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- Title
Texture analysis using T1-weighted images for muscles in Charcot-Marie-Tooth disease patients and volunteers.
- Authors
Lee, Ji Hyun; Yoon, Young Cheol; Kim, Hyun Su; Kim, Jae-Hun; Choi, Byung-Ok
- Abstract
<bold>Objectives: </bold>To explore whether texture features using T1-weighted images correlate with fat fraction, and whether they differ between Charcot-Marie-Tooth (CMT) disease patients and volunteers.<bold>Methods: </bold>The institutional review board approved this retrospective study, and the requirement for informed consent was waived; data of eighteen CMT patients and eighteen healthy volunteers from a previous study was used. Texture features of the muscles including mean, standard deviation (SD), skewness, kurtosis, and entropy of the signal intensity were derived from T1-weighted images. Spearman's correlation analysis was used to assess the relationship between texture features and fat fraction measured by 3D multiple gradient echo Dixon-based sequence. Mann-Whitney U test was used to compare the texture features between CMT patients and volunteers. Intraobserver and interobserver agreements for the texture features were assessed using the intraclass correlation coefficient.<bold>Results: </bold>The SD (ρ = 0.256, p < 0.001) and entropy (ρ = 0.263, p < 0.001) were significantly and positively correlated with fat fraction; skewness (ρ = - 0.110, p = 0.027) and kurtosis (ρ = - 0.149, p = 0.003) were significantly and inversely correlated with fat fraction. The CMT patients showed a significantly higher SD (63.45 vs. 49.26; p < 0.001), skewness (1.06 vs. 0.56; p < 0.001), kurtosis (4.00 vs. 1.81; p < 0.001), and entropy (3.20 vs. 3.02; p < 0.001) than did the volunteers. Intraobserver and interobserver agreements were almost perfect for mean, SD, and entropy.<bold>Conclusions: </bold>Texture features using T1-weighted images correlated with fat fraction and differed between CMT patients and volunteers.<bold>Key Points: </bold>• Standard deviation and entropy of muscles derived from T1-weighted images were significantly and positively correlated with the muscle fat fraction. • Mean, standard deviation, and entropy were considered highly reliable in muscle analyses. • Texture features may have the potential to diagnose early stage of intramuscular fatty infiltration.
- Subjects
MUSCLE diseases; CHARCOT-Marie-Tooth disease; VOLUNTEERS; INTRACLASS correlation; MANN Whitney U Test; HUMAN research subjects; MUSCLES; MAGNETIC resonance imaging; RETROSPECTIVE studies
- Publication
European Radiology, 2021, Vol 31, Issue 5, p3508
- ISSN
0938-7994
- Publication type
journal article
- DOI
10.1007/s00330-020-07435-y