Discrimination of female schizophrenia patients from healthy women using multiple structural brain measures obtained with voxel-based morphometry

被引:23
|
作者
Ota, Miho [1 ]
Sato, Noriko [2 ]
Ishikawa, Masanori [3 ]
Hori, Hiroaki [1 ]
Sasayama, Daimei [1 ]
Hattori, Kotaro [1 ]
Teraishi, Toshiya [1 ]
Obu, Satoko [1 ]
Nakata, Yasuhiro [2 ]
Nemoto, Kiyotaka [4 ]
Moriguchi, Yoshiya [2 ]
Hashimoto, Ryota [1 ,5 ,6 ,7 ,8 ]
Kunugi, Hiroshi [1 ]
机构
[1] Natl Ctr Neurol & Psychiat, Natl Inst Neurosci, Dept Mental Disorder Res, Kodaira, Tokyo 1878502, Japan
[2] Natl Ctr Neurol & Psychiat, Dept Radiol, Kodaira, Tokyo 1878502, Japan
[3] Natl Ctr Neurol & Psychiat, Dept Psychiat, Kodaira, Tokyo 1878502, Japan
[4] Tsukuba Univ Hosp, Div Psychiat, Ibaraki, Japan
[5] Osaka Univ, Mol Res Ctr Childrens Mental Dev, United Grad Sch Child Dev, Osaka, Japan
[6] Kanazawa Univ, Osaka, Japan
[7] Hamamatsu Univ Sch Med, Osaka, Japan
[8] Osaka Univ, Grad Sch Med, Dept Psychiat, Osaka, Japan
关键词
discriminant analysis; magnetic resonance imaging; schizophrenia; structural deviation; voxel-based morphometry; INTERNATIONAL NEUROPSYCHIATRIC INTERVIEW; MRI; METAANALYSIS; VOLUME; AGE; ABNORMALITIES; THALAMUS; ANATOMY; NETWORK; MINI;
D O I
10.1111/j.1440-1819.2012.02397.x
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Aim Although schizophrenia and control subjects differ on a variety of neuroanatomical measures, the specificity and sensitivity of any one measure for differentiating between the two groups are low. To identify the correlative pattern of brain changes that best discriminate schizophrenia patients from healthy subjects, discriminant analysis techniques using voxel-based morphometry were applied. Methods The first analysis was conducted to obtain a statistical model that classified 105 female healthy subjects and 38 female schizophrenia patients. First, the differences in gray matter and cerebrospinal fluid volume between the patients and healthy subjects were evaluated using optimized voxel-based morphometry. Then, a discriminant analysis reflecting the results of this evaluation was adopted. The second analysis was performed to prospectively validate the statistical model by successfully classifying a new group that consisted of 23 female healthy subjects and 23 female schizophrenia patients. Results The use of these variables resulted in correct classification rates of 0.72 in the control subjects and 0.76 in the schizophrenia patients. In the second validation analysis using these variables, correct classification rates of 0.70 in the control subjects and 0.74 in the schizophrenia patients were achieved. Conclusion Schizophrenia patients have structural deviations in multiple brain areas, and a combination of structural brain measures can distinguish between patients and controls.
引用
收藏
页码:611 / 617
页数:7
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