Cargando…

Effects of Brain Atlases and Machine Learning Methods on the Discrimination of Schizophrenia Patients: A Multimodal MRI Study

Recently, machine learning techniques have been widely applied in discriminative studies of schizophrenia (SZ) patients with multimodal magnetic resonance imaging (MRI); however, the effects of brain atlases and machine learning methods remain largely unknown. In this study, we collected MRI data fo...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zang, Jinyu, Huang, Yuanyuan, Kong, Lingyin, Lei, Bingye, Ke, Pengfei, Li, Hehua, Zhou, Jing, Xiong, Dongsheng, Li, Guixiang, Chen, Jun, Li, Xiaobo, Xiang, Zhiming, Ning, Yuping, Wu, Fengchun, Wu, Kai
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2021
Materias:	Neuroscience
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8353157/ https://www.ncbi.nlm.nih.gov/pubmed/34385901 http://dx.doi.org/10.3389/fnins.2021.697168

Ejemplares similares

The gut microbiome is associated with brain structure and function in schizophrenia
por: Li, Shijia, et al.
Publicado: (2021)

Author Correction: The gut microbiome is associated with brain structure and function in schizophrenia
por: Li, Shijia, et al.
Publicado: (2021)

Discriminative analysis of schizophrenia patients using graph convolutional networks: A combined multimodal MRI and connectomics analysis
por: Chen, Xiaoyi, et al.
Publicado: (2023)

Corrigendum: Discriminative analysis of schizophrenia patients using graph convolutional networks: a combined multimodal MRI and connectomics analysis
por: Chen, Xiaoyi, et al.
Publicado: (2023)

Multimodal Magnetic Resonance Imaging Reveals Aberrant Brain Age Trajectory During Youth in Schizophrenia Patients
por: Huang, Jiayuan, et al.
Publicado: (2022)

Structural and functional brain abnormalities in drug-naive, first-episode, and chronic patients with schizophrenia: a multimodal MRI study
por: Wu, Fengchun, et al.
Publicado: (2018)

Discriminative Analysis of Schizophrenia Patients Using Topological Properties of Structural and Functional Brain Networks: A Multimodal Magnetic Resonance Imaging Study
por: Wang, Jing, et al.
Publicado: (2022)

Altered gut microbiota associated with symptom severity in schizophrenia
por: Li, Shijia, et al.
Publicado: (2020)

Discriminative analysis of schizophrenia using support vector machine and recursive feature elimination on structural MRI images
por: Lu, Xiaobing, et al.
Publicado: (2016)

Altered Heart Rate Variability in Patients With Schizophrenia During an Autonomic Nervous Test
por: Liu, Ya, et al.
Publicado: (2021)

Homocysteine level, body mass index and clinical correlates in Chinese Han patients with schizophrenia
por: Huang, Yuanyuan, et al.
Publicado: (2020)

Kynurenine pathway metabolites are associated with gray matter volume in subjects with schizophrenia
por: Zhou, Sumiao, et al.
Publicado: (2022)

The percentage and clinical correlates of alexithymia in stable patients with schizophrenia
por: Yi, Yun, et al.
Publicado: (2022)

Suicide Attempts, Neurocognitive Dysfunctions and Clinical Correlates in Middle-Aged and Elderly Chinese Schizophrenia Patients
por: Huang, Yuanyuan, et al.
Publicado: (2021)

Association between plasma homocysteine levels and cognitive deficits in Han Chinese patients with schizophrenia across age groups
por: Zhou, Sumiao, et al.
Publicado: (2021)

Violence, neurocognitive function and clinical correlates in patients with schizophrenia
por: Yi, Yun, et al.
Publicado: (2023)

Multimodal neuromarkers in schizophrenia via cognition-guided MRI fusion
por: Sui, Jing, et al.
Publicado: (2018)

Multimodal Integration of Brain Images for MRI-Based Diagnosis in Schizophrenia
por: Salvador, Raymond, et al.
Publicado: (2019)

MRI for discriminating metastatic ovarian tumors from primary epithelial ovarian cancers
por: Xu, Yanhong, et al.
Publicado: (2015)

Prevalence and Correlation of Anxiety, Insomnia and Somatic Symptoms in a Chinese Population During the COVID-19 Epidemic
por: Huang, Yuanyuan, et al.
Publicado: (2020)

Differences in the Association of Anxiety, Insomnia and Somatic Symptoms between Medical Staff and the General Population During the Outbreak of COVID-19
por: Huang, Yuanyuan, et al.
Publicado: (2021)

Decreased Peripheral BDNF Levels and Cognitive Impairment in Late-Life Schizophrenia
por: Huo, Lijuan, et al.
Publicado: (2021)

Analysis of EEG features and study of automatic classification in first-episode and drug-naïve patients with major depressive disorder
por: Huang, Yuanyuan, et al.
Publicado: (2023)

Multimodal MRI Analysis of Cervical Cancer on the Basis of Artificial Intelligence Algorithm
por: Wang, Bin, et al.
Publicado: (2021)

Increased Plasma Kynurenic Acid Levels are Associated with Impaired Attention/Vigilance and Social Cognition in Patients with Schizophrenia
por: Huang, Xingbing, et al.
Publicado: (2020)

Derivation and utility of schizophrenia polygenic risk associated multimodal MRI frontotemporal network
por: Qi, Shile, et al.
Publicado: (2022)

Multi-Site Diagnostic Classification of Schizophrenia Using Discriminant Deep Learning with Functional Connectivity MRI
por: Zeng, Ling-Li, et al.
Publicado: (2018)

Discriminative analysis of non-linear brain connectivity in schizophrenia: an fMRI Study
por: Su, Longfei, et al.
Publicado: (2013)

The Relationship Between Symptoms of Anxiety and Somatic Symptoms in Health Professionals During the Coronavirus Disease 2019 Pandemic
por: Li, Hehua, et al.
Publicado: (2020)

Automatic Schizophrenia Detection Using Multimodality Media via a Text Reading Task
por: Zhang, Jing, et al.
Publicado: (2022)

Smoking Affects the Patterns of Metabolic Disorders and Metabolic Syndrome in Patients With First-Episode Drug-Naive Schizophrenia: A Large Sample Study Based on the Chinese Han Population
por: Li, Zezhi, et al.
Publicado: (2021)

Elevated activity of superoxide dismutase in male late-life schizophrenia and its correlation with clinical symptoms and cognitive deficits
por: Huo, Lijuan, et al.
Publicado: (2021)

Neuregulin 3 rs10748842 polymorphism contributes to the effect of body mass index on cognitive impairment in patients with schizophrenia
por: Zhou, Yongjie, et al.
Publicado: (2020)

An integrated machine learning framework for a discriminative analysis of schizophrenia using multi-biological data
por: Ke, Peng-fei, et al.
Publicado: (2021)

Neuroscience Information Toolbox: An Open Source Toolbox for EEG–fMRI Multimodal Fusion Analysis
por: Dong, Li, et al.
Publicado: (2018)

A Review of Studies Leveraging Multimodal TMS-fMRI Applications in the Pathophysiology and Treatment of Schizophrenia
por: Baliga, Sachin Pradeep, et al.
Publicado: (2021)

Efficacy of low-dose risperidone in combination with sertraline in first-episode drug-naïve patients with schizophrenia: a randomized controlled open-label study
por: Lang, Xiaoe, et al.
Publicado: (2023)

Non-negative discriminative brain functional connectivity for identifying schizophrenia on resting-state fMRI
por: Zhu, Qi, et al.
Publicado: (2018)

Combination of Resting State fMRI, DTI, and sMRI Data to Discriminate Schizophrenia by N-way MCCA + jICA
por: Sui, Jing, et al.
Publicado: (2013)

Spontaneous Activity Associated with Delusions of Schizophrenia in the Left Medial Superior Frontal Gyrus: A Resting-State fMRI Study
por: Gao, Bin, et al.
Publicado: (2015)

Cannot write session to /tmp/vufind_sessions/sess_o1hea1et9o661shapdbvduqcnv