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Impact of lesion size on reproducibility of quantitative measurement and radiomic features in vessel wall MRI

Authors
 Minjae Kim  ;  Seung Chai Jung  ;  Seo Young Park  ;  Bum Woo Park  ;  Keum Mi Choi 
Citation
 EUROPEAN RADIOLOGY, Vol.33(3) : 2195-2206, 2023-03 
Journal Title
EUROPEAN RADIOLOGY
ISSN
 0938-7994 
Issue Date
2023-03
MeSH
Adult ; Aged ; Female ; Humans ; Imaging, Three-Dimensional* ; Magnetic Resonance Imaging* / methods ; Middle Aged ; Reproducibility of Results ; Retrospective Studies
Keywords
Atherosclerosis ; Magnetic resonance imaging ; Radiomics
Abstract
Objectives: To investigate reproducibility of quantitative measurement and radiomic features in vessel wall MRI (VW-MRI), evaluate the impact of lesion size, and identify reproducible radiomic features.

Methods: This retrospective, single-center study included 251 patients (mean age, 53 ± 12 years; 128 women) with atherosclerosis, dissection, aneurysm, moyamoya disease, and vasculitis of the intracranial arteries who underwent three-dimensional turbo spin echo T1-weighted image. Lesion thickness, volume, and signal intensity were measured, and 157 radiomic features were extracted. Intra-observer reproducibility of quantitative measurement and radiomic features was evaluated by calculating the concordance correlation coefficient (CCC) and proportion of radiomic features above the predefined CCC. The reproducibility of quantitative measurement and radiomic features according to lesion size (binary comparison and stratification into 5 and 18 groups) was evaluated.

Results: There was an overall serial increase in CCC for thickness measurement when stratified by lesion thickness and volume. There was an overall serial increase in the median CCC for radiomic features and proportion of radiomic features with CCC > 0.85 when stratified by lesion thickness and volume. Reproducibility of radiomic features was higher in the lesions with thickness ≥ 2.5 mm (median CCC, 0.97 vs. 0.89, p < .001; proportion with CCC > 0.85, 88.5% vs. 59.6%, p < .001) and volume ≥ 50 mm3 (median CCC, 0.97 vs. 0.88, p < .001; proportion with CCC > 0.85, 90.4% vs. 59.0%, p < .001). Intensity-based statistical features remained most reproducible in the thinnest and smallest lesions.

Conclusions: Intra-observer reproducibility of thickness measurement and radiomic features was affected by lesion size in VW-MRI although intensity-based statistical features remained most reproducible.

Key points: • There was an overall serial increase in CCC for thickness measurement when stratified by lesion size. • There was an overall serial increase in the median CCC for radiomic features and proportion of radiomic features with CCC > 0.85 when stratified by lesion size. • Intensity-based statistical features remained most reproducible in the thinnest and smallest lesions.
Full Text
https://link.springer.com/article/10.1007/s00330-022-09207-2
DOI
10.1007/s00330-022-09207-2
Appears in Collections:
1. College of Medicine (의과대학) > Dept. of Radiology (영상의학교실) > 1. Journal Papers
Yonsei Authors
Kim, Min Jae(김민재)
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/198746
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