Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness.

BACKGROUND: Although structural magnetic resonance imaging (MRI) studies have repeatedly demonstrated regional brain structural abnormalities in patients with schizophrenia, relatively few MRI-based studies have attempted to distinguish between patients with first-episode schizophrenia and healthy c...

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Main Authors: Yoichiro Takayanagi, Tsutomu Takahashi, Lina Orikabe, Yuriko Mozue, Yasuhiro Kawasaki, Kazue Nakamura, Yoko Sato, Masanari Itokawa, Hidenori Yamasue, Kiyoto Kasai, Masayoshi Kurachi, Yuji Okazaki, Michio Suzuki
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2011-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3119676?pdf=render
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spelling doaj-b5634da079384408ad5fb10e5972e2212020-11-25T02:16:00ZengPublic Library of Science (PLoS)PLoS ONE1932-62032011-01-0166e2104710.1371/journal.pone.0021047Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness.Yoichiro TakayanagiTsutomu TakahashiLina OrikabeYuriko MozueYasuhiro KawasakiKazue NakamuraYoko SatoMasanari ItokawaHidenori YamasueKiyoto KasaiMasayoshi KurachiYuji OkazakiMichio SuzukiBACKGROUND: Although structural magnetic resonance imaging (MRI) studies have repeatedly demonstrated regional brain structural abnormalities in patients with schizophrenia, relatively few MRI-based studies have attempted to distinguish between patients with first-episode schizophrenia and healthy controls. METHOD: Three-dimensional MR images were acquired from 52 (29 males, 23 females) first-episode schizophrenia patients and 40 (22 males, 18 females) healthy subjects. Multiple brain measures (regional brain volume and cortical thickness) were calculated by a fully automated procedure and were used for group comparison and classification by linear discriminant function analysis. RESULTS: Schizophrenia patients showed gray matter volume reductions and cortical thinning in various brain regions predominantly in prefrontal and temporal cortices compared with controls. The classifiers obtained from 66 subjects of the first group successfully assigned 26 subjects of the second group with accuracy above 80%. CONCLUSION: Our results showed that combinations of automated brain measures successfully differentiated first-episode schizophrenia patients from healthy controls. Such neuroimaging approaches may provide objective biological information adjunct to clinical diagnosis of early schizophrenia.http://europepmc.org/articles/PMC3119676?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Yoichiro Takayanagi
Tsutomu Takahashi
Lina Orikabe
Yuriko Mozue
Yasuhiro Kawasaki
Kazue Nakamura
Yoko Sato
Masanari Itokawa
Hidenori Yamasue
Kiyoto Kasai
Masayoshi Kurachi
Yuji Okazaki
Michio Suzuki
spellingShingle Yoichiro Takayanagi
Tsutomu Takahashi
Lina Orikabe
Yuriko Mozue
Yasuhiro Kawasaki
Kazue Nakamura
Yoko Sato
Masanari Itokawa
Hidenori Yamasue
Kiyoto Kasai
Masayoshi Kurachi
Yuji Okazaki
Michio Suzuki
Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness.
PLoS ONE
author_facet Yoichiro Takayanagi
Tsutomu Takahashi
Lina Orikabe
Yuriko Mozue
Yasuhiro Kawasaki
Kazue Nakamura
Yoko Sato
Masanari Itokawa
Hidenori Yamasue
Kiyoto Kasai
Masayoshi Kurachi
Yuji Okazaki
Michio Suzuki
author_sort Yoichiro Takayanagi
title Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness.
title_short Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness.
title_full Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness.
title_fullStr Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness.
title_full_unstemmed Classification of first-episode schizophrenia patients and healthy subjects by automated MRI measures of regional brain volume and cortical thickness.
title_sort classification of first-episode schizophrenia patients and healthy subjects by automated mri measures of regional brain volume and cortical thickness.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2011-01-01
description BACKGROUND: Although structural magnetic resonance imaging (MRI) studies have repeatedly demonstrated regional brain structural abnormalities in patients with schizophrenia, relatively few MRI-based studies have attempted to distinguish between patients with first-episode schizophrenia and healthy controls. METHOD: Three-dimensional MR images were acquired from 52 (29 males, 23 females) first-episode schizophrenia patients and 40 (22 males, 18 females) healthy subjects. Multiple brain measures (regional brain volume and cortical thickness) were calculated by a fully automated procedure and were used for group comparison and classification by linear discriminant function analysis. RESULTS: Schizophrenia patients showed gray matter volume reductions and cortical thinning in various brain regions predominantly in prefrontal and temporal cortices compared with controls. The classifiers obtained from 66 subjects of the first group successfully assigned 26 subjects of the second group with accuracy above 80%. CONCLUSION: Our results showed that combinations of automated brain measures successfully differentiated first-episode schizophrenia patients from healthy controls. Such neuroimaging approaches may provide objective biological information adjunct to clinical diagnosis of early schizophrenia.
url http://europepmc.org/articles/PMC3119676?pdf=render
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