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

[1] Machine learning classification of first-episode schizophrenia spectrum disorders and controls using whole brain white matter fractional anisotropy
Mikolas, Pavol
Hlinka, Jaroslav
Skoch, Antonin
Pitra, Zbynek
Frodl, Thomas
Spaniel, Filip
Hajek, Tomas
BMC PSYCHIATRY, 2018, 18
[2] Classification of first-episode schizophrenia spectrum disorders and controls from whole brain white matter fractional anisotropy using machine learning
Mikolas, P.
Hlinka, J.
Pitra, Z.
Skoch, A.
Frodl, T.
Spaniel, F.
Hajek, T.
EUROPEAN PSYCHIATRY, 2017, 41 : S191 - S191
[3] Machine learning classification of first-episode schizophrenia spectrum disorders and controls using whole brain white matter fractional anisotropy
Pavol Mikolas
Jaroslav Hlinka
Antonin Skoch
Zbynek Pitra
Thomas Frodl
Filip Spaniel
Tomas Hajek
BMC Psychiatry, 18
[4] Insight and white matter fractional anisotropy in first-episode schizophrenia
Asmal, Laila
du Plessis, Stefan
Vink, Matthijs
Fouche, Jean-Paul
Chiliza, Bonginkosi
Emsley, Robin
SCHIZOPHRENIA RESEARCH, 2017, 183 : 88 - 94
[5] White matter integrity of the whole brain is disrupted in first-episode schizophrenia
Hao, YH
Liu, ZN
Jiang, TZ
Gong, GL
Liu, HH
Tan, LH
Kuang, F
Xu, L
Yi, YH
Zhang, ZS
NEUROREPORT, 2006, 17 (01) : 23 - 26
[6] Fronto-limbic white matter fractional anisotropy and body mass index in first-episode schizophrenia spectrum disorder patients compared to healthy controls
Luckhoff, H. K.
du Plessis, S.
Scheffler, F.
Phahladira, L.
Kilian, S.
Buckle, C.
Smit, R.
Chiliza, B.
Asmal, L.
Emsley, R.
PSYCHIATRY RESEARCH-NEUROIMAGING, 2020, 305
[7] Connectivity of the anterior insula differentiates participants with first-episode schizophrenia spectrum disorders from controls: a machine-learning study
Mikolas, P.
Melicher, T.
Skoch, A.
Matejka, M.
Slovakova, A.
Bakstein, E.
Hajek, T.
Spaniel, F.
PSYCHOLOGICAL MEDICINE, 2016, 46 (13) : 2695 - 2704
[8] Diagnostic classification of patients with first-episode schizophrenia spectrum disorders from resting-fMRI
Mikolas, P.
Melicher, T.
Skoch, A.
Slovakova, A.
Matejka, M.
Rydlo, J.
Spaniel, F.
Hajek, T.
EUROPEAN NEUROPSYCHOPHARMACOLOGY, 2016, 26 : S490 - S490
[9] Differences in white matter microstructure in first-episode schizophrenia spectrum disorders vs healthy volunteers and their association with cognition
Kilian, Sanja
Du Plessis, Stefan
Fouche, Jean-Paul
Luckhoff, Hilmar
Scheffler, Freda
Phahladira, Lebogang
Buckle, Chanelle
Smit, Retha
Olivier, Riaan
Swartz, Leslie
Emsley, Robin
Asmal, Laila
SCHIZOPHRENIA RESEARCH, 2022, 250 : 196 - 202
[10] Gray and white matter brain abnormalities in first-episode schizophrenia inferred from magnetization transfer imaging
Bagary, MS
Symms, MR
Barker, GJ
Mutsatsa, SH
Joyce, EM
Ron, MA
ARCHIVES OF GENERAL PSYCHIATRY, 2003, 60 (08) : 779 - 788

← 1 2 3 4 5 →