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      Surface‐based vertexwise analysis of morphometry and microstructural integrity for white matter tracts in diffusion tensor imaging: With application to the corpus callosum in Alzheimer's disease

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          Abstract

          In this article, we present a unified statistical pipeline for analyzing the white matter (WM) tracts morphometry and microstructural integrity, both globally and locally within the same WM tract, from diffusion tensor imaging. Morphometry is quantified globally by the volumetric measurement and locally by the vertexwise surface areas. Meanwhile, microstructural integrity is quantified globally by the mean fractional anisotropy (FA) and trace values within the specific WM tract and locally by the FA and trace values defined at each vertex of its bounding surface. The proposed pipeline consists of four steps: (1) fully automated segmentation of WM tracts in a multi‐contrast multi‐atlas framework; (2) generation of the smooth surface representations for the WM tracts of interest; (3) common template surface generation on which the localized morphometric and microstructural statistics are defined and a variety of statistical analyses can be conducted; (4) multiple comparison correction to determine the significance of the statistical analysis results. Detailed herein, this pipeline has been applied to the corpus callosum in Alzheimer's disease (AD) with significantly decreased FA values and increased trace values, both globally and locally, being detected in patients with AD when compared to normal aging populations. A subdivision of the corpus callosum in both hemispheres revealed that the AD pathology primarily affects the body and splenium of the corpus callosum. Validation analyses and two multiple comparison correction strategies are provided. Hum Brain Mapp 38:1875–1893, 2017. © 2017 Wiley Periodicals, Inc.

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          Author and article information

          Contributors
          tangxiaoy@mail.sysu.edu.cn , txiaoyin@andrew.cmu.edu
          Journal
          Hum Brain Mapp
          Hum Brain Mapp
          10.1002/(ISSN)1097-0193
          HBM
          Human Brain Mapping
          John Wiley and Sons Inc. (Hoboken )
          1065-9471
          1097-0193
          13 January 2017
          April 2017
          : 38
          : 4 ( doiID: 10.1002/hbm.v38.4 )
          : 1875-1893
          Affiliations
          [ 1 ] Sun Yat‐sen University‐Carnegie Mellon University (SYSU‐CMU) Joint Institute of Engineering, Sun Yat‐sen University Guangzhou Guangdong China
          [ 2 ] Sun Yat‐sen University‐Carnegie Mellon University (SYSU‐CMU) Shunde International Joint Research Institute Shunde Guangdong China
          [ 3 ] School of Electronics and Information Technology Sun Yat‐sen University Guangzhou Guangdong China
          [ 4 ] Department of Radiology Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology Wuhan Hubei China
          [ 5 ] Center for Imaging Science, Johns Hopkins University Baltimore Maryland
          [ 6 ] Institute for Computational Medicine, Johns Hopkins University Baltimore Maryland
          [ 7 ] Department of Biomedical Engineering Johns Hopkins University Baltimore Maryland
          Author notes
          [*] [* ]Correspondence to: Xiaoying Tang, 213A, SYSU‐CMU Joint Institute of Engineering, No. 132, East Waihuan Road, Guangzhou, 510006, Guangdong, P.R. China. E‐mail: tangxiaoy@ 123456mail.sysu.edu.cn or txiaoyin@ 123456andrew.cmu.edu
          Article
          PMC5859584 PMC5859584 5859584 HBM23491
          10.1002/hbm.23491
          5859584
          28083895
          d2380a7a-3aeb-4e80-a813-9459e8d67e0a
          © 2017 Wiley Periodicals, Inc.
          History
          : 07 June 2016
          : 14 November 2016
          : 30 November 2016
          Page count
          Figures: 13, Tables: 2, Pages: 19, Words: 9734
          Funding
          Funded by: National Natural Science Foundation of China , open-funder-registry 10.13039/501100001809;
          Award ID: NSFC 81501546
          Award ID: NSFC 81401389
          Funded by: SYSU‐CMU Shunde International Joint Research Institute Start‐up Grant
          Award ID: 20150306
          Categories
          Research Article
          Research Articles
          Custom metadata
          2.0
          April 2017
          Converter:WILEY_ML3GV2_TO_JATSPMC version:5.7.2 mode:remove_FC converted:15.11.2019

          multiple comparison correction,diffusion tensor imaging,white matter tract,morphometry,microstructural integrity,surface map,statistical mapping

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