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乳腺 X 射线散射信号在乳腺断层合成投影中的功率谱分析。

Power spectrum analysis of the x-ray scatter signal in mammography and breast tomosynthesis projections.

机构信息

Departments of Radiology and Imaging Sciences, Hematology and Medical Oncology and Winship Cancer Institute, Emory University, 1701 Upper Gate Drive NE, Suite 5018, Atlanta, Georgia 30322.

出版信息

Med Phys. 2013 Oct;40(10):101905. doi: 10.1118/1.4820442.

Abstract

PURPOSE

To analyze the frequency domain characteristics of the signal in mammography images and breast tomosynthesis projections with patient tissue texture due to detected scattered x-rays.

METHODS

Acquisitions of x-ray projection images of 19 different patient breasts were simulated using previously acquired volumetric patient images. Acquisition of these images was performed with a dedicated breast CT prototype system, and the images were classified into voxels representing skin, adipose, and glandular tissue with a previously validated automated algorithm. The classified three dimensional images then underwent simulated mechanical compression representing that which is performed during acquisition of mammography and breast tomosynthesis images. The acquisition of projection images of each patient breast was simulated using Monte Carlo methods with each simulation resulting in two images: one of the primary (non-scattered) signal and one of the scatter signal. To analyze the scatter signal for both mammography and breast tomosynthesis, two projections images of each patient breast were simulated, one with the x-ray source positioned at 0° (mammography and central tomosynthesis projection) and at 30° (wide tomosynthesis projection). The noise power spectra (NPS) for both the scatter signal alone and the total signal (primary + scatter) for all images were obtained and the combined results of all patients analyzed. The total NPS was fit to the expected power-law relationship NPS(f) = k/f β and the results were compared with those previously published on the power spectrum characteristics of mammographic texture. The scatter signal alone was analyzed qualitatively and a power-law fit was also performed.

RESULTS

The mammography and tomosynthesis projections of three patient breasts were too small to analyze, so a total of 16 patient breasts were analyzed. The values of β for the total signal of the 0° projections agreed well with previously published results. As expected, the scatter power spectrum reflected a fast drop-off with increasing spatial frequency, with a reduction of four orders of magnitude by 0.1 lp/mm. The β values for the scatter signal were 6.14 and 6.39 for the 0° and 30° projections, respectively.

CONCLUSIONS

Although the low-frequency characteristics of scatter in mammography and breast tomosynthesis were known, a quantitative analysis of the frequency domain characteristics of this signal was needed in order to optimize previously proposed software-based x-ray scatter reduction algorithms for these imaging modalities.

摘要

目的

分析由于检测到散射 X 射线,乳腺摄影图像和乳腺断层合成投影中的信号频域特征与患者组织纹理有关。

方法

使用先前获得的容积患者图像模拟了 19 个不同患者乳房的 X 射线投影图像采集。使用专用的乳腺 CT 原型系统进行这些图像的采集,并且使用先前验证的自动算法将图像分类为代表皮肤、脂肪和腺体组织的体素。然后,将分类的三维图像进行模拟机械压缩,模拟在采集乳腺摄影和乳腺断层合成图像期间进行的压缩。使用蒙特卡罗方法模拟每个患者乳房的投影图像采集,每次模拟产生两个图像:一个是原始(非散射)信号,另一个是散射信号。为了分析乳腺摄影和乳腺断层合成的散射信号,模拟了每个患者乳房的两个投影图像,一个是 X 射线源位于 0°(乳腺摄影和中央断层合成投影),另一个是 30°(宽断层合成投影)。获得了所有图像的散射信号的噪声功率谱(NPS)以及总信号(原始+散射)的噪声功率谱,并对所有患者的结果进行了分析。将总 NPS 拟合到预期的幂律关系 NPS(f)= k/fβ,并将结果与以前在乳腺纹理功率谱特征上发表的结果进行比较。对散射信号进行了定性分析,并进行了幂律拟合。

结果

由于三个患者乳房的乳腺摄影和断层合成投影太小而无法分析,因此共分析了 16 个患者乳房。0°投影的总信号的β值与以前发表的结果吻合良好。如预期的那样,散射功率谱随着空间频率的增加而快速下降,在 0.1 lp/mm 处降低了四个数量级。0°和 30°投影的散射信号的β值分别为 6.14 和 6.39。

结论

尽管已知乳腺摄影和乳腺断层合成中的散射低频特性,但需要对该信号的频域特征进行定量分析,以便为这些成像方式优化先前提出的基于软件的 X 射线散射减少算法。

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