Classification of First-Episode Schizophrenia Spectrum Disorders and Controls from Whole Brain White Matter Fractional Anisotropy Using Machine Learning

被引：0

作者：

Mikolas, Pavol ^{[1
]}

Hlinka, Jaroslav ^{[2
]}

Pitra, Zbynek ^{[3
]}

Skoch, Antonin ^{[4
]}

Frodl, Thomas ^{[5
]}

Spaniel, Filip ^{[6
]}

Hajek, Tomas ^{[7
]}

机构：

[1] Charles Univ Prague, Natl Inst Mental Hlth, Fac Med 3, Prague, Czech Republic

[2] Czech Acad Sci, Inst Comp Sci, Prague, Czech Republic

[3] Czech Tech Univ, Fac Nucl Sci & Phys Engn, Prague, Czech Republic

[4] Inst Clin & Expt Med, Dept Diagnost & Intervent Radiol, MR Unit, Prague, Czech Republic

[5] Otto Von Guericke Univ, Dept Psychiat & Psychotherapy, Magdeburg, Germany

[6] Natl Inst Mental Hlth, Klecany, Czech Republic

[7] Dalhousie Univ, Halifax, NS, Canada

来源：

BIOLOGICAL PSYCHIATRY | 2017年 / 81卷 / 10期

关键词：

first episode schizophrenia; Machine learning; Fractional Anisotropy; Diffusion Tensor Imaging (DTI); Support Vector Machines;

D O I：

10.1016/j.biopsych.2017.02.493

中图分类号：

Q189 [神经科学];

学科分类号：

071006 ;

摘要：

623

引用

页码：S252 / S252

页数：1

共 50 条

[41] Association of white matter deficits with clinical symptoms in antipsychotic-naive first-episode schizophrenia: an optimized VBM study using 3T
Li Yao
Su Lui
Wei Deng
Min Wu
Lizhou Chen
Yuan Xiao
Sunima Lama
Wenjing Zhang
Xiaoqi Huang
Tao Li
Qiyong Gong
Magnetic Resonance Materials in Physics, Biology and Medicine, 2014, 27 : 283 - 290
[42] Support vector machine-based classification of first episode drug-naive schizophrenia patients and healthy controls using structural MRI
Xiao, Yuan
Yan, Zhihan
Zhao, Youjin
Tao, Bo
Sun, Huaiqiang
Li, Fei
Yao, Li
Zhang, Wenjing
Chandan, Shah
Liu, Jieke
Gong, Qiyong
Sweeney, John A.
Lui, Su
SCHIZOPHRENIA RESEARCH, 2019, 214 : 11 - 17
[43] Shedding Patterns of Glycocalyx in Plasma Discriminates First-Episode, Antipsychotic-Naive Schizophrenia Spectrum Patients From Healthy Controls: A Novel Blood Marker for Psychosis?
DellaValle, Brian
Bogehave, Hjalte
Andersen, Helle
Ambrosen, Karen
Sorensen, Mikkel
Sigvard, Anne
Tangmose, Karen
Bojesen, Kirsten
Nielsen, Mette
Jorgensen, Mathias
Hempel, Casper
Rungby, Jorgen
Glenthoj, Birte
Hansen, Lars
Ebdrup, Bjorn
NEUROPSYCHOPHARMACOLOGY, 2021, 46 (SUPPL 1) : 363 - 364
[44] Detection of Mild Traumatic Brain Injury by Machine Learning Classification Using Resting State Functional Network Connectivity and Fractional Anisotropy
Vergara, Victor M.
Mayer, Andrew R.
Damaraju, Eswar
Kiehl, Kent A.
Calhoun, Vince
JOURNAL OF NEUROTRAUMA, 2017, 34 (05) : 1045 - 1053
[45] Association of the brain-derived neurotrophic factor Val66Met polymorphism with negative symptoms severity, but not cognitive function, in first-episode schizophrenia spectrum disorders
Mezquida, G.
Penades, R.
Cabrera, B.
Savulich, G.
Lobo, A.
Gonzalez-Pinto, A.
Penzol, M. J.
Corripio, I.
Fernandez-Egea, E.
Gasso, P.
Cuesta, M. J.
Bernardo, M.
EUROPEAN PSYCHIATRY, 2016, 38 : 61 - 68
[46] Identifying first-episode drug naive patients with schizophrenia with or without auditory verbal hallucinations using whole-brain functional connectivity: A pattern analysis study
Huang, Peng
Cui, Long-Biao
Li, Xiangrui
Lu, Zhong-Lin
Zhu, Xia
Xi, Yibin
Wang, Huaning
Li, Baojuan
Hou, Fang
Miao, Danmin
Yin, Hong
NEUROIMAGE-CLINICAL, 2018, 19 : 351 - 359
[47] Differences in the gut microbiome of young adults with schizophrenia spectrum disorder: using machine learning to distinguish cases from controls
Stiernborg, Miranda
Prast-Nielsen, Stefanie
Melas, Philippe A.
Skott, Maria
Millischer, Vincent
Boulund, Fredrik
Forsell, Yvonne
Lavebratt, Catharina
BRAIN BEHAVIOR AND IMMUNITY, 2024, 117 : 298 - 309
[48] Frontal white matter abnormalities reveal the pathological basis underlying negative symptoms in antipsychotic-naive, first-episode patients with adolescent-onset schizophrenia: Evidence from multimodal brain imaging
Wang, Xiao
Lu, Fengmei
Duan, Xujun
Han, Shaoqiang
Guo, Xiaonan
Yang, Mi
Zhang, Yan
Xiao, Jinming
Sheng, Wei
Zhao, Jingping
Chen, Huafu
SCHIZOPHRENIA RESEARCH, 2020, 222 : 258 - 266
[49] Lower negative symptom scores among cannabis-dependent patients with schizophrenia-spectrum disorders: preliminary evidence from an African American first-episode sample
Compton, MT
Furman, AC
Kaslow, NJ
SCHIZOPHRENIA RESEARCH, 2004, 71 (01) : 61 - 64
[50] White Matter Connectome Edge Density in Children with Autism Spectrum Disorders: Potential Imaging Biomarkers Using Machine-Learning Models
Payabvash, Seyedmehdi
Palacios, Eva M.
Owen, Julia P.
Wang, Maxwell B.
Tavassoli, Teresa
Gerdes, Molly
Brandes-Aitken, Anne
Cuneo, Daniel
Marco, Elysa J.
Mukherjee, Pratik
BRAIN CONNECTIVITY, 2019, 9 (02) : 209 - 220

← 1 2 3 4 5 →