A review of multivariate methods for multimodal fusion of brain imaging data
The development of various neuroimaging techniques is rapidly improving the
measurements of brain function/structure. However, despite improvements in individual …
measurements of brain function/structure. However, despite improvements in individual …
A review of multivariate analyses in imaging genetics
J Liu, VD Calhoun - Frontiers in neuroinformatics, 2014 - frontiersin.org
Recent advances in neuroimaging technology and molecular genetics provide the unique
opportunity to investigate genetic influence on the variation of brain attributes. Since the year …
opportunity to investigate genetic influence on the variation of brain attributes. Since the year …
A three-way parallel ICA approach to analyze links among genetics, brain structure and brain function
Multi-modal data analysis techniques, such as the Parallel Independent Component
Analysis (pICA), are essential in neuroscience, medical imaging and genetic studies. The …
Analysis (pICA), are essential in neuroscience, medical imaging and genetic studies. The …
Genetic associations of brain structural networks in schizophrenia: a preliminary study
BACKGROUND: Schizophrenia is a complex genetic disorder, with multiple putative risk
genes and many reports of reduced cortical gray matter. Identifying the genetic loci …
genes and many reports of reduced cortical gray matter. Identifying the genetic loci …
A pilot multivariate parallel ICA study to investigate differential linkage between neural networks and genetic profiles in schizophrenia
Understanding genetic influences on both healthy and disordered brain function is a major
focus in psychiatric neuroimaging. We utilized task-related imaging findings from an fMRI …
focus in psychiatric neuroimaging. We utilized task-related imaging findings from an fMRI …
Multifaceted genomic risk for brain function in schizophrenia
Recently, deriving candidate endophenotypes from brain imaging data has become a
valuable approach to study genetic influences on schizophrenia (SZ), whose …
valuable approach to study genetic influences on schizophrenia (SZ), whose …
Multivariate imaging genetics study of MRI gray matter volume and SNPs reveals biological pathways correlated with brain structural differences in attention deficit …
Background Attention deficit hyperactivity disorder (ADHD) is a prevalent
neurodevelopmental disorder affecting children, adolescents, and adults. Its etiology is not …
neurodevelopmental disorder affecting children, adolescents, and adults. Its etiology is not …
Convergent approaches for defining functional imaging endophenotypes in schizophrenia
G Pearlson, VD Calhoun - Frontiers in human neuroscience, 2009 - frontiersin.org
In complex genetic disorders such as schizophrenia, endophenotypes have potential utility
both in identifying risk genes and in illuminating pathophysiology. This is due to their …
both in identifying risk genes and in illuminating pathophysiology. This is due to their …
Genetic markers of white matter integrity in schizophrenia revealed by parallel ICA
It is becoming a consensus that white matter integrity is compromised in schizophrenia (SZ),
however the underlying genetics remains elusive. Evidence suggests a polygenic basis of …
however the underlying genetics remains elusive. Evidence suggests a polygenic basis of …
Translational potential of neuroimaging genomic analyses to diagnosis and treatment in mental disorders
Imaging genomics focuses on characterizing genomic influence on the variation of
neurobiological traits, holding promise for illuminating the pathogenesis, reforming the …
neurobiological traits, holding promise for illuminating the pathogenesis, reforming the …