ArticleNeuroImage. Clinical2021
Dissociating regional gray matter density and gray matter volume in autism spectrum condition.
Article in NeuroImage. Clinical, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- Brain morphological changes in autism spectrum disorder related to multiple behavioral spectrums: a behavioral-causal structural covariance network analysis.European archives of psychiatry and clinical neuroscience · 2026Article
- Unraveling the complex interplay between glymphatic function, age, and brain structure in school-aged children with autism spectrum disorder.Brain imaging and behavior · 2026Article
- Gray Matter Volume Correlates of Co-Occurring Depression in Autism Spectrum Disorder.Journal of autism and developmental disorders · 2026Article
- Structural and functional whole brain changes in autism spectrum disorder at different age stages.European child & adolescent psychiatry · 2025Article
- Efficacy and brain modulation mechanisms of acupuncture for chronic prostatitis/chronic pelvic pain syndrome revealed by structural MRI changes.Frontiers in neurology · 2025Article
- Brain volume in infants with metopic synostosis: Less white matter volume with an accelerated growth pattern in early life.Journal of anatomy · 2024Article
- Differences in regional brain structure in toddlers with autism are related to future language outcomes.Nature communications · 2024Article
- Brain structure variation and individual differences in theory of mind among older adults.Aging brain · 2024Article
- Language, Social, and Face Regions Are Affected in Toddlers with Autism and Predictive of Language Outcome.Research square · 2023Article
- Functional comorbidities and brain tissue changes before and after lung transplant in adults.Frontiers in cellular neuroscience · 2022Article
- Age differences and brain maturation provide insight into heterogeneous results in autism spectrum disorder.Frontiers in human neuroscience · 2022Review
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Authors and funding
5 authors.
Funding
Abstract
backgroundDespite decades of research, there is continued uncertainty regarding whether autism is associated with a specific profile of gray matter (GM) structure. This inconsistency may stem from the widespread use of voxel-based morphometry (VBM) methods that combine indices of GM density and GM volume. If GM density or volume, but not both, prove different in autism, the traditional VBM approach of combining the two indices may obscure the difference. The present study measures GM density and volume separately to examine whether autism is associated with alterations in GM volume, density, or both.
methodsDifferences in MRI-based GM density and volume were examined in 6-25 year-olds with a diagnosis of autism spectrum disorder (n = 213, 80.8% male, IQ 47-154) and a typically developing (TD) sample (n = 190, 71.6% male, IQ 67-155). High-resolution T1-weighted anatomical images were collected on a single MRI scanner. Regional density and volume were estimated via whole-brain parcellation comprised of 1625 parcels. Parcel-wise analyses were conducted using generalized additive models while controlling the false discovery rate (FDR, q < 0.05). Volume differences in the 68-region Desikan-Killiany atlas derived from Freesurfer were also examined, to establish the generalizability of findings across methods.
resultsNo density differences were observed between the autistic and TD groups, either in individual parcels or whole brain mean density. Increased volume was observed in autism compared to the TD group when controlling for Age, Sex, and IQ, both at the level of the whole brain (total volume) and in 45 parcels (2.8% of total parcels). Parcels with greater volume included inferior, middle, and superior temporal gyrus, inferior and superior frontal gyrus, precuneus, and fusiform gyrus. Converging evidence from a standard Freesurfer pipeline also identified greater volume in a number of overlapping regions. LIMITATIONS: The method for determining "density" is not a direct measure of neuronal density, and this study cannot reveal underlying cellular differences. While this study represents possibly the largest single-site sample of its kind, it is underpowered to detect very small differences.
conclusionsThese results provide compelling evidence that autism is associated with regional GM volumetric differences, which are more prominent than density differences. This underscores the importance of examining volume and density separately, and suggests that direct measures of volume (e.g. region-of-interest or tensor-based morphometry approaches) may be more sensitive to autism-relevant differences in neuroanatomy than concentration/density-based approaches.
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