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Systems and methods for encoding image features of high-resolution digital images of biological specimens

專利號(hào)
US11176412B2
公開(kāi)日期
2021-11-16
申請(qǐng)人
Ventana Medical Systems, Inc.(US AZ Tucson)
發(fā)明人
Yao Nie
IPC分類
G06K9/00; G06K9/62; G06T7/11; G06K9/46
技術(shù)領(lǐng)域
superpixel,image,clustering,centroid,clusters,in,cluster,vectors,vector,biological
地域: AZ AZ Tucson

摘要

An image analysis system for analyzing biological specimen images is disclosed. The system may include: a superpixel generator configured to obtain a biological specimen image and group pixels of the biological specimen image into a plurality of superpixels; a feature extractor configured to extract, from each superpixel in the plurality of superpixels, a feature vector comprising a plurality of image features; a clustering engine configured to assign the plurality of superpixels to a predefined number of clusters, each cluster being characterized by a centroid vector of feature vectors of superpixels assigned to the cluster; and a storage interface configured to store, for each superpixel in the plurality of superpixels, clustering information identifying the one cluster to which the superpixel is assigned. The system may also include a graph engine configured construct a graph based on the stored information, and use the graph to perform a graph-based image processing task.

說(shuō)明書(shū)

One method of staining the specimen is hematoxylin and eosin (H&E) staining, in which a dark blue or violet hematoxylin binds to basophilic substances such as DNA and RNA, and a red or pink eosin binds to acidophilic substances such as positively charged amino acid side chains. Thus, cell nuclei on specimen slides stained with H&E are likely to appear in blue or purple, while structures like the cytoplasm, basophils, muscles, erythrocytes, collagen, and mitochondria are likely to appear in different shades of pink or red.

Immunohistochemistry (IHC) staining is another staining technique that has become popular due to its significant efficiencies and the rich diagnostic information that it generates. IHC slide staining can be utilized to identify proteins in cells of a tissue section and hence is widely used in the study of different types of cells, such as cancerous cells and immune cells in biological tissue. For example, IHC staining may be used in research and clinical settings to understand the distribution and localization of the differentially expressed biomarkers of immune cells in a cancerous tissue for an immune response study. For example, tumors often contain infiltrates of immune cells, which may prevent the development of tumors or favor the outgrowth of tumors. In this scenario, multiple stains may be used to target different types of immune cells, and the population distribution of each type of immune cell is used in studying the clinical outcome of the patients.

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