Brain imaging genomics: integrated analysis and machine learning

L Shen, PM Thompson - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
Brain imaging genomics is an emerging data science field, where integrated analysis of
brain imaging and genomics data, often combined with other biomarker, clinical, and …

Genetic and environmental influences on neuroimaging phenotypes: a meta-analytical perspective on twin imaging studies

GAM Blokland, GI de Zubicaray… - Twin Research and …, 2012 - cambridge.org
Because brain structure and function are affected in neurological and psychiatric disorders,
it is important to disentangle the sources of variation in these phenotypes. Over the past 15 …

A meta‐analysis of deep brain structural shape and asymmetry abnormalities in 2,833 individuals with schizophrenia compared with 3,929 healthy volunteers via the …

BA Gutman, TGM Van Erp, K Alpert… - Human brain …, 2022 - Wiley Online Library
Schizophrenia is associated with widespread alterations in subcortical brain structure. While
analytic methods have enabled more detailed morphometric characterization, findings are …

Genome-wide analysis reveals novel genes influencing temporal lobe structure with relevance to neurodegeneration in Alzheimer's disease

JL Stein, X Hua, JH Morra, S Lee, DP Hibar, AJ Ho… - Neuroimage, 2010 - Elsevier
In a genome-wide association study of structural brain degeneration, we mapped the 3D
profile of temporal lobe volume differences in 742 brain MRI scans of Alzheimer's disease …

Genetics of microstructure of cerebral white matter using diffusion tensor imaging

P Kochunov, DC Glahn, JL Lancaster, AM Winkler… - Neuroimage, 2010 - Elsevier
We analyzed the degree of genetic control over intersubject variability in the microstructure
of cerebral white matter (WM) using diffusion tensor imaging (DTI). We performed heritability …

Early-emerging sulcal patterns are atypical in fetuses with congenital heart disease

CM Ortinau, CK Rollins, A Gholipour, HJ Yun… - Cerebral …, 2019 - academic.oup.com
Fetuses with congenital heart disease (CHD) have third trimester alterations in cortical
development on brain magnetic resonance imaging (MRI). However, the intersulcal …

Sex differences in brain structure in auditory and cingulate regions

CC Brun, N Lepore, E Luders, YY Chou, SK Madsen… - …, 2009 - journals.lww.com
We applied a new method to visualize the three-dimensional profile of sex differences in
brain structure based on MRI scans of 100 young adults. We compared 50 men with 50 …

Genetics of primary cerebral gyrification: Heritability of length, depth and area of primary sulci in an extended pedigree of Papio baboons

P Kochunov, DC Glahn, PT Fox, JL Lancaster… - Neuroimage, 2010 - Elsevier
Genetic control over morphological variability of primary sulci and gyri is of great interest in
the evolutionary, developmental and clinical neurosciences. Primary structures emerge …

Logical circularity in voxel‐based analysis: Normalization strategy may induce statistical bias

NJ Tustison, BB Avants, PA Cook, J Kim… - Human brain …, 2014 - Wiley Online Library
Recent discussions within the neuroimaging community have highlighted the problematic
presence of selection bias in experimental design. Although initially centering on the …

Applying tensor-based morphometry to parametric surfaces can improve MRI-based disease diagnosis

Y Wang, L Yuan, J Shi, A Greve, J Ye, AW Toga… - Neuroimage, 2013 - Elsevier
Many methods have been proposed for computer-assisted diagnostic classification. Full
tensor information and machine learning with 3D maps derived from brain images may help …