Application of Deep Learning Image Reconstruction Algorithm Combined with Low Tube Voltage in Head and Neck CT Angiography
10.3969/j.issn.1005-5185.2024.06.005
- VernacularTitle:深度学习重建算法联合低管电压在头颈部CT血管成像中的应用
- Author:
Yanbing YANG
1
;
Xiaowei RUAN
;
Zerun WANG
;
Ziting YU
;
Lili YANG
;
Fang WANG
Author Information
1. 宁夏回族自治区人民医院(宁夏医科大学附属自治区人民医院)医学影像中心,宁夏 银川 750001
- Keywords:
Head and neck CT angiography;
Image quality;
Deep learning image reconstruction;
Iterative reconstruction
- From:
Chinese Journal of Medical Imaging
2024;32(6):553-558
- CountryChina
- Language:Chinese
-
Abstract:
Purpose To explore the application value of deep learning image reconstruction(DLIR)algorithm combined with low tube voltage(70 kVp)in head and neck CT angiography imaging.Materials and Methods Retrospective analysis was performed on 40 patients who underwent head and neck CT angiography examination in People's Hospital of Ningxia Hui Autonomous Region from November 2021 to November 2022,the scanning tube voltage was 70 kVp and the current was in SmartmA mode.The original data were reconstructed with different algorithms and levels,including adaptive statistical iterative reconstruction-veo(ASiR-V60%and ASiR-V90%)and DLIR(DLIR-L,DLIR-M,DLIR-H).The subjective and objective evaluation of different algorithms and levels reconstructed images were compared.Results CT values of ASiR-V and DLIR reconstruction images at different levels in neck and intracalvarium had no statistical significance(P>0.05).With the increase of ASiR-V and DLIR reconstruction level,the image noise of neck and intracalvarium was reduced,compared with ASiR-V60%,DLIR-H decreased 24.30%and 29.42%,respectively(P<0.05).With the increase of ASiR-V and DLIR levels,signal to noise ratio(SNR)and contrast-to-noise ratio(CNR)of neck and intracalvarium images increased,the SNR and CNR of DLIR-H were the highest.The SNR and CNR of common carotid artery bifurcations,C4 segment of internal carotid artery and V4 segment of vertebral artery were statistically significant compared with ASiR-V60%(P<0.05),SNR increased by 55.60%,43.90%,44.66%,CNR increased by 55.57%,44.24%,45.10%,respectively.The SNR and CNR of middle cerebral artery were 45.39%and 45.89%higher than that of 6 ASiR-V60%,with statistical significance(P<0.05).The subjective score of ASiR-V90%was lower than that of ASiR-V60%,and there was no statistical significance(P>0.05).The subjective score of DLIR increased with the level of reconstruction,and DLIR-H was significantly higher than DLIR-M and DLIR-L(P<0.05),the subjective score of DLIR-H and DLIR-M was significantly higher than ASiR-V60%and ASiR-V90%(P<0.05).Conclusion In low tube voltage head and neck CT angiography imaging,compared with ASiR-V,DLIR can further reduce image noise,improve image quality and diagnostic confidence,among which DLIR-H performs best.
