Permutation-based identification of important biomarkers for complex diseases via machine learning models

Panning for gold: ‘model-X’ knockoffs for high dimensional controlled variable selection

(2018) Emmanuel Candès et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

SubID, a non-median dichotomization tool for heterogeneous populations, reveals the pan-cancer significance of INPP4B and its regulation by EVI1 in AML

(2018) Irakli Dzneladze et al.   PLoS One

Bagging and Deep Learning in Optimal Individualized Treatment Rules

(2018) Xinlei Mi et al.   BIOMETRICS

Machine Learning for Medical Imaging

(2017) Bradley J. Erickson et al.   RADIOGRAPHICS

Deep Learning in Drug Discovery

(2015) Erik Gawehn et al.   Molecular Informatics

Deep learning

(2015) Yann LeCun et al.   NATURE

Estrogen receptor alpha prevents bladder cancer via INPP4B inhibited akt pathway in vitro and in vivo

(2015)   Oncotarget

Eggerthella lenta Bacteremia Complicated by Spondylodiscitis, Psoas Abscess, and Meningitis

(2014) B. J. Gardiner et al.   JOURNAL OF CLINICAL MICROBIOLOGY

Mass-spectrometry-based draft of the human proteome

(2014) Mathias Wilhelm et al.   NATURE

Direct in Vivo RNAi Screen Unveils Myosin IIa as a Tumor Suppressor of Squamous Cell Carcinomas

(2014) D. Schramek et al.   SCIENCE

INPP4B overexpression enhances the antitumor efficacy of PARP inhibitor AG014699 in MDA-MB-231 triple-negative breast cancer cells

(2014) Ying Sun et al.   TUMOR BIOLOGY

Tipping elements in the human intestinal ecosystem

(2014) Leo Lahti et al.   Nature Communications

Metabolomics in diagnosis and biomarker discovery of colorectal cancer

(2013) Aihua Zhang et al.   CANCER LETTERS

Plasminogen activator inhibitor-1 in kidney pathology

(2013) SYLWIA MAŁGORZEWICZ et al.   INTERNATIONAL JOURNAL OF MOLECULAR MEDICINE

The Cancer Genome Atlas Pan-Cancer analysis project

(2013) John N Weinstein et al.   NATURE GENETICS

Bone marrow-derived mesenchymal stem cells promote colorectal cancer progression through paracrine neuregulin 1/HER3 signalling

(2012) Astrid De Boeck et al.   GUT

Sample size selection in optimization methods for machine learning

(2012) Richard H. Byrd et al.   MATHEMATICAL PROGRAMMING

Up-Regulation of MicroRNA-21 Correlates with Lower Kidney Cancer Survival

(2012) Mohd Saif Zaman et al.   PLoS One

Sorafenib attenuates p21 in kidney cancer cells and augments cell death in combination with DNA-damaging chemotherapy

(2011) Hiromi Inoue et al.   CANCER BIOLOGY & THERAPY

Hallmarks of Cancer: The Next Generation

(2011) Douglas Hanahan et al.   CELL

Permutation importance: a corrected feature importance measure

(2010) André Altmann et al.   BIOINFORMATICS