Institutional Repository of Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
Identifying the white matter impairments among ART-naïve HIV patients: a multivariate pattern analysis of DTI data | |
Liu ZY(刘振宇) | |
发表期刊 | European Radiology |
2017-10 | |
期号 | 27页码:4153–4162 |
摘要 | ObjectiveTo identify the white matter (WM) impairments of the antiretroviral therapy (ART)-naïve HIV patients by conducting a multivariate pattern analysis (MVPA) of Diffusion Tensor Imaging (DTI) data MethodsWe enrolled 33 ART-naïve HIV patients and 32 Normal controls in the current study. Firstly, the DTI metrics in whole brain WM tracts were extracted for each subject and feed into the Least Absolute Shrinkage and Selection Operators procedure (LASSO)-Logistic regression model to identify the impaired WM tracts. Then, Support Vector Machines (SVM) model was constructed based on the DTI metrics in the impaired WM tracts to make HIV-control group classification. Pearson correlations between the WM impairments and HIV clinical statics were also investigated. ResultsExtensive HIV-related impairments were observed in the WM tracts associated with motor function, the corpus callosum (CC) and the frontal WM. With leave-one-out cross validation, accuracy of 83.08% (P=0.002) and the area under the Receiver Operating Characteristic curve of 0.9110 were obtained in the SVM classification model. The impairments of the CC were significantly correlated with the HIV clinic statics. ConclusionThe MVPA was sensitive to detect the HIV-related WM changes. Our findings indicated that the MVPA had considerable potential in exploring the HIV-related WM impairments. |
关键词 | Dti |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/20346 |
专题 | 中国科学院分子影像重点实验室 |
推荐引用方式 GB/T 7714 | Liu ZY. Identifying the white matter impairments among ART-naïve HIV patients: a multivariate pattern analysis of DTI data[J]. European Radiology,2017(27):4153–4162. |
APA | Liu ZY.(2017).Identifying the white matter impairments among ART-naïve HIV patients: a multivariate pattern analysis of DTI data.European Radiology(27),4153–4162. |
MLA | Liu ZY."Identifying the white matter impairments among ART-naïve HIV patients: a multivariate pattern analysis of DTI data".European Radiology .27(2017):4153–4162. |
条目包含的文件 | 下载所有文件 | |||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
tang-ER.pdf(795KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
个性服务 |
推荐该条目 |
保存到收藏夹 |
查看访问统计 |
导出为Endnote文件 |
谷歌学术 |
谷歌学术中相似的文章 |
[Liu ZY(刘振宇)]的文章 |
百度学术 |
百度学术中相似的文章 |
[Liu ZY(刘振宇)]的文章 |
必应学术 |
必应学术中相似的文章 |
[Liu ZY(刘振宇)]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
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。
修改评论