Open source machine-learning algorithms for the prediction of optimal cancer drug therapies

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Snail-induced epithelial-to-mesenchymal transition of MCF-7 breast cancer cells: systems analysis of molecular changes and their effect on radiation and drug sensitivity

(2016) Roman Mezencev et al.   BMC CANCER

Reproducible pharmacogenomic profiling of cancer cell line panels

(2016) Peter M. Haverty et al.   NATURE

Crowdsourcing biomedical research: leveraging communities as innovation engines

(2016) Julio Saez-Rodriguez et al.   NATURE REVIEWS GENETICS

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Prediction of subcellular location of apoptosis proteins combining tri-gram encoding based on PSSM and recursive feature elimination

(2015) Taigang Liu et al.   JOURNAL OF THEORETICAL BIOLOGY

Highly-accurate metabolomic detection of early-stage ovarian cancer

(2015) David A. Gaul et al.   Scientific Reports

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

(2014) Katherine A. Hoadley et al.   CELL

A community effort to assess and improve drug sensitivity prediction algorithms

(2014) James C Costello et al.   NATURE BIOTECHNOLOGY

pRRophetic: An R Package for Prediction of Clinical Chemotherapeutic Response from Tumor Gene Expression Levels

(2014) Paul Geeleher et al.   PLoS One

Combining evolutionary information extracted from frequency profiles with sequence-based kernels for protein remote homology detection

(2013) Bin Liu et al.   BIOINFORMATICS

Inconsistency in large pharmacogenomic studies

(2013) Benjamin Haibe-Kains et al.   NATURE

Development and validation of a clinical cancer genomic profiling test based on massively parallel DNA sequencing

(2013) Garrett M Frampton et al.   NATURE BIOTECHNOLOGY

Multiplatform single-sample estimates of transcriptional activation

(2013) S. R. Piccolo et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Chemotherapeutic-induced apoptosis

(2011) Yujia Wen et al.   Pharmacogenetics and Genomics

International network of cancer genome projects

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

Ovarian cancer detection from metabolomic liquid chromatography/mass spectrometry data by support vector machines

(2009) Wei Guan et al.   BMC BIOINFORMATICS