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使用通道化豪特林观察者对计算机断层扫描图像进行质量评估:临床实践中协议的优化

Quality Assessment of Computed Tomography Images using a Channelized Hoteling Observer: Optimization of Protocols in Clinical Practice.

作者信息

Choopani Mohammad Reza, Abedi Iraj, Dalvand Fatemeh

机构信息

Department of Radiology, Isfahan University of Medical Sciences, Isfahan, Iran.

Department of Medical Physics, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran.

出版信息

Adv Biomed Res. 2023 Jan 27;12:8. doi: 10.4103/abr.abr_353_21. eCollection 2023.

Abstract

BACKGROUND

This study investigated the feasibility of channelized hoteling observer (CHO) model in computed tomography (CT) protocol optimization regarding the image quality and patient exposure. While the utility of using model observers such as to optimize the clinical protocol is evident, the pitfalls associated with the use of this method in practice require investigation.

MATERIALS AND METHODS

This study was performed using variable tube current and adaptive statistical iterative reconstruction (ASIR) level (ASIR 10% to ASIR 100%). Various criteria including noise, high-contrast spatial resolution, CHOs model were used to compare image quality at different captured levels. For the implementation of CHO, we first tuned the model in a restricted dataset and then it to the evaluation of a large dataset of images obtained with different reconstruction ASIR and filtered back projection (FBP) levels.

RESULTS

The results were promising in terms of CHO use for the stated purposes. Comparisons of the noise of reconstructed images with 30% ASIR and higher levels of noise in rebuilding images using the FBP approach showed a significant difference ( < 0.05). The spatial resolution obtained using various ASIR levels and tube currents were 0.8 pairs of lines per millimeter, which did not differ significantly from the FBP method ( > 0.05).

CONCLUSIONS

Based on the results, using 80% ASIR can reduce the radiation dose on lungs, abdomen, and pelvis CT scans while maintaining image quality. Furthermore using ASIR 60% only for the reconstruction of lungs, abdomen, and pelvis images at standard radiation dose leads to optimal image quality.

摘要

背景

本研究探讨了通道化霍特林观察者(CHO)模型在计算机断层扫描(CT)协议优化中对图像质量和患者辐射剂量的可行性。虽然使用模型观察者来优化临床协议的效用是显而易见的,但在实践中使用这种方法的陷阱需要研究。

材料与方法

本研究使用可变管电流和自适应统计迭代重建(ASIR)水平(ASIR 10%至ASIR 100%)进行。使用包括噪声、高对比度空间分辨率、CHOs模型在内的各种标准来比较不同采集水平下的图像质量。为了实施CHO,我们首先在一个受限数据集中调整模型,然后将其用于评估在不同重建ASIR和滤波反投影(FBP)水平下获得的大量图像数据集。

结果

就将CHO用于所述目的而言,结果很有前景。重建图像在ASIR 30%及更高水平时的噪声与使用FBP方法重建图像时的噪声比较显示出显著差异(<0.05)。使用各种ASIR水平和管电流获得的空间分辨率为每毫米0.8对线,与FBP方法相比无显著差异(>0.05)。

结论

基于结果,使用80%的ASIR可以在保持图像质量的同时降低肺部、腹部和骨盆CT扫描的辐射剂量。此外,仅在标准辐射剂量下使用60%的ASIR重建肺部、腹部和骨盆图像可获得最佳图像质量。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0f80/10012030/66cf0d4a4593/ABR-12-8-g009.jpg

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