity networks. Changes from pre-training to post-training in structural connectivity metrics were generally similar between randomized groups. There was little evidence that changes in structural connectivity metrics were related to changes in working memory performance from pre- to post-training. Overall, our results provide little evidence that the Cogmed working memory training program has training-specific effects on structural connectivity networks in EP/ELBW children.
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Encéfalo/crecimiento & desarrollo , Conectoma/tendencias , Recien Nacido con Peso al Nacer Extremadamente Bajo/crecimiento & desarrollo , Recien Nacido Extremadamente Prematuro/crecimiento & desarrollo , Aprendizaje/fisiología , Memoria a Corto Plazo/fisiología , Encéfalo/diagnóstico por imagen , Niño , Estudios de Cohortes , Método Doble Ciego , Femenino , Humanos , Recién Nacido , Imagen por Resonancia Magnética/tendencias , Masculino , Factores de RiesgoRESUMEN
BACKGROUND: Very preterm (VP) children are at risk of memory and emotional impairments; however, the neural correlates remain incompletely defined. This study investigated the effect of VP birth on white matter tracts traditionally related to episodic memory and emotion. METHODS: The cingulum, fornix, uncinate fasciculus, medial forebrain bundle and anterior thalamic radiation were reconstructed using tractography in 144 VP children and 33 full-term controls at age 7 years. RESULTS: Compared with controls, VP children had higher axial, radial, and mean diffusivities and neurite orientation dispersion, and lower volume and neurite density in the fornix, along with higher neurite orientation dispersion in the medial forebrain bundle. Support vector classification models based on tract measures significantly classified VP children and controls. Higher fractional anisotropy and lower diffusivities in the cingulum, uncinate fasciculus, medial forebrain bundle and anterior thalamic radiation were associated with better episodic memory, independent of key perinatal risk factors. Support vector regression models using tract measures did not predict episodic memory and emotional outcomes. CONCLUSIONS: Altered tract structure is related to adverse episodic memory outcomes in VP children, but further research is required to determine the ability of tract structure to predict outcomes of individual children. IMPACT: We studied white matter fibre tracts thought to be involved in episodic memory and emotion in VP and full-term children using diffusion magnetic resonance imaging and machine learning. VP children have altered fornix and medial forebrain bundle structure compared with full-term children. Altered tract structure can be detected using machine learning, which accurately classified VP and full-term children using tract data. Altered cingulum, uncinate fasciculus, medial forebrain bundle and anterior thalamic radiation structure was associated with poorer episodic memory skills using linear regression. The ability of tract structure to predict episodic memory and emotional outcomes of individual children based on support vector regression was limited.
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Emociones , Recien Nacido Prematuro/fisiología , Memoria , Sustancia Blanca/fisiología , Estudios de Casos y Controles , Femenino , Humanos , Recién Nacido , Imagen por Resonancia Magnética , MasculinoRESUMEN
BACKGROUND: It is well documented that infants born very preterm (VP) are at risk of brain injury and altered brain development in the neonatal period, however there is a lack of long-term, longitudinal studies on the effects of VP birth on white matter development over childhood. Most previous studies were based on voxel-averaged, non-fibre-specific diffusion magnetic resonance imaging (MRI) measures, such as fractional anisotropy. In contrast, the novel diffusion MRI analysis framework, fixel-based analysis (FBA), enables whole-brain analysis of microstructural and macrostructural properties of individual fibre populations at a sub-voxel level. We applied FBA to investigate the long-term implications of VP birth and associated perinatal risk factors on fibre development in childhood and adolescence. METHODS: Diffusion images were acquired for a cohort of VP (born <30 weeks' gestation) and full-term (FT, ≥37 weeks' gestation) children at two timepoints: mean (SD) 7.6 (0.2) years (n â= â138 VP and 32 FT children) and 13.3 (0.4) years (n â= â130 VP and 45 FT children). 103 VP and 21 FT children had images at both ages for longitudinal analysis. At every fixel (individual fibre population within an image voxel) across the white matter, we compared FBA metrics (fibre density (FD), cross-section (FC) and a combination of these properties (FDC)) between VP and FT groups cross-sectionally at each timepoint, and longitudinally between timepoints. We also examined associations between known perinatal risk factors and FBA metrics in the VP group. RESULTS: Compared with FT children, VP children had lower FD, FC and FDC throughout the white matter, particularly in the corpus callosum, tapetum, inferior fronto-occipital fasciculus, fornix and cingulum at ages 7 and 13 years, as well as the corticospinal tract and anterior limb of the internal capsule at age 13 years. VP children also had slower FDC development in the corpus callosum and corticospinal tract between ages 7 and 13 years compared with FT children. Within VP children, earlier gestational age at birth, lower birth weight z-score, and neonatal brain abnormalities were associated with lower FD, FC and FDC throughout the white matter at both ages. CONCLUSIONS: VP birth and concomitant perinatal risk factors are associated with fibre tract-specific alterations to axonal development in childhood and adolescence.
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Encéfalo/crecimiento & desarrollo , Imagen por Resonancia Magnética , Nacimiento Prematuro/diagnóstico por imagen , Sustancia Blanca/crecimiento & desarrollo , Adolescente , Encéfalo/diagnóstico por imagen , Niño , Imagen de Difusión por Resonancia Magnética , Femenino , Humanos , Estudios Longitudinales , Masculino , Fibras Nerviosas Mielínicas , Sustancia Blanca/diagnóstico por imagenRESUMEN
This study in children born extremely preterm (EP; <28 weeks' gestational age) or extremely low birth weight (ELBW; <1,000 g) investigated whether adaptive working memory training using Cogmed® is associated with structural and/or functional brain changes compared with a placebo program. Ninety-one EP/ELBW children were recruited at a mean (standard deviation) age of 7.8 (0.4) years. Children were randomly allocated to Cogmed or placebo (45-min sessions, 5 days a week over 5-7 weeks). A subset had usable magnetic resonance imaging (MRI) data pretraining and 2 weeks posttraining (structural, n = 48; diffusion, n = 43; task-based functional, n = 18). Statistical analyses examined whether cortical morphometry, white matter microstructure and blood oxygenation level-dependent (BOLD) signal during an n-back working memory task changed from pretraining to posttraining in the Cogmed and placebo groups separately. Interaction analyses between time point and group were then performed. There was a significant increase in neurite density in several white matter regions from pretraining to posttraining in both the Cogmed and placebo groups. BOLD signal in the posterior cingulate and precuneus cortices during the n-back task increased from pretraining to posttraining in the Cogmed but not placebo group. Evidence for group-by-time interactions for the MRI measures was weak, suggesting that brain changes generally did not differ between Cogmed and placebo groups. Overall, while some structural and functional MRI changes between the pretraining and posttraining period in EP/ELBW children were observed, there was little evidence of training-induced neuroplasticity, with changes generally identified in both groups. Trial registration Australian New Zealand Clinical Trials Registry, anzctr.org.au; ACTRN12612000124831.
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Remediación Cognitiva , Giro del Cíngulo/fisiología , Recien Nacido con Peso al Nacer Extremadamente Bajo/fisiología , Recien Nacido Extremadamente Prematuro/fisiología , Memoria a Corto Plazo/fisiología , Lóbulo Parietal/fisiología , Práctica Psicológica , Sustancia Blanca/anatomía & histología , Mapeo Encefálico , Niño , Femenino , Giro del Cíngulo/diagnóstico por imagen , Humanos , Recién Nacido , Imagen por Resonancia Magnética , Masculino , Plasticidad Neuronal/fisiología , Evaluación de Resultado en la Atención de Salud , Lóbulo Parietal/diagnóstico por imagen , Sustancia Blanca/diagnóstico por imagenRESUMEN
Brain atlases providing standardised identification of neonatal brain regions are key in investigating neurological disorders of early childhood. Our previously developed Melbourne Children's Regional Infant Brain (M-CRIB) and M-CRIB 2.0 neonatal brain atlases provide standardised parcellation of 100 brain regions including cortical, subcortical, and cerebellar regions. The aim of this study was to extend M-CRIB atlas coverage to include 54 white matter (WM) regions. Participants were 10 healthy term-born neonates that were used to create the initial M-CRIB atlas. WM regions were manually segmented based on T2 images and co-registered diffusion tensor imaging-based, direction-encoded colour maps. Our labelled regions imitate the Johns Hopkins University neonatal atlas, with minor anatomical modifications. All segmentations were reviewed and approved by a paediatric radiologist and a neurosurgery research fellow for anatomical accuracy. The resulting neonatal WM atlas comprises 54 WM regions: 24 paired regions, and six unpaired regions comprising five corpus callosum subdivisions, and one pontine crossing tract. Detailed protocols for manual WM parcellations are provided, and the M-CRIB-WM atlas is presented together with the existing M-CRIB cortical, subcortical, and cerebellar parcellations in 10 individual neonatal MRI data sets. The novel M-CRIB-WM atlas, along with the M-CRIB cortical and subcortical atlases, provide neonatal whole brain MRI coverage in the first multi-subject manually parcellated neonatal atlas compatible with atlases commonly used at older time points. The M-CRIB-WM atlas is publicly available, providing a valuable tool that will help facilitate neuroimaging research into neonatal brain development in both healthy and diseased states.
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Atlas como Asunto , Encéfalo/anatomía & histología , Imagen de Difusión Tensora , Sustancia Blanca/anatomía & histología , Encéfalo/diagnóstico por imagen , Femenino , Humanos , Recién Nacido , Masculino , Sustancia Blanca/diagnóstico por imagenRESUMEN
BACKGROUND: Altered basal ganglia and thalamic connectivity may be critical for cognitive, motor and behavioural impairments common to very preterm (<32 weeks' gestational age) children. This study aims to (1) compare corticostriatal and thalamocortical tract connectivity between very preterm and term-born children at 7 years of age; (2) explore tract connectivity associations with 7-year neurodevelopmental outcomes, and whether these relationships differed between groups. METHODS: Eighty-three very preterm and 19 term-born (≥37 weeks' gestational age) children underwent structural and diffusion magnetic resonance imaging and had a neuropsychological assessment at 7 years. Corticostriatal and thalamocortical tracts were reconstructed and white matter connectivity was estimated with apparent fibre density. RESULTS: Compared with term-born controls, very preterm children had decreased connectivity in tracts linking the caudate to right motor areas (-10%, p = 0.03) and the thalamus with left motor areas (-5.7%, p = 0.03). Reduced connectivity in corticostriatal and thalamocortical tracts was associated with adverse motor functioning in both groups (p = 0.06). Decreased connectivity of the left caudate and putamen with the lateral prefrontal cortex was associated with lower reading performance for controls (p = 0.06). CONCLUSION: Corticostriatal and thalamocortical tracts are vulnerable to very preterm birth. Poorer connectivity in these tracts may underlie the motor impairments observed in very preterm children.
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Ganglios Basales/crecimiento & desarrollo , Conducta Infantil , Desarrollo Infantil , Discapacidades del Desarrollo/fisiopatología , Recien Nacido Prematuro/crecimiento & desarrollo , Recién Nacido de muy Bajo Peso/crecimiento & desarrollo , Vías Nerviosas/crecimiento & desarrollo , Neurogénesis , Tálamo/crecimiento & desarrollo , Factores de Edad , Ganglios Basales/diagnóstico por imagen , Estudios de Casos y Controles , Niño , Discapacidades del Desarrollo/diagnóstico por imagen , Discapacidades del Desarrollo/psicología , Imagen de Difusión por Resonancia Magnética , Femenino , Humanos , Recién Nacido , Estudios Longitudinales , Masculino , Actividad Motora , Vías Nerviosas/diagnóstico por imagen , Pruebas Neuropsicológicas , Estudios Prospectivos , Lectura , Tálamo/diagnóstico por imagenRESUMEN
BACKGROUND: It is well established that preterm infants have altered brain development compared with full-term (FT; ≥37 weeks' gestational age [GA]) infants, however the perinatal factors associated with brain development in preterm infants have not been fully elucidated. In particular, perinatal predictors of brain development may differ between very preterm infants (VP; <32 weeks' GA) and infants born moderate (MP; 32-33 weeks' GA) and late (LP; 34-36 weeks' GA) preterm, but this has not been studied. This study aimed to investigate the effects of early life predictors on brain volume and microstructure at term-equivalent age (TEA; 38-44 weeks), and whether these effects differ for GA groups (VP, MP, LP or FT). METHODS: Structural images from 328 infants (91 VP, 63â¯MP, 104 LP and 70 FT) were segmented into white matter, cortical grey matter, cerebrospinal fluid, subcortical grey matter, brainstem and cerebellum. Cortical grey matter and white matter images were analysed using voxel-based morphometry. Fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD) and radial diffusivity (RD) images from 361 infants (92 VP, 69â¯MP, 120 LP and 80 FT) were analysed using Tract-Based Spatial Statistics. Relationships between early life predictors (birthweight standard deviation score [BWSDS], multiple birth, sex, postnatal growth and social risk) and global brain volumes were analysed using linear regressions. Relationships between early life predictors and regional brain volumes and diffusion measures were analysed using voxelwise non-parametric permutation testing. RESULTS: Male sex was associated with higher global volumes of all tissues and higher regional volumes throughout much of the cortical grey matter and white matter, particularly in the FT group. Male sex was also associated with lower FA and higher AD, RD and MD in the optic radiation, external and internal capsules and corona radiata, and these associations were generally similar between GA groups. Higher BWSDS was associated with higher global volumes of all tissues and higher regional volumes in much of the cortical grey matter and white matter in all GA groups, as well as higher FA and lower RD and MD in many major tracts (corpus callosum, optic radiation, internal and external capsules and corona radiata), particularly in the MP and LP groups. Multiple birth and social risk also showed associations with global and regional volumes and regional diffusion values which varied by GA group, but these associations were not independent of the other early life predictors. Postnatal growth was not associated with brain volumes or diffusion values. CONCLUSION: Early life predictors of brain volumes and microstructure at TEA include sex, BWSDS, multiple birth and social risk, which have different effects based on GA group at birth. This study improves knowledge of the perinatal factors associated with brain abnormalities in infants born across the prematurity spectrum.
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Encéfalo/crecimiento & desarrollo , Recien Nacido Prematuro/crecimiento & desarrollo , Imagen de Difusión por Resonancia Magnética , Femenino , Edad Gestacional , Humanos , Recién Nacido , Masculino , Neuroimagen , Factores de RiesgoRESUMEN
BACKGROUND: Preterm birth is associated with altered brain development, with younger gestational age (GA) at birth often associated with greater brain volume reduction. Such volume alterations at term equivalent age (TEA) have been found with differing magnitude across different brain regions, although this has mostly been investigated with regards to whole tissue volumes and large-scale subdivisions. In addition to degree of prematurity, many other perinatal factors have been found to influence brain structure and development in infants born preterm. We aimed to clarify the relationships between degree of prematurity and regional brain volumes at TEA, and between perinatal factors and regional brain volumes at TEA, in finer spatial detail. METHODS: 285 preterm and term-born infants (GA at birth 24.6-42.1 weeks; 145 female; 59 born at term) were scanned at TEA. Data on perinatal factors were obtained by chart review, including sex, multiple birth, birthweight standard deviation (SD) score, postnatal growth and social risk. The Melbourne Children's Regional Infant Brain (M-CRIB) atlas was registered to the current sample, then 100 brain regions were labelled for volumetric analyses. Linear regressions with generalised estimating equations and likelihood ratio tests were performed to investigate whether GA at birth or perinatal factors were associated with regional volumes at TEA. RESULTS: Younger GA at birth was associated with smaller volumes at TEA in some regions including bilateral cerebral white matter, middle temporal gyri, amygdalae, pallidum and brainstem. In other regions, younger GA at birth was associated with larger volumes, including in primary visual, motor and somatosensory cortices. Positive associations between perinatal factors and regional volumes at TEA were found in many brain regions for birthweight SD score, and male sex, independent of GA at birth. These associations were seen on both univariable analyses, and multivariable analyses controlling for other perinatal factors. Social risk and multiple birth were generally not associated with regional brain volumes, and postnatal growth was associated with volume in many regions only after adjusting for other perinatal factors. CONCLUSIONS: These results elucidate regional brain volume differences associated with preterm birth and perinatal factors at a more detailed parcellated level than previously reported, and contribute to understanding of the complex array of correlates of preterm birth.
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Encéfalo/crecimiento & desarrollo , Recien Nacido Prematuro/crecimiento & desarrollo , Femenino , Humanos , Lactante , Recién Nacido , Imagen por Resonancia Magnética , MasculinoRESUMEN
AIM: To examine: (1) relationships between brain structure, and concurrently assessed neurological and behavioural functioning, in infants born preterm at term-equivalent age (TEA; approximately 38-44wks); and (2) whether brain structure-function relationships differ between infants born very (24-29wks) and moderate-late (32-36wks) preterm. METHOD: A total of 257 infants (91 very preterm, 166 moderate-late preterm; 120 males, 137 females) had structural magnetic resonance imaging (MRI) and neurological and behavioural assessments (Prechtl's general movements assessment, Neonatal Intensive Care Unit Network Neurobehavioral Scale [NNNS] and Hammersmith Neonatal Neurological Examination [HNNE]). Two hundred and sixty-three infants (90 very preterm, 173 moderate-late preterm; 131 males, 132 females) had diffusion MRI and assessments. Associations were investigated between assessment scores and global brain volumes using linear regressions, regional brain volumes using Voxel-Based Morphometry, and white matter microstructure using Tract-Based Spatial Statistics. RESULTS: Suboptimal scores on some assessments were associated with lower fractional anisotropy and/or higher axial, radial, and mean diffusivities in some tracts: NNNS attention and reflexes, and HNNE total score and tone, were associated with the corpus callosum and optic radiation; NNNS quality of movement with the corona radiata; HNNE abnormal signs with several major tracts. Brain structure-function associations generally did not differ between the very and moderate-late preterm groups. INTERPRETATION: White matter microstructural alterations may be associated with suboptimal neurological and behavioural performance in some domains at TEA in infants born preterm. Brain structure-function relationships are similar for infants born very preterm and moderate-late preterm. WHAT THIS PAPER ADDS: Brain volume is not related to neurological/behavioural function in infants born preterm at term. White matter microstructure is related to some neurological/behavioural domains at term. Brain-behaviour relationships are generally similar for infants born very preterm and moderate-late preterm.
ESTRUCTURA CEREBRAL Y FUNCIONAMIENTO NEUROLÓGICO Y CONDUCTUAL EN LACTANTES PREMATUROS: OBJETIVO: Examinar: (1) las relaciones entre la estructura del cerebro y el funcionamiento neurológico y conductual evaluado simultáneamente en bebés nacidos prematuros a la edad equivalente al término (EET; aproximadamente 38 a 44 semanas); (2) si las relaciones estructura-función cerebral difieren entre los bebés nacidos muy prematuros (24-29 semanas) y prematuros-moderados-tardíos (32-36 semanas). MÉTODO: Un total de 257 bebés (91 muy prematuros, 166 prematuros moderados tardíos; 120 varones, 137 mujeres) tuvieron imágenes de resonancia magnética estructural (IRM) y evaluaciones neurológicas y conductuales (evaluación general de los movimientos de Prechtl, red de unidades de cuidados intensivos neonatales, escala neuroconductual [NNNS] y Hammersmith Neonatal Neurological Examination [HNNE]). Doscientos sesenta y tres bebés (90 muy prematuros, 173 moderados tardíos; 131 varones, 132 mujeres) se sometieron a RMN de difusión y evaluaciones. Se investigaron las asociaciones entre los puntajes de evaluación y los volúmenes cerebrales globales utilizando regresiones lineales, los volúmenes cerebrales regionales utilizando Morfometría Basada en Voxel y la microestructura de la materia blanca utilizando Estadísticas Espaciales Basadas en Tractos. RESULTADOS: Las puntuaciones subóptimas en algunas evaluaciones se asociaron con una menor anisotropía fraccional y / o mayores difusividades axiales, radiales y medias en algunos tractos: la atención y los reflejos NNNS, y la puntuación total y el tono HNNE, se asociaron con el cuerpo calloso y la radiación óptica; Calidad de movimiento NNNS con la corona radiata; Signos anormales de HNNE con varios tractos importantes. Las asociaciones estructura-función cerebral generalmente no difirieron entre los grupos prematuros muy moderados y tardíos. INTERPRETACIÓN: Las alteraciones microestructurales de la materia blanca pueden asociarse con un desempeño neurológico y de comportamiento subóptimo en algunos dominios neurológicos y conductuales en bebés nacidos prematuros evaluados a la EET. Las relaciones cerebro-estructura-comportamiento son similares para los bebés nacidos muy prematuros y para los prematuros moderados-tardíos.
ESTRUTURA CEREBRAL E FUNCIONAMENTO NEUROLÓGICO E COMPORTAMENTAL EM LACTENTES NASCIDOS PREMATUROS: OBJETIVO: Examinar: (1) relações entre estrutura cerebral, e funcionamento neurológico e comportamental avaliados simultaneamente, em lactentes nascidos prematuros na idade equivalente ao termo (IET; aproximadamente 38-44 semanas); 2) se a relação entre estrutura e função cerebral difere entre crianças nascidas muito prematuras (24-29sem) e moderadas-tardias (32-36sem). MÉTODO: Um total de 257 lactentes (91 muito prematuros, 166 prematuros moderados-tardios; 120 do sexo masculino, 137 do sexo feminino) tiveram imagens de ressonância magnética (IRM) e avaliações neurológicas e comportamentais (avaliação dos movimentos gerais de Prechtl, Escala Neurocomportamental da rede de Unidade de Cuidados Intensivos Neonatais [NNNS] e o Exame Neurológico Neonatal de Hammersmith [HNNE]). Duzentos e sessenta e três lactentes (90 muito prematuros, 173 prematuros moderados-tardios; 131 do sexo masculino, 132 do sexo feminino) relizaram IRM por difusão e as demais avaliações. Associações foram investigadas entre os escores das avaliações e volumes cerebrais globais usando regressões lineares, volumens cerebrais regionais usando Morfometria baseada em voxels, e micro-estrutura da substância branca usando Estatística especial baseada em tractos. RESULTADOS: Escores subótimos em algumas avaliações foram associada scom menor anisotropia fractional e/ou maior difusividade axial, radial e média em alguns tractos: atenção e reflexos no NNNS, escore total e de tônus no HNNE, foram associados com o corpo caloso e radiação óptica; qualidade do movimento no NNNS com a coroa radiada; sinais anormais no HNNE com vários tractos importantes. Associações entre estrutura e função do cérebro geralmente não diferiram entre os grupos de prematuros muito prematuros e moderados-tardios. INTERPRETAÇÃO: Alterações da microestrutura da substância branca podem estar associadas a desempenho neurológico e comportamental subótimos em alguns domínios na IET em lactentes prematuros. Relações entre estrutura e função cerebral são similares para lactentes muito prematuros e moderados-tardios.
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Encéfalo/diagnóstico por imagen , Encéfalo/crecimiento & desarrollo , Conducta del Lactante , Recien Nacido Prematuro/crecimiento & desarrollo , Recien Nacido Prematuro/psicología , Encéfalo/patología , Imagen de Difusión por Resonancia Magnética , Femenino , Humanos , Lactante , Estudios Longitudinales , Masculino , Movimiento , Tamaño de los Órganos , Estudios Prospectivos , Reflejo , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/crecimiento & desarrollo , Sustancia Blanca/patologíaRESUMEN
AIM: Brain alterations in very preterm children at risk for developmental coordination disorder were investigated. METHODS: Infants born very preterm with gestation age <30 weeks or birthweight <1250 g were recruited from Royal Women's Hospital Melbourne from 2001 to 2003. Volumetric imaging was performed at term equivalent age; at seven years, volumetric imaging and diffusion tensor imaging were performed. At seven years, 53 of 162 children without cerebral palsy had scores ≤16th percentile on the Movement Assessment Battery for Children-Second Edition and were considered at risk for developmental coordination disorder. RESULTS: At term equivalent age, smaller brain volumes were found for total brain tissue, cortical grey matter, cerebellum, caudate accumbens, pallidum and thalamus in children at risk for developmental coordination disorder (p < 0.05); similar patterns were present at seven years. There was no evidence for catch-up brain growth in at-risk children. At seven years, at-risk children displayed altered microstructural organisation in many white matter tracts (p < 0.05). CONCLUSION: Infants born very preterm at risk for developmental coordination disorder displayed smaller brain volumes at term equivalent age and seven years, and altered white matter microstructure at seven years, particularly in motor areas. There was no catch-up growth from infancy to seven years.
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Encéfalo/diagnóstico por imagen , Encéfalo/crecimiento & desarrollo , Imagen de Difusión por Resonancia Magnética , Trastornos de la Destreza Motora/diagnóstico por imagen , Estudios de Casos y Controles , Niño , Femenino , Humanos , Recién Nacido , Recien Nacido Prematuro , Masculino , Trastornos de la Destreza Motora/patología , Tamaño de los Órganos , Sustancia Blanca/patologíaRESUMEN
UNLABELLED: The p75 neurotrophin receptor (p75(NTR)) mediates neuronal death in response to neural insults by activating a caspase apoptotic pathway. The oligomeric state and activation mechanism that enable p75(NTR) to mediate these effects have recently been called into question. Here, we have investigated mutant mice lacking the p75(NTR) death domain (DD) or a highly conserved transmembrane (TM) cysteine residue (Cys(259)) implicated in receptor dimerization and activation. Neuronal death induced by proneurotrophins or epileptic seizures was assessed and compared with responses in p75(NTR) knock-out mice and wild-type animals. Proneurotrophins induced apoptosis of cultured hippocampal and cortical neurons from wild-type mice, but mutant neurons lacking p75(NTR), only the p75(NTR) DD, or just Cys(259) were all equally resistant to proneurotrophin-induced neuronal death. Homo-FRET anisotropy experiments demonstrated that both NGF and proNGF induce conformational changes in p75(NTR) that are dependent on the TM cysteine. In vivo, neuronal death induced by pilocarpine-mediated seizures was significantly reduced in the hippocampus and somatosensory, piriform, and entorhinal cortices of all three strains of p75(NTR) mutant mice. Interestingly, the levels of protection observed in mice lacking the DD or only Cys(259) were identical to those of p75(NTR) knock-out mice even though the Cys(259) mutant differed from the wild-type receptor in only one amino acid residue. We conclude that, both in vitro and in vivo, neuronal death induced by p75(NTR) requires the DD and TM Cys(259), supporting the physiological relevance of DD signaling by disulfide-linked dimers of p75(NTR) in the CNS. SIGNIFICANCE STATEMENT: A detailed understanding of the physiological significance of distinct structural determinants in the p75 neurotrophin receptor (p75(NTR)) is crucial for the identification of suitable drug targets in this receptor. We have tested the relevance of the p75(NTR) death domain (DD) and the highly conserved transmembrane residue Cys(259) for the ability of p75(NTR) to induce apoptosis in neurons of the CNS using gene-targeted mutant mice. The physiological importance of these determinants had been contested in some recent in vitro studies. Our results indicate a requirement for DD signaling by disulfide-linked dimers of p75(NTR) for neuronal death induced by proneurotrophins and epileptic seizures. These new mouse models will be useful for clarifying different aspects of p75(NTR) physiology.
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Apoptosis , Corteza Cerebral/metabolismo , Mutación , Multimerización de Proteína , Receptores de Factor de Crecimiento Nervioso/metabolismo , Transducción de Señal , Animales , Células COS , Células Cultivadas , Corteza Cerebral/citología , Corteza Cerebral/fisiología , Chlorocebus aethiops , Cisteína/genética , Ratones , Ratones Endogámicos C57BL , Neuronas/metabolismo , Neuronas/fisiología , Pilocarpina/toxicidad , Dominios Proteicos , Receptores de Factor de Crecimiento Nervioso/química , Receptores de Factor de Crecimiento Nervioso/genética , Convulsiones/etiología , Convulsiones/genéticaRESUMEN
Investigating neonatal brain structure and function can offer valuable insights into behaviour and cognition in healthy and clinical populations; both at term age, and longitudinally in comparison with later time points. Parcellated brain atlases for adult populations are readily available, however warping infant data to adult template space is not ideal due to morphological and tissue differences between these groups. Several parcellated neonatal atlases have been developed, although there remains strong demand for manually parcellated ground truth data with detailed cortical definition. Additionally, compatibility with existing adult atlases is favourable for use in longitudinal investigations. We aimed to address these needs by replicating the widely-used Desikan-Killiany (2006) adult cortical atlas in neonates. We also aimed to extend brain coverage by complementing this cortical scheme with basal ganglia, thalamus, cerebellum and other subcortical segmentations. Thus, we have manually parcellated these areas volumetrically using high-resolution neonatal T2-weighted MRI scans, and initial automated and manually edited tissue classification, providing 100 regions in all. Linear and nonlinear T2-weighted structural templates were also generated. In this paper we provide manual parcellation protocols, and present the parcellated probability maps and structural templates together as the Melbourne Children's Regional Infant Brain (M-CRIB) atlas.
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Atlas como Asunto , Encéfalo/anatomía & histología , Imagen por Resonancia Magnética/métodos , Femenino , Humanos , Recién Nacido , MasculinoRESUMEN
Signaling by the p75 neurotrophin receptor (p75(NTR), also known as NGFR) is often referred to as cell-context dependent, but neuron-type-specific signaling by p75(NTR) has not been systematically investigated. Here, we report that p75(NTR) signals very differently in hippocampal neurons (HCNs) and cerebellar granule neurons (CGNs), and we present evidence indicating that this is partly controlled by differential proteolytic cleavage. Nerve growth factor (NGF) induced caspase-3 activity and cell death in HCNs but not in CGNs, whereas it stimulated NFκB activity in CGNs but not in HCNs. HCNs and CGNs displayed different patterns of p75(NTR) proteolytic cleavage. Whereas the p75(NTR) carboxy terminal fragment (CTF) was more abundant than the intracellular domain (ICD) in HCNs, CGNs exhibited fully processed ICD with very little CTF. Pharmacological or genetic blockade of p75(NTR) cleavage by γ-secretase abolished NGF-induced upregulation of NFκB activity and enabled induction of CGN death, phenocopying the functional profile of HCNs. Thus, the activities of multifunctional receptors, such as p75(NTR), can be tuned into narrower activity profiles by cell-type-specific differences in intracellular processes, such as proteolytic cleavage, leading to very different biological outcomes.
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Secretasas de la Proteína Precursora del Amiloide/metabolismo , Caspasa 3/metabolismo , Neuronas/metabolismo , Receptores de Factor de Crecimiento Nervioso/metabolismo , Transducción de Señal , Animales , Muerte Celular , Cerebelo/citología , Citocinesis , Hipocampo/citología , Ratones , Ratones Noqueados , ProteolisisRESUMEN
OBJECTIVE: To use structural connectivity to (1) compare brain networks between typically and atypically developing (very preterm) children, (2) explore associations between potential perinatal developmental disturbances and brain networks, and (3) describe associations between brain networks and functional impairments in very preterm children. METHODS: 26 full-term and 107 very preterm 7-year-old children (born <30weeks' gestational age and/or <1250g) underwent T1- and diffusion-weighted imaging. Global white matter fibre networks were produced using 80 cortical and subcortical nodes, and edges were created using constrained spherical deconvolution-based tractography. Global graph theory metrics were analysed, and regional networks were identified using network-based statistics. Cognitive and motor function were assessed at 7years of age. RESULTS: Compared with full-term children, very preterm children had reduced density, lower global efficiency and higher local efficiency. Those with lower gestational age at birth, infection or higher neonatal brain abnormality score had reduced connectivity. Reduced connectivity within a widespread network was predictive of impaired IQ, while reduced connectivity within the right parietal and temporal lobes was associated with motor impairment in very preterm children. CONCLUSIONS: This study utilised an innovative structural connectivity pipeline to reveal that children born very preterm have less connected and less complex brain networks compared with typically developing term-born children. Adverse perinatal factors led to disturbances in white matter connectivity, which in turn are associated with impaired functional outcomes, highlighting novel structure-function relationships.
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Envejecimiento/fisiología , Encéfalo/patología , Encéfalo/fisiopatología , Discapacidades del Desarrollo/patología , Discapacidades del Desarrollo/fisiopatología , Envejecimiento/patología , Encéfalo/diagnóstico por imagen , Niño , Discapacidades del Desarrollo/diagnóstico por imagen , Femenino , Humanos , Recien Nacido Extremadamente Prematuro , Recién Nacido , Estudios Longitudinales , Masculino , Red Nerviosa/diagnóstico por imagen , Red Nerviosa/patología , Red Nerviosa/fisiopatología , Nacimiento a TérminoRESUMEN
BACKGROUND: Very preterm birth (VPT, <32 weeks' gestation) is associated with altered white matter fractional anisotropy (FA), the biological basis of which is uncertain but may relate to changes in axon density and/or dispersion, which can be measured using Neurite Orientation Dispersion and Density Imaging (NODDI). This study aimed to compare whole brain white matter FA, axon dispersion, and axon density between VPT children and controls (born ≥37 weeks' gestation), and to investigate associations with perinatal factors and neurodevelopmental outcomes. METHODS: FA, neurite dispersion, and neurite density were estimated from multishell diffusion magnetic resonance images for 145 VPT and 33 control 7-year-olds. Diffusion values were compared between groups and correlated with perinatal factors (gestational age, birthweight, and neonatal brain abnormalities) and neurodevelopmental outcomes (IQ, motor, academic, and behavioral outcomes) using Tract-Based Spatial Statistics. RESULTS: Compared with controls, VPT children had lower FA and higher axon dispersion within many major white matter fiber tracts. Neonatal brain abnormalities predicted lower FA and higher axon dispersion in many major tracts in VPT children. Lower FA, higher axon dispersion, and lower axon density in various tracts correlated with poorer neurodevelopmental outcomes in VPT children. CONCLUSIONS: FA and NODDI measures distinguished VPT children from controls and were associated with neonatal brain abnormalities and neurodevelopmental outcomes. This study provides a more detailed and biologically meaningful interpretation of white matter microstructure changes associated with prematurity. Hum Brain Mapp 37:3080-3102, 2016. © 2016 Wiley Periodicals, Inc.