Requirements for implementation of artificial intelligence in the practice of gastrointestinal pathology

Rethinking Patient Consent in the Era of Artificial Intelligence and Big Data

(2021) Amy L. Kotsenas et al.   Journal of the American College of Radiology

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

(2020) Ole-Johan Skrede et al.   LANCET

Deep Learning Models for Histopathological Classification of Gastric and Colonic Epithelial Tumours

(2020) Osamu Iizuka et al.   Scientific Reports

Emerging role of deep learning‐based artificial intelligence in tumor pathology

(2020) Yahui Jiang et al.   Cancer Communications

Explainable AI (xAI) for Anatomic Pathology

(2020) Akif B. Tosun et al.   ADVANCES IN ANATOMIC PATHOLOGY

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

(2020) Amelie Echle et al.   GASTROENTEROLOGY

Image-based consensus molecular subtype (imCMS) classification of colorectal cancer using deep learning

(2020) Korsuk Sirinukunwattana et al.   GUT

Current Trends of Artificial Intelligence for Colorectal Cancer Pathology Image Analysis: A Systematic Review

(2020) Nishant Thakur et al.   Cancers

Evaluation of a Deep Neural Network for Automated Classification of Colorectal Polyps on Histopathologic Slides

(2020) Jason W. Wei et al.   JAMA Network Open

Pathology training in the age of artificial intelligence

(2020) Ananya Arora et al.   JOURNAL OF CLINICAL PATHOLOGY

Artificial intelligence in gastric cancer: Application and future perspectives

(2020) Peng-Hui Niu et al.   WORLD JOURNAL OF GASTROENTEROLOGY

Artificial intelligence-based pathology for gastrointestinal and hepatobiliary cancers

(2020) Julien Calderaro et al.   GUT

Real-time plant health assessment via implementing cloud-based scalable transfer learning on AWS DeepLens

(2020) Asim Khan et al.   PLoS One

Application of Artificial Intelligence Technology in Oncology: Towards the Establishment of Precision Medicine

(2020) Ryuji Hamamoto et al.   Cancers

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

(2019) Jakob Nikolas Kather et al.   PLOS MEDICINE

Computer aided quantification of intratumoral stroma yields an independent prognosticator in rectal cancer

(2019) Oscar G. F. Geessink et al.   CELLULAR ONCOLOGY

Impact of pre‐analytic variables on deep learning accuracy in histopathology

(2019) Andrew D. Jones et al.   HISTOPATHOLOGY

A White-Box Machine Learning Approach for Revealing Antibiotic Mechanisms of Action

(2019) Jason H. Yang et al.   CELL

Artificial intelligence in digital pathology: A roadmap to routine use in clinical practice

(2019) Richard Colling et al.   JOURNAL OF PATHOLOGY

Digital pathology and artificial intelligence

(2019) Muhammad Khalid Khan Niazi et al.   LANCET ONCOLOGY

Genetic diversity of tumors with mismatch repair deficiency influences anti–PD-1 immunotherapy response

(2019) Rajarsi Mandal et al.   SCIENCE

Complete Digital Pathology for Routine Histopathology Diagnosis in a Multicenter Hospital Network

(2019) Juan Antonio Retamero et al.   ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE

Regulating Artificial Intelligence for a Successful Pathology Future

(2019) Timothy Craig Allen   ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE

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

(2019) Jakob Nikolas Kather et al.   NATURE MEDICINE

Clinical-grade computational pathology using weakly supervised deep learning on whole slide images

(2019) Gabriele Campanella et al.   NATURE MEDICINE

Efficient Deep Network Architectures for Fast Chest X-Ray Tuberculosis Screening and Visualization

(2019) F. Pasa et al.   Scientific Reports

Development and Validation of a Pathology Image Analysis-based Predictive Model for Lung Adenocarcinoma Prognosis - A Multi-cohort Study

(2019) Xin Luo et al.   Scientific Reports

An augmented reality microscope with real-time artificial intelligence integration for cancer diagnosis

(2019) Po-Hsuan Cameron Chen et al.   NATURE MEDICINE

Artificial intelligence in digital pathology — new tools for diagnosis and precision oncology

(2019) Kaustav Bera et al.   Nature Reviews Clinical Oncology

Deep learning techniques for detecting preneoplastic and neoplastic lesions in human colorectal histological images

(2019) Paola Sena et al.   Oncology Letters

Deep-Learning System Detects Neoplasia in Patients With Barrett’s Esophagus With Higher Accuracy Than Endoscopists in a Multi-Step Training and Validation Study with Benchmarking

(2019) A.J. de Groof et al.   GASTROENTEROLOGY

Deep learning-based classification of mesothelioma improves prediction of patient outcome

(2019) Pierre Courtiol et al.   NATURE MEDICINE

Artificial intelligence and robotics: a combination that is changing the operating room

(2019) Iulia Andras et al.   WORLD JOURNAL OF UROLOGY

Learning to detect lymphocytes in immunohistochemistry with deep learning

(2019) Zaneta Swiderska-Chadaj et al.   MEDICAL IMAGE ANALYSIS

RMDL: Recalibrated multi-instance deep learning for whole slide gastric image classification

(2019) Shujun Wang et al.   MEDICAL IMAGE ANALYSIS

Methods for interpreting and understanding deep neural networks

(2018) Grégoire Montavon et al.   DIGITAL SIGNAL PROCESSING

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

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

Deep learning based tissue analysis predicts outcome in colorectal cancer

(2018) Dmitrii Bychkov et al.   Scientific Reports

Gastric Pathology Image Classification Using Stepwise Fine-Tuning for Deep Neural Networks

(2018) Jia Qu et al.   Journal of Healthcare Engineering

Weakly-supervised biomedical image segmentation by reiterative learning

(2018) Qiaokang Liang et al.   IEEE Journal of Biomedical and Health Informatics

Machine Learning Methods for Histopathological Image Analysis

(2018) Daisuke Komura et al.   Computational and Structural Biotechnology Journal

Automatic evaluation of tumor budding in immunohistochemically stained colorectal carcinomas and correlation to clinical outcome

(2018) Cleo-Aron Weis et al.   Diagnostic Pathology

Tumor Identification in Colorectal Histology Images Using a Convolutional Neural Network

(2018) Hongjun Yoon et al.   JOURNAL OF DIGITAL IMAGING

DeepFocus: Detection of out-of-focus regions in whole slide digital images using deep learning

(2018) Caglar Senaras et al.   PLoS One

Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer

(2018) David F. Steiner et al.   AMERICAN JOURNAL OF SURGICAL PATHOLOGY

High-performance medicine: the convergence of human and artificial intelligence

(2018) Eric J. Topol   NATURE MEDICINE

Automated histological classification of whole-slide images of gastric biopsy specimens

(2017) Hiroshi Yoshida et al.   Gastric Cancer

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

Automated histological classification of whole slide images of colorectal biopsy specimens

(2017) Hiroshi Yoshida et al.   Oncotarget

Segmentation and classification of colon glands with deep convolutional neural networks and total variation regularization

(2017) Philipp Kainz et al.   PeerJ

Glandular Morphometrics for Objective Grading of Colorectal Adenocarcinoma Histology Images

(2017) Ruqayya Awan et al.   Scientific Reports

Structure-Preserving Color Normalization and Sparse Stain Separation for Histological Images

(2016) Abhishek Vahadane et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Enabling digital pathology in the diagnostic setting: navigating through the implementation journey in an academic medical centre

(2016) Chee Leong Cheng et al.   JOURNAL OF CLINICAL PATHOLOGY

Diagnostic Concordance Among Pathologists Interpreting Breast Biopsy Specimens

(2015) Joann G. Elmore et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Deep learning

(2015) Yann LeCun et al.   NATURE

PD-1 Blockade in Tumors with Mismatch-Repair Deficiency

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

Validating Whole Slide Imaging for Diagnostic Purposes in Pathology: Guideline from the College of American Pathologists Pathology and Laboratory Quality Center

(2013) Liron Pantanowitz et al.   ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE

Real-time Raman spectroscopy for in vivo, online gastric cancer diagnosis during clinical endoscopic examination

(2012) Shiyamala Duraipandian   JOURNAL OF BIOMEDICAL OPTICS

Atypical ductal hyperplasia: interobserver and intraobserver variability

(2011) Rohit K Jain et al.   MODERN PATHOLOGY

A standardized framework for the validation and verification of clinical molecular genetic tests

(2010) Christopher J Mattocks et al.   EUROPEAN JOURNAL OF HUMAN GENETICS