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Stability of MRI Radiomics Features of Hippocampus: An Integrated Analysis of Test-Retest and Inter-Observer Variability

Authors :
Zhuoran Li
Huichuan Duan
Kun Zhao
Yanhui Ding
Source :
IEEE Access, Vol 7, Pp 97106-97116 (2019)
Publication Year :
2019
Publisher :
IEEE, 2019.

Abstract

Radiomics is a quantitative method to extract medical features that can extend to details that are invisible to human eyes. Studies have suggested that radiomics of the hippocampus is a potential imaging biomarker for several diseases, including Alzheimer's disease, mild cognitive impairment, and multiple sclerosis. This study investigates the test-retest reproducibility of radiomics features of the hippocampus. For this purpose, the intra-class correlation coefficient (ICC) and overall concordance correlation coefficient (OCCC) of the radiomics features of the hippocampus were well studied in four datasets consisting of 15, 19, 23, and 3 subjects who were scanned three, two, four, and forty times, respectively. The results highlight that the hippocampal texture features are the most repeatable, and that texture features are a possible neuroimaging biomarker for clinical studies.

Details

Language :
English
ISSN :
21693536 and 48642649
Volume :
7
Database :
Directory of Open Access Journals
Journal :
IEEE Access
Publication Type :
Academic Journal
Accession number :
edsdoj.82464a4864264909b433daf2d93f9458
Document Type :
article
Full Text :
https://doi.org/10.1109/ACCESS.2019.2923755