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1.
J Neurosci ; 2024 Mar 28.
Artículo en Inglés | MEDLINE | ID: mdl-38548336

RESUMEN

Transcranial direct current stimulation (tDCS) is a non-invasive neuromodulation technique gaining more attention in neurodevelopmental disorders (NDDs). Due to the phenotypic heterogeneity of NDDs, tDCS is unlikely to be equally effective in all individuals. The present study aimed to establish neuroanatomical markers in typical developing (TD) individuals that may be used for the prediction of individual responses to tDCS. 57 TD male and female children received 2mA anodal and sham tDCS, targeting the left dorsolateral prefrontal cortex (DLPFCleft), right inferior frontal gyrus, and bilateral temporo-parietal junction. Response to tDCS was assessed based on task performance differences between anodal and sham tDCS in different neurocognitive tasks (N-back, Flanker, Mooney Faces Detection, Attentional Emotional Recognition task). Measures of cortical thickness (CT) and surface area (SA) were derived from 3-Tesla structural MRI scans. Associations between neuroanatomy and task performance were assessed using a general linear model. Machine learning (ML) algorithms were employed to predict responses to tDCS. Overall, vertex-wise estimates of SA were more closely linked to differences in task performance than measures of CT. Across ML algorithms, highest accuracies were observed for the prediction of N-back task performance differences following stimulation of the DLPFCleft, where 65% of behavioural variance was explained by variability in SA. Lower accuracies were observed for all other tasks and stimulated regions. This suggests that it may be possible to predict individual responses to tDCS for some behavioural measures and target regions. In the future, these models might be extended to predict treatment outcome in individuals with NDDs.Significance statement Transcranial direct current stimulation (tDCS) is a non-invasive neuromodulation technique that has recently gained more attention in neurodevelopmental disorders (NDDs), such as autism and attention-deficit/hyperactivity disorder. However, due to the phenotypic heterogeneity of NDDs, tDCS is unlikely to be equally effective in all individuals. The present study aimed to establish neuroanatomical biomarkers in typical developing individuals that may be used for the prediction of individual responses to tDCS. Our findings suggest that it may be possible to accurately predict individual responses to tDCS for some behavioural measures using measures of neuroanatomy. In the future, our models might be extended to predict treatment outcome in individuals with clinical diagnoses, and may allow for more individualized, person-centred interventions.

2.
Biol Psychiatry ; 95(2): 175-186, 2024 Jan 15.
Artículo en Inglés | MEDLINE | ID: mdl-37348802

RESUMEN

BACKGROUND: Autism is a heterogeneous neurodevelopmental condition accompanied by differences in brain connectivity. Structural connectivity in autism has mainly been investigated within the white matter. However, many genetic variants associated with autism highlight genes related to synaptogenesis and axonal guidance, thus also implicating differences in intrinsic (i.e., gray matter) connections in autism. Intrinsic connections may be assessed in vivo via so-called intrinsic global and local wiring costs. METHODS: Here, we examined intrinsic global and local wiring costs in the brain of 359 individuals with autism and 279 healthy control participants ages 6 to 30 years from the EU-AIMS LEAP (Longitudinal European Autism Project). FreeSurfer was used to derive surface mesh representations to compute the estimated length of connections required to wire the brain within the gray matter. Vertexwise between-group differences were assessed using a general linear model. A gene expression decoding analysis based on the Allen Human Brain Atlas was performed to link neuroanatomical differences to putative underpinnings. RESULTS: Group differences in global and local wiring costs were predominantly observed in medial and lateral prefrontal brain regions, in inferior temporal regions, and at the left temporoparietal junction. The resulting neuroanatomical patterns were enriched for genes that had been previously implicated in the etiology of autism at genetic and transcriptomic levels. CONCLUSIONS: Based on intrinsic gray matter connectivity, the current study investigated the complex neuroanatomy of autism and linked between-group differences to putative genomic and/or molecular mechanisms to parse the heterogeneity of autism and provide targets for future subgrouping approaches.


Asunto(s)
Trastorno del Espectro Autista , Sustancia Blanca , Humanos , Sustancia Gris/diagnóstico por imagen , Trastorno del Espectro Autista/diagnóstico por imagen , Trastorno del Espectro Autista/genética , Imagen por Resonancia Magnética/métodos , Corteza Cerebral , Encéfalo/diagnóstico por imagen , Sustancia Blanca/diagnóstico por imagen , Genómica
3.
Mol Autism ; 14(1): 36, 2023 10 04.
Artículo en Inglés | MEDLINE | ID: mdl-37794485

RESUMEN

BACKGROUND: Autism spectrum disorders (ASD) are neurodevelopmental conditions accompanied by differences in brain development. Neuroanatomical differences in autism are variable across individuals and likely underpin distinct clinical phenotypes. To parse heterogeneity, it is essential to establish how the neurobiology of ASD is modulated by differences associated with co-occurring conditions, such as attention-deficit/hyperactivity disorder (ADHD). This study aimed to (1) investigate between-group differences in autistic individuals with and without co-occurring ADHD, and to (2) link these variances to putative genomic underpinnings. METHODS: We examined differences in cortical thickness (CT) and surface area (SA) and their genomic associations in a sample of 533 individuals from the Longitudinal European Autism Project. Using a general linear model including main effects of autism and ADHD, and an ASD-by-ADHD interaction, we examined to which degree ADHD modulates the autism-related neuroanatomy. Further, leveraging the spatial gene expression data of the Allen Human Brain Atlas, we identified genes whose spatial expression patterns resemble our neuroimaging findings. RESULTS: In addition to significant main effects for ASD and ADHD in fronto-temporal, limbic, and occipital regions, we observed a significant ASD-by-ADHD interaction in the left precentral gyrus and the right frontal gyrus for measures of CT and SA, respectively. Moreover, individuals with ASD + ADHD differed in CT to those without. Both main effects and the interaction were enriched for ASD-but not for ADHD-related genes. LIMITATIONS: Although we employed a multicenter design to overcome single-site recruitment limitations, our sample size of N = 25 individuals in the ADHD only group is relatively small compared to the other subgroups, which limits the generalizability of the results. Also, we assigned subjects into ADHD positive groupings according to the DSM-5 rating scale. While this is sufficient for obtaining a research diagnosis of ADHD, our approach did not take into account for how long the symptoms have been present, which is typically considered when assessing ADHD in the clinical setting. CONCLUSION: Thus, our findings suggest that the neuroanatomy of ASD is significantly modulated by ADHD, and that autistic individuals with co-occurring ADHD may have specific neuroanatomical underpinnings potentially mediated by atypical gene expression.


Asunto(s)
Trastorno por Déficit de Atención con Hiperactividad , Trastorno del Espectro Autista , Trastorno Autístico , Humanos , Trastorno Autístico/diagnóstico por imagen , Trastorno Autístico/genética , Trastorno Autístico/complicaciones , Trastorno por Déficit de Atención con Hiperactividad/diagnóstico por imagen , Trastorno por Déficit de Atención con Hiperactividad/genética , Trastorno por Déficit de Atención con Hiperactividad/complicaciones , Neuroanatomía , Encéfalo/diagnóstico por imagen , Trastorno del Espectro Autista/diagnóstico por imagen , Trastorno del Espectro Autista/genética , Trastorno del Espectro Autista/complicaciones , Genómica
4.
Elife ; 122023 08 09.
Artículo en Inglés | MEDLINE | ID: mdl-37555830

RESUMEN

Human neuroscience has always been pushing the boundary of what is measurable. During the last decade, concerns about statistical power and replicability - in science in general, but also specifically in human neuroscience - have fueled an extensive debate. One important insight from this discourse is the need for larger samples, which naturally increases statistical power. An alternative is to increase the precision of measurements, which is the focus of this review. This option is often overlooked, even though statistical power benefits from increasing precision as much as from increasing sample size. Nonetheless, precision has always been at the heart of good scientific practice in human neuroscience, with researchers relying on lab traditions or rules of thumb to ensure sufficient precision for their studies. In this review, we encourage a more systematic approach to precision. We start by introducing measurement precision and its importance for well-powered studies in human neuroscience. Then, determinants for precision in a range of neuroscientific methods (MRI, M/EEG, EDA, Eye-Tracking, and Endocrinology) are elaborated. We end by discussing how a more systematic evaluation of precision and the application of respective insights can lead to an increase in reproducibility in human neuroscience.


Asunto(s)
Neurociencias , Humanos , Reproducibilidad de los Resultados , Tamaño de la Muestra , Imagen por Resonancia Magnética
5.
Mol Psychiatry ; 28(5): 2158-2169, 2023 05.
Artículo en Inglés | MEDLINE | ID: mdl-36991132

RESUMEN

Individuals with autism spectrum disorder (henceforth referred to as autism) display significant variation in clinical outcome. For instance, across age, some individuals' adaptive skills naturally improve or remain stable, while others' decrease. To pave the way for 'precision-medicine' approaches, it is crucial to identify the cross-sectional and, given the developmental nature of autism, longitudinal neurobiological (including neuroanatomical and linked genetic) correlates of this variation. We conducted a longitudinal follow-up study of 333 individuals (161 autistic and 172 neurotypical individuals, aged 6-30 years), with two assessment time points separated by ~12-24 months. We collected behavioural (Vineland Adaptive Behaviour Scale-II, VABS-II) and neuroanatomical (structural magnetic resonance imaging) data. Autistic participants were grouped into clinically meaningful "Increasers", "No-changers", and "Decreasers" in adaptive behaviour (based on VABS-II scores). We compared each clinical subgroup's neuroanatomy (surface area and cortical thickness at T1, ∆T (intra-individual change) and T2) to that of the neurotypicals. Next, we explored the neuroanatomical differences' potential genomic associates using the Allen Human Brain Atlas. Clinical subgroups had distinct neuroanatomical profiles in surface area and cortical thickness at baseline, neuroanatomical development, and follow-up. These profiles were enriched for genes previously associated with autism and for genes previously linked to neurobiological pathways implicated in autism (e.g. excitation-inhibition systems). Our findings suggest that distinct clinical outcomes (i.e. intra-individual change in clinical profiles) linked to autism core symptoms are associated with atypical cross-sectional and longitudinal, i.e. developmental, neurobiological profiles. If validated, our findings may advance the development of interventions, e.g. targeting mechanisms linked to relatively poorer outcomes.


Asunto(s)
Trastorno del Espectro Autista , Trastorno Autístico , Humanos , Estudios de Seguimiento , Neuroanatomía , Estudios Transversales
6.
Nephrol Dial Transplant ; 25(1): 283-92, 2010 Jan.
Artículo en Inglés | MEDLINE | ID: mdl-19773417

RESUMEN

BACKGROUND: Early and long-term use of cyclosporine A (CsA) leads to increased risks of renal toxicity. We hypothesized that administration of daclizumab in combination with mycophenolate mofetil (MMF) allows a relevant reduction in the dose of CsA. METHODS: We carried out a 3-year, prospective, randomized, controlled clinical multi-centre trial in 156 patients. The patients were randomized to standard treatment (CsA, MMF, steroids) or to high-dose daclizumab (first dose: 2 mg/kg), in combination with low-dose CsA, MMF and steroids. We maintained the mean CsA levels of daclizumab patients at 57% of standard patients (132 versus 216 ng/ml) on Day 7 post-transplant, and 84% by 6 months. RESULTS: Primary outcome, creatinine clearance (with imputation of informative dropouts) at 12 months, was significantly better in daclizumab-treated (34 +/- 17) than standard patients (29 +/- 17; P = 0.028, two sided). Only 5 cases of BPAR were recorded in the daclizumab compared to 22 in the standard group (P = 0.0016). Daclizumab patients had 91% event-free survival after 1 year compared to 66% in standard patients (P = 0.00017). CONCLUSION: We demonstrate here that high-dose daclizumab in combination with lower CsA levels in adult renal transplant recipients is as or more effective than standard regimen (CsA, MMF, steroids) and may result in better outcomes at 12 months post-transplant with no increase in adverse reactions.


Asunto(s)
Anticuerpos Monoclonales/farmacología , Ciclosporina/farmacología , Inmunoglobulina G/farmacología , Trasplante de Riñón , Riñón/efectos de los fármacos , Riñón/fisiología , Ácido Micofenólico/análogos & derivados , Esteroides/farmacología , Adulto , Anciano , Anticuerpos Monoclonales/uso terapéutico , Anticuerpos Monoclonales Humanizados , Biopsia , Ciclosporina/uso terapéutico , Daclizumab , Relación Dosis-Respuesta a Droga , Quimioterapia Combinada , Femenino , Rechazo de Injerto/epidemiología , Rechazo de Injerto/prevención & control , Humanos , Inmunoglobulina G/uso terapéutico , Inmunosupresores/farmacología , Inmunosupresores/uso terapéutico , Incidencia , Riñón/cirugía , Trasplante de Riñón/patología , Estudios Longitudinales , Masculino , Persona de Mediana Edad , Ácido Micofenólico/farmacología , Ácido Micofenólico/uso terapéutico , Estudios Prospectivos , Esteroides/uso terapéutico , Resultado del Tratamiento
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