ArticleFrontiers in computational neuroscience2017
CerebroMatic: A Versatile Toolbox for Spline-Based MRI Template Creation.
Article in Frontiers in computational neuroscience, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers.
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Who cites it
51 citing papers in PubMed.
- Multisession tDCS combined with intrastimulation training improves emotion recognition in adolescents with autism spectrum disorder.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2024Trial
- Qigong exercise enhances cognitive functions in the elderly via an interleukin-6-hippocampus pathway: A randomized active-controlled trial.Brain, behavior, and immunity · 2021Trial
- Individual differences in brain systems supporting declarative and procedural memory during grammatical error processing in children.Cerebral cortex (New York, N.Y. : 1991) · 2026Article
- Associations between brain structure and both language proficiency and language balance in early bilinguals.bioRxiv : the preprint server for biology · 2026Article
- The Relation of Home Literacy Environment to Brain Specialization and Sensitivity for Phonological and Semantic Processing of Spoken Words.Journal of speech, language, and hearing research : JSLHR · 2026Article
- Age-varying distinct neuroanatomy in young children with autism spectrum disorder and fragile X syndrome.Molecular psychiatry · 2026Article
- Genetic risk and transdiagnostic traits in anorexia nervosa, obsessive-compulsive disorder, and schizophrenia.Psychological medicine · 2025Article
- Children with lower language skill engage additional brain mechanisms in both hemispheres during sentence comprehension.Research square · 2025Article
- Neuro-cognitive development of semantic and syntactic bootstrapping in 7- to 9-year-old children.Cortex; a journal devoted to the study of the nervous system and behavior · 2025Article
- Altered Effective Connectivity of the Numerical Brain in Children With Developmental Dyscalculia.Journal of neuroscience research · 2025Article
- Neuroanatomical basis of language ability in an autism subgroup with moderate language deficits.European child & adolescent psychiatry · 2025Article
- Examining the role of phonological and semantic mechanisms during morphological processing of sentences in 7-year-old children.Cerebral cortex (New York, N.Y. : 1991) · 2025Article
- Task-based effective connectivity finds alterations in frontoparietal network in Duchenne muscular dystrophy.Brain communications · 2025Article
- Earlier connectivity and specialization predict longitudinal changes in phonological and semantic specialization in 7- to 9-year-old children.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Unravelling pathological ageing with brain age gap estimation in Alzheimer's disease, diabetes and schizophrenia.Brain communications · 2025Article
- Radiomics score derived from T1-w/T2-w ratio image can predict motor symptom progression in Parkinson's disease.European radiology · 2024Article
- Syntactic and semantic specialization in 9- to 10-year-old children during auditory sentence processing.Scientific reports · 2024Article
- Neuroanatomical markers of social cognition in neglected adolescents.Neurobiology of stress · 2024Article
- Early-stage use of hearing aids preserves auditory cortical structure in children with sensorineural hearing loss.Cerebral cortex (New York, N.Y. : 1991) · 2024Article
- A three-step, "brute-force" approach toward optimized affine spatial normalization.Frontiers in computational neuroscience · 2024Article
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4 authors.
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Abstract
Brain image spatial normalization and tissue segmentation rely on prior tissue probability maps. Appropriately selecting these tissue maps becomes particularly important when investigating "unusual" populations, such as young children or elderly subjects. When creating such priors, the disadvantage of applying more deformation must be weighed against the benefit of achieving a crisper image. We have previously suggested that statistically modeling demographic variables, instead of simply averaging images, is advantageous. Both aspects (more vs. less deformation and modeling vs. averaging) were explored here. We used imaging data from 1914 subjects, aged 13 months to 75 years, and employed multivariate adaptive regression splines to model the effects of age, field strength, gender, and data quality. Within the spm/cat12 framework, we compared an affine-only with a low- and a high-dimensional warping approach. As expected, more deformation on the individual level results in lower group dissimilarity. Consequently, effects of age in particular are less apparent in the resulting tissue maps when using a more extensive deformation scheme. Using statistically-described parameters, high-quality tissue probability maps could be generated for the whole age range; they are consistently closer to a gold standard than conventionally-generated priors based on 25, 50, or 100 subjects. Distinct effects of field strength, gender, and data quality were seen. We conclude that an extensive matching for generating tissue priors may model much of the variability inherent in the dataset which is then not contained in the resulting priors. Further, the statistical description of relevant parameters (using regression splines) allows for the generation of high-quality tissue probability maps while controlling for known confounds. The resulting CerebroMatic toolbox is available for download at http://irc.cchmc.org/software/cerebromatic.php.
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