Fast dimension reduction and integrative clustering of multi-omics data using low-rank approximation: application to cancer molecular classification

Tumor characterization and stratification by integrated molecular profiles reveals essential pan-cancer features

(2015) Zhaoqi Liu et al.   BMC GENOMICS

Piecewise-constant and low-rank approximation for identification of recurrent copy number variations

(2014) X. Zhou et al.   BIOINFORMATICS

Patterns and processes of somatic mutations in nine major cancers

(2014) Peilin Jia et al.   BMC Medical Genomics

Cancer statistics, 2014

(2014) Rebecca Siegel et al.   CA-A CANCER JOURNAL FOR CLINICIANS

Multiplatform Analysis of 12 Cancer Types Reveals Molecular Classification within and across Tissues of Origin

(2014) Katherine A. Hoadley et al.   CELL

Cancer incidence and mortality worldwide: Sources, methods and major patterns in GLOBOCAN 2012

(2014) Jacques Ferlay et al.   INTERNATIONAL JOURNAL OF CANCER

COSMIC: exploring the world's knowledge of somatic mutations in human cancer

(2014) Simon A. Forbes et al.   NUCLEIC ACIDS RESEARCH

The UCSC Cancer Genomics Browser: update 2015

(2014) Mary Goldman et al.   NUCLEIC ACIDS RESEARCH

Joint and individual variation explained (JIVE) for integrated analysis of multiple data types

(2013) Eric F. Lock et al.   Annals of Applied Statistics

Bayesian consensus clustering

(2013) Eric F. Lock et al.   BIOINFORMATICS

Tumour heterogeneity in the clinic

(2013) Philippe L. Bedard et al.   NATURE

The causes and consequences of genetic heterogeneity in cancer evolution

(2013) Rebecca A. Burrell et al.   NATURE

Pattern discovery and cancer gene identification in integrated cancer genomic data

(2013) Qianxing Mo et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity

(2012) Jordi Barretina et al.   NATURE

Discovery of multi-dimensional modules by integrative analysis of cancer genomic data

(2012) Shihua Zhang et al.   NUCLEIC ACIDS RESEARCH

A novel computational framework for simultaneous integration of multiple types of genomic data to identify microRNA-gene regulatory modules

(2011) Shihua Zhang et al.   BIOINFORMATICS

Hallmarks of Cancer: The Next Generation

(2011) Douglas Hanahan et al.   CELL

Patient-Specific Data Fusion Defines Prognostic Cancer Subtypes

(2011) Yinyin Yuan et al.   PLoS Computational Biology

International network of cancer genome projects

(2010) Thomas J. Hudson (Chairperson) et al.   NATURE

A Singular Value Thresholding Algorithm for Matrix Completion

(2010) Jian-Feng Cai et al.   SIAM JOURNAL ON OPTIMIZATION

Integrative clustering of multiple genomic data types using a joint latent variable model with application to breast and lung cancer subtype analysis

(2009) Ronglai Shen et al.   BIOINFORMATICS

Exact Matrix Completion via Convex Optimization

(2009) Emmanuel J. Candès et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS