Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1016/j.jneumeth.2019.108565 |
Comparing SPM12 and CAT12 segmentation pipelines: a brain tissue volume-based age and Alzheimer's disease study | |
Tavares, Vania1,2; Prata, Diana1,3,4; Ferreira, Hugo Alexandre1 | |
通讯作者 | Tavares, Vania |
来源期刊 | JOURNAL OF NEUROSCIENCE METHODS
![]() |
ISSN | 0165-0270 |
EISSN | 1872-678X |
出版年 | 2020 |
卷号 | 334 |
英文摘要 | Background: Brain volumes have been used as research biomarkers both in health and in Alzheimer's disease (AD). In order to improve the comparability between studies and aid future analytical software platform choice in the research setting, here we compare two segmentation pipelines of structural brain magnetic resonance imaging(sMRI): the SPM12 toolbox, and a SPM12 add-on, the CAT12 toolbox. Methods: We segmented 1.5T and 3T T1-weighted sMRI images (from the OASIS-brain database) using both pipelines and compared them in terms of their impact on: 1)the effect of age on the total grey matter(GM) and white matter(WM), and on the hippocampi GM volumes in a healthy sample(n = 238); 2)the effect of AD diagnosis on the same volume measures; and 3)the accuracy of each volume measure detecting diagnosis (100 patients with AD and 78 age- and gender-matched healthy subjects). Results and comparison between methods: Our results demonstrated that: 1)volume estimates from SPM12 were highly correlated with the ones from CAT12, albeit absolute differences between pipelines were tissue specific; 2)the choice of pipeline modulated the effect of age on all volume measures and of diagnosis on hippocampi GM volumes computed from 3 T data; and 3)pipeline had no impact on the accuracy of any brain volume measure detecting AD diagnosis. Conclusions: Our findings indicate that other studies should take these pipeline effects on age and AD diagnosis, into account, for improved comparability in previous literature. Additionally, we encourage future studies to use CAT12 as this is a more advanced and computationally efficient brain segmentation tool. |
英文关键词 | Brain tissue segmentation SPM12 CAT12 Alzheimer's disease diagnosis Biomarker Aging |
类型 | Article |
语种 | 英语 |
国家 | Portugal ; England |
收录类别 | SCI-E |
WOS记录号 | WOS:000526049200008 |
WOS关键词 | OPEN ACCESS SERIES ; MRI DATA ; DEMENTIA |
WOS类目 | Biochemical Research Methods ; Neurosciences |
WOS研究方向 | Biochemistry & Molecular Biology ; Neurosciences & Neurology |
来源机构 | University of London |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/315041 |
作者单位 | 1.Univ Lisbon, Inst Biofis & Engn Biomed, Fac Ciencias, Lisbon, Portugal; 2.Univ Lisbon, Fac Med, Lisbon, Portugal; 3.IUL, CIS, ISCTE, Lisbon, Portugal; 4.Kings Coll London, Inst Psychiat Psychol & Neurosci, Dept Neuroimaging, London, England |
推荐引用方式 GB/T 7714 | Tavares, Vania,Prata, Diana,Ferreira, Hugo Alexandre. Comparing SPM12 and CAT12 segmentation pipelines: a brain tissue volume-based age and Alzheimer's disease study[J]. University of London,2020,334. |
APA | Tavares, Vania,Prata, Diana,&Ferreira, Hugo Alexandre.(2020).Comparing SPM12 and CAT12 segmentation pipelines: a brain tissue volume-based age and Alzheimer's disease study.JOURNAL OF NEUROSCIENCE METHODS,334. |
MLA | Tavares, Vania,et al."Comparing SPM12 and CAT12 segmentation pipelines: a brain tissue volume-based age and Alzheimer's disease study".JOURNAL OF NEUROSCIENCE METHODS 334(2020). |
条目包含的文件 | 条目无相关文件。 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。