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CANCER SUBTYPE CLASSIFICATION METHOD EMPLOYING MULTIOMICS INTEGRATION

机译:应用多体学整合的癌症亚型分类方法

摘要

The present application provides a cancer subtype classification method employing multiomics integration. The method comprises: acquiring target multiomics data of each patient in a target cancer patient group; calculating to obtain an omics similarity matrix; performing prediction on each omics similarity matrix to obtain a predicted similarity matrix; using the omics similarity matrix to correct the predicted similarity matrix, and acquiring a corrected matrix; performing weighted fusion to obtain a fusion matrix; and performing spectral clustering on the fusion matrix, and establishing a cancer subtype category label corresponding to the fusion matrix of each patient. The present application improves the accuracy of classification evaluation of cancer subtypes, while also using a more flexible integration method to classify patients, thereby improving the efficiency of data analysis, and facilitating research on cancer subtypes.
机译:本申请提供了采用多组学整合的癌症亚型分类方法。该方法包括:获取目标癌症患者组中每个患者的目标多组学数据;计算以获得组学相似度矩阵;对每个组学相似度矩阵进行预测,得到预测的相似度矩阵;使用组学相似度矩阵对预测的相似度矩阵进行校正,得到校正后的矩阵;进行加权融合以获得融合矩阵;对融合矩阵进行光谱聚类,建立与每个患者融合矩阵相对应的癌症亚型类别标签。本申请提高了癌症亚型分类评估的准确性,同时还使用了更加灵活的整合方法对患者进行分类,从而提高了数据分析的效率,并促进了对癌症亚型的研究。

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