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首页> 外文期刊>Radiology >Analysis of parenchymal texture with digital breast tomosynthesis: comparison with digital mammography and implications for cancer risk assessment.
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Analysis of parenchymal texture with digital breast tomosynthesis: comparison with digital mammography and implications for cancer risk assessment.

机译:用数字乳腺断层合成术分析实质质地:与数字乳腺X线摄影术的比较及其对癌症风险评估的意义。

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摘要

PURPOSE: To correlate the parenchymal texture features at digital breast tomosynthesis (DBT) and digital mammography with breast percent density (PD), an established breast cancer risk factor, in a screening population of women. MATERIALS AND METHODS: This HIPAA-compliant study was approved by the institutional review board. Bilateral DBT images and digital mammograms from 71 women (mean age, 54 years; age range, 34-75 years) with negative or benign findings at screening mammography were retrospectively collected from a separate institutional review board-approved DBT screening trial (performed from July 2007 to March 2008) in which all women had given written informed consent. Parenchymal texture features of skewness, coarseness, contrast, energy, homogeneity, and fractal dimension were computed from the retroareolar region. Principal component analysis (PCA) was applied to obtain orthogonal texture components. Mammographic PD was estimated with software. Correlation analysis and multiple linear regression with generalized estimating equations were performed to determine the association between texture features and breast PD. Regression was adjusted for age to determine the independent association of texture to breast PD when age was also considered as a predictor variable. RESULTS: Texture feature correlations to breast PD were stronger with DBT than with digital mammography. Statistically significant correlations (P < .001) were observed for contrast (r = 0.48), energy (r = -0.47), and homogeneity (r = -0.56) at DBT and for contrast (r = 0.26), energy (r = -0.26), and homogeneity (r = -0.33) at digital mammography. Multiple linear regression analysis of PCA texture components as predictors of PD also demonstrated significantly stronger associations with DBT. The association was strongest when age was also considered as a predictor of PD (R(2) = 0.41 for DBT and 0.28 for digital mammography; P < .001). CONCLUSION: Parenchymal texture features are more strongly correlated to breast PD in DBT than in digital mammography. The authors' long-term hypothesis is that parenchymal texture analysis with DBT will result in quantitative imaging biomarkers that can improve the estimation of breast cancer risk.
机译:目的:在筛查妇女的人群中,将数字化乳房断层合成(DBT)和数字化乳腺摄影的实质纹理特征与确定的乳腺癌危险因素乳房百分比密度(PD)相关联。材料与方法:该符合HIPAA要求的研究已获得机构审查委员会的批准。回顾性地收集了来自X线筛查X线检查为阴性或良性的71名女性(平均年龄54岁;年龄范围34-75岁)的双侧DBT图像和X线乳房X线照片(从7月开始执行) 2007年至2008年3月),所有妇女均已获得知情同意书。从后乳晕区域计算出歪斜度,粗糙度,对比度,能量,均匀度和分形维数的实质纹理特征。应用主成分分析(PCA)获得正交纹理成分。乳房X线照相术PD是用软件估计的。进行相关性分析和带有广义估计方程的多元线性回归,以确定质地特征与乳腺PD之间的关联。当年龄也被视为预测变量时,对年龄进行回归调整,以确定质地与乳房PD的独立关联。结果:与数字乳腺X线摄影相比,DBT对乳腺PD的纹理特征相关性更强。在DBT处观察到对比度(r = 0.48),能量(r = -0.47)和均匀性(r = -0.56)时,观察到统计学上显着的相关性(P <.001),而在对比度(r = 0.26),能量(r = -0.26),以及在乳腺X线摄影时的均质性(r = -0.33)。 PCA质地成分作为PD的预测因子的多元线性回归分析也显示出与DBT的关联明显更强。当年龄也被视为PD的预测因素时,关联性最强(DBT的R(2)= 0.41,数字化乳腺X射线摄影的R(2)= 0.28; P <.001)。结论:与数字乳腺X线摄影相比,DBT中实质性纹理特征与乳腺PD的相关性更高。作者的长期假设是,利用DBT进行的实质性纹理分析将导致定量成像生物标记物,从而可以提高对乳腺癌风险的估计。

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