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ATCC
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BioChain Institute
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CapitalBio Corporation
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Image Search Results
Journal: Cancers
Article Title: Principles of Molecular Utility for CMS Classification in Colorectal Cancer Management
doi: 10.3390/cancers15102746
Figure Lengend Snippet: Available gene expression assays predictive of prognosis in early-stage CRC.
Article Snippet: ColoPrint colon cancer recurrence assay , Agendia, Inc. , 18-gene expression profile , Fresh tissue or fresh, frozen tissue ,
Techniques: Gene Expression, Expressing, Formalin-fixed Paraffin-Embedded, Amplification, Microarray, Derivative Assay
Journal: Clinical cancer research : an official journal of the American Association for Cancer Research
Article Title: Deep Learning based multi-omics integration robustly predicts survival in liver cancer
doi: 10.1158/1078-0432.CCR-17-0853
Figure Lengend Snippet: (A) Autoencoder architecture used to integrate 3 omics of HCC data. (B) Workflow combining deep learning and machine learning techniques to predict HCC survival subgroups. The workflow includes two steps. Step 1: inferring survival subgroups and Step 2: predicting risk labels for new samples. In step 1: mRNA, DNA methylation and miRNA features from TCGA HCC cohort are stacked up as input features for autoencoder, a deep learning method; then each of the new, transformed features in the bottle neck layer of autoencoder is then subject to single variate Cox-PH models, to select the features associated with survival; then K-mean clustering is applied to samples represented by these features, to identify survival-risk groups. In step 2, mRNA, methylation and miRNA input features are ranked by ANOVA test F-values, those features that are in common with the predicting dataset are selected, then top features are used to build SVM model(s) to predict the survival risk labels of new datasets.
Article Snippet: 166 pairs of HCC/matched noncancerous normal tissue samples were downloaded, with
Techniques: DNA Methylation Assay, Transformation Assay, Methylation
Journal: Clinical cancer research : an official journal of the American Association for Cancer Research
Article Title: Deep Learning based multi-omics integration robustly predicts survival in liver cancer
doi: 10.1158/1078-0432.CCR-17-0853
Figure Lengend Snippet: Performance of classifier for the five external confirmation cohorts.
Article Snippet: 166 pairs of HCC/matched noncancerous normal tissue samples were downloaded, with
Techniques: Microarray, DNA Methylation Assay