Deep learning-based survival prediction for multiple cancer types using histopathology images

Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study

(2019) Jakob Nikolas Kather et al.   PLOS MEDICINE

PanCancer insights from The Cancer Genome Atlas: the pathologist's perspective

(2018) Lee AD Cooper et al.   JOURNAL OF PATHOLOGY

Adjuvant Chemotherapy Guided by a 21-Gene Expression Assay in Breast Cancer

(2018) Joseph A. Sparano et al.   NEW ENGLAND JOURNAL OF MEDICINE

Predicting cancer outcomes from histology and genomics using convolutional networks

(2018) Pooya Mobadersany et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Deep learning based tissue analysis predicts outcome in colorectal cancer

(2018) Dmitrii Bychkov et al.   Scientific Reports

Spatial Organization and Molecular Correlation of Tumor-Infiltrating Lymphocytes Using Deep Learning on Pathology Images

(2018) Joel Saltz et al.   Cell Reports

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

(2017) Babak Ehteshami Bejnordi et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs

(2016) Varun Gulshan et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Predicting non-small cell lung cancer prognosis by fully automated microscopic pathology image features

(2016) Kun-Hsing Yu et al.   Nature Communications

Genomic Classification of Cutaneous Melanoma

(2015) Rehan Akbani et al.   CELL

Deep learning

(2015) Yann LeCun et al.   NATURE

Identifying survival associated morphological features of triple negative breast cancer using multiple datasets

(2013) Chao Wang et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

The Cancer Genome Atlas Pan-Cancer analysis project

(2013) John N Weinstein et al.   NATURE GENETICS

Predicting Survival After Curative Colectomy for Cancer: Individualizing Colon Cancer Staging

(2011) Martin R. Weiser et al.   JOURNAL OF CLINICAL ONCOLOGY

Prognostic Significance of Nottingham Histologic Grade in Invasive Breast Carcinoma

(2008) Emad A. Rakha et al.   JOURNAL OF CLINICAL ONCOLOGY