Evaluation of risk of bias in neuroimaging-based artificial intelligence models for psychiatric diagnosis: a systematic review

Z Chen, X Liu, Q Yang, YJ Wang, K Miao… - JAMA network …, 2023 - jamanetwork.com
Importance Neuroimaging-based artificial intelligence (AI) diagnostic models have
proliferated in psychiatry. However, their clinical applicability and reporting quality (ie …

Genetics of the connectome

PM Thompson, T Ge, DC Glahn, N Jahanshad… - Neuroimage, 2013 - Elsevier
Connectome genetics attempts to discover how genetic factors affect brain connectivity.
Here we review a variety of genetic analysis methods—such as genome-wide association …

Sampling inequalities affect generalization of neuroimaging-based diagnostic classifiers in psychiatry

Z Chen, B Hu, X Liu, B Becker, SB Eickhoff, K Miao… - BMC medicine, 2023 - Springer
Background The development of machine learning models for aiding in the diagnosis of
mental disorder is recognized as a significant breakthrough in the field of psychiatry …

Morphological changes in subregions of hippocampus and amygdala in major depressive disorder patients

Z Yao, Y Fu, J Wu, W Zhang, Y Yu, Z Zhang… - Brain imaging and …, 2020 - Springer
Despite many neuroimaging studies in the past years, the neuroanatomical substrates of
major depressive disorder (MDD) subcortical structures are still not well understood. Since …

Influence of APOE genotype on hippocampal atrophy over time-an N= 1925 surface-based ADNI study

B Li, J Shi, BA Gutman, LC Baxter, PM Thompson… - PloS one, 2016 - journals.plos.org
The apolipoprotein E (APOE) e4 genotype is a powerful risk factor for late-onset Alzheimer's
disease (AD). In the Alzheimer's Disease Neuroimaging Initiative (ADNI) cohort, we …

Surface fluid registration of conformal representation: Application to detect disease burden and genetic influence on hippocampus

J Shi, PM Thompson, B Gutman, Y Wang… - NeuroImage, 2013 - Elsevier
In this paper, we develop a new automated surface registration system based on surface
conformal parameterization by holomorphic 1-forms, inverse consistent surface fluid …

[图书][B] Tensors for data processing: theory, methods, and applications

Y Liu - 2021 - books.google.com
Tensors for Data Processing: Theory, Methods and Applications presents both classical and
state-of-the-art methods on tensor computation for data processing, covering computation …

Genetic influence of apolipoprotein E4 genotype on hippocampal morphometry: An N = 725 surface‐based Alzheimer's disease neuroimaging initiative study

J Shi, N Lepore, BA Gutman… - Human brain …, 2014 - Wiley Online Library
The apolipoprotein E (APOE) e4 allele is the most prevalent genetic risk factor for
Alzheimer's disease (AD). Hippocampal volumes are generally smaller in AD patients …

Applying surface-based hippocampal morphometry to study APOE-E4 allele dose effects in cognitively unimpaired subjects

Q Dong, W Zhang, J Wu, B Li, EH Schron… - NeuroImage: Clinical, 2019 - Elsevier
Apolipoprotein E (APOE) e4 is the major genetic risk factor for late-onset Alzheimer's
disease (AD). The dose-dependent impact of this allele on hippocampal volumes has been …

A novel pipeline leveraging surface-based features of small subcortical structures to classify individuals with autism spectrum disorder

Y Fu, J Zhang, Y Li, J Shi, Y Zou, H Guo, Y Li… - Progress in Neuro …, 2021 - Elsevier
Autism spectrum disorder (ASD) is accompanied with widespread impairment in social-
emotional functioning. Classification of ASD using sensitive morphological features derived …