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DOI | 10.7763/IJMO.2013.V3.229 |
Detecting Grey Matter Changes in Preclinical Phase of Alzheimer's Disease by Voxel-based Morphometric and Textural Features: A Preliminary Study | |
Liu, Su; Yang, Huifang; Tong, Longzheng; Liu, Weifang | |
通讯作者 | Liu, Weifang |
会议名称 | International Conference on Information Science and Technology (ICIST) |
会议日期 | MAR 23-25, 2013 |
会议地点 | Yangzhou, PEOPLES R CHINA |
英文摘要 | In the present study, a voxel-based morphometry (VBM) and three dimensional texture analysis were used to detect brain structural changes of AD subjects in preclinical phase. Three groups of T1-weighed MRI data were selected from Open Access Series of Imaging Studies (OASIS) database, including 13 converted subjects (CS) who were cognitively healthy at baseline, 13 non-demented subjects (NS) remained cognitively healthy, and 64 demented subjects (DS) for control study. Results showed grey matter (GM) atrophy in bilateral occipital lobe, superior temporal gyrus, and left inferior temporal lobe in CS (p< 0.001); textural features of the largest cluster significantly differed from that of NS, with the classification accuracy of 88.5% through cross validation, which may highlight the key role of these regions in prediction of the disease. Morphometric measurement plus texture analysis presents feasible in detecting preclinical AD. |
来源出版物 | 2013 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST) |
ISSN | 2164-4357 |
出版年 | 2013 |
页码 | 30-34 |
EISBN | 978-1-4673-5137-9 |
出版者 | IEEE |
类型 | Proceedings Paper |
语种 | 英语 |
国家 | Peoples R China |
收录类别 | CPCI-S |
WOS记录号 | WOS:000363478300008 |
WOS关键词 | BRAIN |
WOS类目 | Computer Science, Information Systems ; Computer Science, Theory & Methods |
WOS研究方向 | Computer Science |
资源类型 | 会议论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/302206 |
作者单位 | Capital Med Univ, Sch Biomed Engn, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Liu, Su,Yang, Huifang,Tong, Longzheng,et al. Detecting Grey Matter Changes in Preclinical Phase of Alzheimer's Disease by Voxel-based Morphometric and Textural Features: A Preliminary Study[C]:IEEE,2013:30-34. |
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