Article

Deep learning for cancer type classification

2019-04-17

Abstract excerpt

<h4>ABSTRACT</h4> Genetic information is becoming more readily available and is increasingly being used to predict patient cancer types as well as their subtypes. Most classification methods thus far utilize somatic mutations as independent features for classification and are limited by study power. To address these limitations, we propose DeepCues, a deep learning model that utilizes convolutional neural network...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 891b459d-5568-53db-ae8f-ea1d641daa4e
DOI: 10.1101/612762

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Deep learning for cancer type classificationDOI 10.1101/612762Read

Deep Learning Model for Tumor Type Prediction using Targeted Clinical Genomic Sequencing DataSemantic proximity Read

Identification of 12 cancer types through genome deep learning.Semantic proximity Read

CPEM: Accurate cancer type classification based on somatic alterations using an ensemble of a random forest and a deep neural network.Semantic proximity Read

Mutational Analysis and Deep Learning Classification of Uterine and Cervical CancersSemantic proximity Read

CancerVar: An artificial intelligence-empowered platform for clinical interpretation of somatic mutations in cancer.Semantic proximity Read

Identification of 12 cancer types through genome deep learningSemantic proximity Read

Mutation-Attention (MuAt): deep representation learning of somatic mutations for tumour typing and subtypingSemantic proximity Read

CancerNet: a unified deep learning network for pan-cancer diagnosticsSemantic proximity Read

A deep learning solution to predict tumor mutational status : an evaluation as a first-line diagnostic toolSemantic proximity Read

Preliminary evaluation of deep learning for first-line diagnostic prediction of tumor mutational status.Semantic proximity Read

Pan-cancer tumour classification and risk stratification from whole-genome somatic variants via dual-task representation learningSemantic proximity Read

A Deep Learning solution for triaging patient with cancer from their predicted mutational status using histopathological imagesSemantic proximity Read