首页> 外文会议>International Conference on Computer Analysis of Images and Patterns(CAIP 2007); 20070827-29; Vienna(AT) >Assessing Estrogen Receptors' Status by Texture Analysis of Breast Tissue Specimens and Pattern Recognition Methods
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Assessing Estrogen Receptors' Status by Texture Analysis of Breast Tissue Specimens and Pattern Recognition Methods

机译:通过乳房组织标本的质地分析和模式识别方法评估雌激素受体的状态

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摘要

An image analysis system (IAS) was developed for the quantitative assessment of estrogen receptor's (ER) positive status from breast tissue microscopy images. Twenty-four cases of breast cancer biopsies, immunohisto-chemically (IHC) stained for ER, were microscopically assessed by a histopa-thologist, following a clinical routine scoring protocol. Digitized microscopy views of the specimens were used in the IAS's design. IAS comprised a/image segmentation, for nuclei determination, b/extraction of textural features, by processing of nuclei-images utilizing the Laws and Gabor filters and by calculating textural features from the processed nuclei-images, and c/PNN and SVM classifiers design, for discriminating positively stained nuclei. The proportion of the latter in each case's images was compared against the physician's score. Using Spearman's rank correlation, high correlation was found between the histo-pathogist's and IAS's scores (rho=0.89, p<0.001) and 22/24 cases were correctly characterised, indicating IAS's reliability in the quantitative evaluation of ER as additional assistance to physician's assessment.
机译:开发了一种图像分析系统(IAS),用于从乳腺组织显微镜图像中定量评估雌激素受体(ER)的阳性状态。按照临床常规评分方案,由组织学-病理学家对24例经ER免疫组织化学(IHC)染色的乳腺癌活检样本进行显微镜评估。 IAS的设计使用了标本的数字化显微镜视图。 IAS包括a /图像分割(用于核确定),b /提取纹理特征,通过使用Laws和Gabor过滤器处理核图像以及通过从处理后的核图像计算纹理特征以及c / PNN和SVM分类器设计,用于区分阳性染色的细胞核。将后者在每个病例图像中的比例与医师评分进行比较。使用Spearman等级相关性,发现组织病理学家和IAS得分之间具有高度相关性(rho = 0.89,p <0.001),并且正确鉴定了22/24例病例,表明IAS在ER定量评估中的可靠性可作为对医生评估的附加帮助。

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