Deep learning reconstruction-assisted flow sensitive black blood sequences for clinical applications in MRI of lenticulostriate artery
10.3969/j.issn.1002-1671.2024.07.003
- VernacularTitle:深度学习重建辅助流动敏感黑血序列在豆纹动脉MRI的临床应用
- Author:
Ling YAO
1
;
Qinghong DUAN
;
Shun ZHANG
;
Jie YANG
;
Zhentao CHEN
Author Information
1. 贵州医科大学附属肿瘤医院影像科,贵州 贵阳 550001
- Keywords:
deep learning reconstruction;
flow sensitive black blood;
magnetic resonance imaging;
lenticulostriate artery
- From:
Journal of Practical Radiology
2024;40(7):1048-1051,1069
- CountryChina
- Language:Chinese
-
Abstract:
Objective To investigate the clinical value of deep learning reconstruction(DLR)for flow sensitive black blood(FSBB)sequence in MRI of lenticulostriate artery(LSA).Methods Thirty robust volunteers were prospectively selected,performed scans with conventional FSBB sequences,and divided into DLR-FSBB group and conventional FSBB group according to whether DLR method was used.The signal-to-noise ratio(SNR),contrast-to-noise ratio(CNR)and number of branches of the two groups of images for bilateral LSA were compared,and the overall image quality was evaluated subjectively using Likert score(5-point scale).A paired t-test was used to compare quantitative indicators,SNR and CNR of image quality between the two groups.The Kappa coefficient was applied to eval-uate the consistency of subjective scores between the two observers.Results The SNR and CNR of DLR-FSBB images of cranial bilateral LSA were considerably higher than those of conventional FSBB images(left SNR 34.45±8.21 vs 16.91±4.67,P＜0.001,and right SNR 31.24±6.35 vs 16.02±3.00,P＜0.001;corresponding CNR 19.38±6.37 vs 9.27±3.12,15.82±4.29 vs 8.01±2.27,P＜0.001).The number of branches of LSA was slightly higher in the DLR-FSBB images[4.00(4.00,5.00)vs 3.00(3.00,4.00)on the left side,P＜0.001;3.00(3.00,4.00)vs 3.00(2.00,3.00)on the right side,P=0.003].The subjective score of overall image quality was higher in DLR-FSBB than that in conventional FSBB[reader 1:4.00(4.00,4.00)points vs 3.00(3.00,3.00)points;reader 2:4.00(4.00,4.00)points vs 3.00(3.00,3.00)points,P＜0.001].Conclusion Compared with conventional FSBB sequences,DLR-FSBB sequences of LSA have lower image noise,and vessel branches are displayed more plainly and slightly more numerous.DLR can improve the overall image quality of LSA in conventional FSBB sequences.
