BROWSE

Related Scientist

cnir's photo.

cnir
뇌과학이미징연구단
more info

ITEM VIEW & DOWNLOAD

Spatially guided functional correlation tensor: A new method to associate body mass index and white matter neuroimaging

Cited 0 time in webofscience Cited 0 time in scopus
840 Viewed 186 Downloaded
Title
Spatially guided functional correlation tensor: A new method to associate body mass index and white matter neuroimaging
Author(s)
Kyoungseob Byeon; Bo-yong Park; Hyunjin Park
Subject
Classification, ; Functional correlation tensor, ; Imaging biomarker, ; Obesity, ; Prediction
Publication Date
2019-04
Journal
COMPUTERS IN BIOLOGY AND MEDICINE, v.107, pp.137 - 144
Publisher
PERGAMON-ELSEVIER SCIENCE LTD
Abstract
Obesity causes critical health problems including cardiovascular disease, diabetes, and stroke. Various neuroimaging methods including diffusion tensor imaging (DTI) are used to explore white matter (WM) alterations in obesity. The functional correlation tensor (FCT) is a method to simulate DTI in WM using resting-state functional magnetic resonance imaging (rs-fMRI). In this study, we enhanced the FCT with additional anatomical information from T1-weighted data in a regression framework. The goal was to 1) develop a spatially guided enhanced FCT (s-eFCT) and to 2) use it to identify imaging biomarkers for obesity. We computed fractional anisotropy (FA) and the mean diffusivity (MD) from the s-eFCT. The regional FA and MD values that can explain body mass index (BMI) well were chosen. The identified regional FA and MD values were used to predict BMI values. The correlation between real and predicted BMIs was 0.57. There was no significant correlation between real and predicted DTI using the MD. The BMI predicted using FA was used to classify participants into three obesity subgroups. The classification accuracy was 57.20%. In summary, we found potential imaging biomarkers of obesity based on the s-eFCT. © 2019 Elsevier Ltd
URI
https://pr.ibs.re.kr/handle/8788114/5655
DOI
10.1016/j.compbiomed.2019.02.010
ISSN
0010-4825
Appears in Collections:
Center for Neuroscience Imaging Research (뇌과학 이미징 연구단) > 1. Journal Papers (저널논문)
Files in This Item:
12 박현진_Spatially guided functional correlation tensor A new method to associatebody mass index and white matter neuroimaging.pdfDownload

qrcode

  • facebook

    twitter

  • Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.
해당 아이템을 이메일로 공유하기 원하시면 인증을 거치시기 바랍니다.

Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.

Browse