Deep learning model for the prediction of microsatellite instability in colorectal cancer: a diagnostic study

Deep learning for prediction of colorectal cancer outcome: a discovery and validation study

(2020) Ole-Johan Skrede et al.   LANCET

Clinical-grade Detection of Microsatellite Instability in Colorectal Tumors by Deep Learning

(2020) Amelie Echle et al.   GASTROENTEROLOGY

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

(2019) Jakob Nikolas Kather et al.   PLOS MEDICINE

Mismatch Repair/Microsatellite Instability Testing Practices among US Physicians Treating Patients with Advanced/Metastatic Colorectal Cancer

(2019) Eriksson et al.   Journal of Clinical Medicine

Deep learning can predict microsatellite instability directly from histology in gastrointestinal cancer

(2019) Jakob Nikolas Kather et al.   NATURE MEDICINE

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

(2019) Ramprasaath R. Selvaraju et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology

(2019) David Tellez et al.   MEDICAL IMAGE ANALYSIS

Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries

(2018) Freddie Bray et al.   CA-A CANCER JOURNAL FOR CLINICIANS

Classification and mutation prediction from non–small cell lung cancer histopathology images using deep learning

(2018) Nicolas Coudray et al.   NATURE MEDICINE

Nivolumab in patients with metastatic DNA mismatch repair-deficient or microsatellite instability-high colorectal cancer (CheckMate 142): an open-label, multicentre, phase 2 study

(2017) Michael J Overman et al.   LANCET ONCOLOGY

Global patterns and trends in colorectal cancer incidence and mortality

(2016) Melina Arnold et al.   GUT

Microsatellite Instability Testing and Its Role in the Management of Colorectal Cancer

(2015) Hisato Kawakami et al.   CURRENT TREATMENT OPTIONS IN ONCOLOGY

American Gastroenterological Association Institute Guideline on the Diagnosis and Management of Lynch Syndrome

(2015) Joel H. Rubenstein et al.   GASTROENTEROLOGY

ImageNet Large Scale Visual Recognition Challenge

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

PD-1 Blockade in Tumors with Mismatch-Repair Deficiency

(2015) Dung T. Le et al.   NEW ENGLAND JOURNAL OF MEDICINE

Can a gastrointestinal pathologist identify microsatellite instability in colorectal cancer with reproducibility and a high degree of specificity?

(2012) Eli Brazowski et al.   Familial Cancer

Tumor budding in colorectal carcinoma: time to take notice

(2012) Bojana Mitrovic et al.   MODERN PATHOLOGY

Comprehensive molecular characterization of human colon and rectal cancer

(2012)   NATURE

Cancer Risks Associated With Germline Mutations in MLH1, MSH2, and MSH6 Genes in Lynch Syndrome

(2011) Valérie Bonadona   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Microsatellite Instability in Colorectal Cancer

(2010) C. Richard Boland et al.   GASTROENTEROLOGY

Summary ROC curve based on a weighted Youden index for selecting an optimal cutpoint in meta-analysis of diagnostic accuracy

(2010) Gerta Rücker et al.   STATISTICS IN MEDICINE

Clinicopathologic Factors Identify Sporadic Mismatch Repair–Defective Colon Cancers

(2008) Britta Halvarsson et al.   AMERICAN JOURNAL OF CLINICAL PATHOLOGY