4.6 Article

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

Related references

Note: Only part of the references are listed.
Article Oncology

Breast Cancer, Version 3.2018 Featured Updates to the NCCN Guidelines

Matthew P. Goetz et al.

JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK (2019)

Review Biotechnology & Applied Microbiology

Applications of machine learning in drug discovery and development

Jessica Vamathevan et al.

NATURE REVIEWS DRUG DISCOVERY (2019)

Article Medical Laboratory Technology

Artificial Intelligence-Based Breast Cancer Nodal Metastasis Detection

Yun Liu et al.

ARCHIVES OF PATHOLOGY & LABORATORY MEDICINE (2019)

Article Health Care Sciences & Services

Development and validation of a deep learning algorithm for improving Gleason scoring of prostate cancer

Kunal Nagpal et al.

NPJ DIGITAL MEDICINE (2019)

Article Computer Science, Artificial Intelligence

Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Cynthia Rudin

NATURE MACHINE INTELLIGENCE (2019)

Article Oncology

HistoQC: An Open-Source Quality Control Tool for Digital Pathology Slides

Andrew Janowczyk et al.

JCO CLINICAL CANCER INFORMATICS (2019)

Review Medicine, General & Internal

Histo-genomics: digital pathology at the forefront of precision medicine

Ivraym Barsoum et al.

DIAGNOSIS (2019)

Article Oncology

NCCN Guidelines Updates: Prostate Cancer and Prostate Cancer Early Detection

Peter H. Carroll et al.

JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK (2018)

Article Oncology

Chromatin organisation and cancer prognosis: a pan-cancer study

Andreas Kleppe et al.

LANCET ONCOLOGY (2018)

Article Medicine, General & Internal

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

J. A. Sparano et al.

NEW ENGLAND JOURNAL OF MEDICINE (2018)

Article Multidisciplinary Sciences

Predicting cancer outcomes from histology and genomics using convolutional networks

Pooya Mobadersany et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2018)

Article Urology & Nephrology

Histopathology: ditch the slides, because digital and 3D are on show

Ilaria Jansen et al.

WORLD JOURNAL OF UROLOGY (2018)

Article Multidisciplinary Sciences

Deep learning based tissue analysis predicts outcome in colorectal cancer

Dmitrii Bychkov et al.

SCIENTIFIC REPORTS (2018)

Article Engineering, Biomedical

Deep learning nuclei detection: A simple approach can deliver state-of-the-art results

Henning Hoefener et al.

COMPUTERIZED MEDICAL IMAGING AND GRAPHICS (2018)

Article Biochemistry & Molecular Biology

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

Nicolas Coudray et al.

NATURE MEDICINE (2018)

Review Pathology

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

David F. Steiner et al.

AMERICAN JOURNAL OF SURGICAL PATHOLOGY (2018)

Review Radiology, Nuclear Medicine & Medical Imaging

Artificial intelligence as a medical device in radiology: ethical and regulatory issues in Europe and the United States

Filippo Pesapane et al.

INSIGHTS INTO IMAGING (2018)

Article Medicine, General & Internal

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

Babak Ehteshami Bejnordi et al.

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2017)

Article Computer Science, Artificial Intelligence

Gland segmentation in colon histology images: The glas challenge contest

Korsuk Sirinukunwattana et al.

MEDICAL IMAGE ANALYSIS (2017)

Article Multidisciplinary Sciences

Dermatologist-level classification of skin cancer with deep neural networks

Andre Esteva et al.

NATURE (2017)

Article Biotechnology & Applied Microbiology

Automated Classification of Lung Cancer Types from Cytological Images Using Deep Convolutional Neural Networks

Atsushi Teramoto et al.

BIOMED RESEARCH INTERNATIONAL (2017)

Article Engineering, Biomedical

Microscopy with ultraviolet surface excitation for rapid slide-free histology

Farzad Fereidouni et al.

NATURE BIOMEDICAL ENGINEERING (2017)

Article Multidisciplinary Sciences

Classification of breast cancer histology images using Convolutional Neural Networks

Teresa Araujo et al.

PLOS ONE (2017)

Article Oncology

Tumour heterogeneity poses a significant challenge to cancer biomarker research

Karolina Cyll et al.

BRITISH JOURNAL OF CANCER (2017)

Article Engineering, Biomedical

Stain Normalization using Sparse AutoEncoders (StalloSA): Application to digital pathology

Andrew Janowczyk et al.

COMPUTERIZED MEDICAL IMAGING AND GRAPHICS (2017)

Review Engineering, Biomedical

Emerging Themes in Image Informatics and Molecular Analysis for Digital Pathology

Rohit Bhargava et al.

ANNUAL REVIEW OF BIOMEDICAL ENGINEERING, VOL 18 (2016)

Article Computer Science, Interdisciplinary Applications

Feature Importance in Nonlinear Embeddings (FINE): Applications in Digital Pathology

Shoshana B. Ginsburg et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2016)

Article Computer Science, Interdisciplinary Applications

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

Abhishek Vahadane et al.

IEEE TRANSACTIONS ON MEDICAL IMAGING (2016)

Article Computer Science, Artificial Intelligence

Automated classification of brain tumor type in whole-slide digital pathology images using local representative tiles

Jocelyn Barker et al.

MEDICAL IMAGE ANALYSIS (2016)

Editorial Material Computer Science, Artificial Intelligence

Image analysis and machine learning in digital pathology: Challenges and opportunities

Anant Madabhushi et al.

MEDICAL IMAGE ANALYSIS (2016)

Article Medicine, General & Internal

70-Gene Signature as an Aid to Treatment Decisions in Early-Stage Breast Cancer

F. Cardoso et al.

NEW ENGLAND JOURNAL OF MEDICINE (2016)

Article Cell Biology

New Trends of Emerging Technologies in Digital Pathology

Gloria Bueno et al.

PATHOBIOLOGY (2016)

Article Multidisciplinary Sciences

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

Kun-Hsing Yu et al.

NATURE COMMUNICATIONS (2016)

Article Oncology

PD-L1 biomarker testing for non-small cell lung cancer: truth or fiction?

Claud Grigg et al.

JOURNAL FOR IMMUNOTHERAPY OF CANCER (2016)

Article Multidisciplinary Sciences

Multi-Pass Adaptive Voting for Nuclei Detection in Histopathological Images

Cheng Lu et al.

SCIENTIFIC REPORTS (2016)

Article Radiology, Nuclear Medicine & Medical Imaging

Evaluating stability of histomorphometric features across scanner and staining variations: prostate cancer diagnosis from whole slide images

Patrick Leo et al.

JOURNAL OF MEDICAL IMAGING (2016)

Review Biotechnology & Applied Microbiology

Applications and challenges of digital pathology and whole slide imaging

C. Higgins

BIOTECHNIC & HISTOCHEMISTRY (2015)

Article Biochemistry & Molecular Biology

The path to routine use of genomic biomarkers In the cancer clinic

Paul C. Boutros

GENOME RESEARCH (2015)

Correction Medicine, General & Internal

Diagnostic Concordance Among Pathologists Interpreting Breast Biopsy Specimens (vol 313, pg 1122, 2015)

Joann G. Elmore et al.

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2015)

Review Multidisciplinary Sciences

Deep learning

Yann LeCun et al.

NATURE (2015)

Article Multidisciplinary Sciences

Modelling the spatial heterogeneity and molecular correlates of lymphocytic infiltration in triple-negative breast cancer

Yinyin Yuan

JOURNAL OF THE ROYAL SOCIETY INTERFACE (2015)

Article Medicine, General & Internal

Diagnostic Concordance Among Pathologists interpreting Breast Biopsy Specimens

Joann G. Elmore et al.

JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION (2015)

Review Pharmacology & Pharmacy

The current and future state of companion diagnostics

Amit Agarwal et al.

PHARMACOGENOMICS & PERSONALIZED MEDICINE (2015)

Article Engineering, Biomedical

A Nonlinear Mapping Approach to Stain Normalization in Digital Histopathology Images Using Image-Specific Color Deconvolution

Adnan Mujahid Khan et al.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2014)

Article Biochemical Research Methods

Digital pathology and image analysis in tissue biomarker research

Peter W. Hamilton et al.

METHODS (2014)

Article Radiology, Nuclear Medicine & Medical Imaging

Mitosis detection in breast cancer pathology images by combining handcrafted and convolutional neural network features

Haibo Wang et al.

JOURNAL OF MEDICAL IMAGING (2014)

Article Engineering, Biomedical

Multi-Field-of-View Framework for Distinguishing Tumor Grade in ER plus Breast Cancer From Entire Histopathology Slides

Ajay Basavanhally et al.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2013)

Article Computer Science, Information Systems

Cancer Digital Slide Archive: an informatics resource to support integrated in silico analysis of TCGA pathology data

David A. Gutman et al.

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION (2013)

Article Multidisciplinary Sciences

Intratumor heterogeneity in human glioblastoma reflects cancer evolutionary dynamics

Andrea Sottoriva et al.

PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA (2013)

Article Engineering, Electrical & Electronic

Deep Learning: Methods and Applications

Li Deng et al.

FOUNDATIONS AND TRENDS IN SIGNAL PROCESSING (2013)

Article Engineering, Biomedical

A Boosted Bayesian Multiresolution Classifier for Prostate Cancer Detection From Digitized Needle Biopsies

Scott Doyle et al.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2012)

Article Engineering, Biomedical

Computer-aided prognosis: Predicting patient and disease outcome via quantitative fusion of multi-scale, multi-modal data

Anant Madabhushi et al.

COMPUTERIZED MEDICAL IMAGING AND GRAPHICS (2011)

Article Cell Biology

Systematic Analysis of Breast Cancer Morphology Uncovers Stromal Features Associated with Survival

Andrew H. Beck et al.

SCIENCE TRANSLATIONAL MEDICINE (2011)

Editorial Material Oncology

The Origins and Implications of Intratumor Heterogeneity

Franziska Michor et al.

CANCER PREVENTION RESEARCH (2010)

Article Engineering, Biomedical

Improved Automatic Detection and Segmentation of Cell Nuclei in Histopathology Images

Yousef Al-Kofahi et al.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2010)

Article Engineering, Biomedical

Computerized Image-Based Detection and Grading of Lymphocytic Infiltration in HER2+Breast Cancer Histopathology

Ajay Nagesh Basavanhally et al.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2010)

Review Biochemistry & Molecular Biology

Super-Resolution Fluorescence Microscopy

Bo Huang et al.

ANNUAL REVIEW OF BIOCHEMISTRY (2009)

Editorial Material Oncology

Use of Archived Specimens in Evaluation of Prognostic and Predictive Biomarkers

Richard M. Simon et al.

JOURNAL OF THE NATIONAL CANCER INSTITUTE (2009)

Article Medicine, Research & Experimental

Drug costs and out-of-pocket spending in cancer clinical trials

Meredith L. Kilgore et al.

CONTEMPORARY CLINICAL TRIALS (2008)

Article Multidisciplinary Sciences

Reducing the dimensionality of data with neural networks

G. E. Hinton et al.

SCIENCE (2006)

Article Medicine, General & Internal

A multigene assay to predict recurrence of tamoxifen-treated, node-negative breast cancer

S Paik et al.

NEW ENGLAND JOURNAL OF MEDICINE (2004)

Review Dermatology

Accuracy of computer diagnosis of melanoma - A quantitative meta-analysis

B Rosado et al.

ARCHIVES OF DERMATOLOGY (2003)

Article Pathology

Abnormal nuclear shape in solid tumors reflects mitotic instability

D Gisselsson et al.

AMERICAN JOURNAL OF PATHOLOGY (2001)