Deep learning with multimodal representation for pancancer prognosis prediction

Machine Learning Identifies Stemness Features Associated with Oncogenic Dedifferentiation

(2018) Tathiane M. Malta et al.   CELL

Genomic, Pathway Network, and Immunologic Features Distinguishing Squamous Carcinomas

(2018) Joshua D. Campbell et al.   Cell Reports

Unsupervised Person Re-identification

(2018) Hehe Fan et al.   ACM Transactions on Multimedia Computing Communications and Applications

Central focused convolutional neural networks: Developing a data-driven model for lung nodule segmentation

(2017) Shuo Wang et al.   MEDICAL IMAGE ANALYSIS

MiRNAs Predict the Prognosis of Patients with Triple Negative Breast Cancer: A Meta-Analysis

(2017) Yanli Liu et al.   PLoS One

Pathway-Structured Predictive Model for Cancer Survival Prediction: A Two-Stage Approach

(2016) Xinyan Zhang et al.   GENETICS

Image analysis and machine learning in digital pathology: Challenges and opportunities

(2016) Anant Madabhushi et al.   MEDICAL IMAGE ANALYSIS

Pathway-Structured Predictive Model for Cancer Survival Prediction: A Two-Stage Approach

(2016) Xinyan Zhang et al.   GENETICS

MethylMix: an R package for identifying DNA methylation-driven genes

(2015) O. Gevaert   BIOINFORMATICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Toward understanding and exploiting tumor heterogeneity

(2015) Ash A Alizadeh et al.   NATURE MEDICINE

Integrated genomic analysis identifies subclasses and prognosis signatures of kidney cancer

(2015) Yann Christinat et al.   Oncotarget

Novel image markers for non-small cell lung cancer classification and survival prediction

(2014) Hongyuan Wang et al.   BMC BIOINFORMATICS

Methylation of PITX2, HOXD3, RASSF1 and TDRD1 predicts biochemical recurrence in high-risk prostate cancer

(2014) Kirill Litovkin et al.   JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY

The Cancer Genome Atlas Pan-Cancer analysis project

(2013) John N Weinstein et al.   NATURE GENETICS

Identification of ovarian cancer driver genes by using module network integration of multi-omics data

(2013) O. Gevaert et al.   Interface Focus

Intra-tumor heterogeneity: lessons from microbial evolution and clinical implications

(2013) Elza C de Bruin et al.   Genome Medicine

Non–Small Cell Lung Cancer: Identifying Prognostic Imaging Biomarkers by Leveraging Public Gene Expression Microarray Data—Methods and Preliminary Results

(2012) Olivier Gevaert et al.   RADIOLOGY

Systematic Analysis of Breast Cancer Morphology Uncovers Stromal Features Associated with Survival

(2011) A. H. Beck et al.   Science Translational Medicine

A kernel-based integration of genome-wide data for clinical decision support

(2009) Anneleen Daemen et al.   Genome Medicine