4.8 Article

AI-based pathology predicts origins for cancers of unknown primary

Related references

Note: Only part of the references are listed.
Article Engineering, Biomedical

Data-efficient and weakly supervised computational pathology on whole-slide images

Ming Y. Lu et al.

Summary: The CLAM method utilizes attention-based learning to identify subregions with high diagnostic value for accurate classification of whole-slide images. It can localize well-known morphological features without the need for spatial labels, outperforming standard weakly supervised classification algorithms, and adapt to independent test cohorts, smartphone microscopy, and varying tissue content.

NATURE BIOMEDICAL ENGINEERING (2021)

Article Biochemical Research Methods

TOD-CUP: a gene expression rank-based majority vote algorithm for tissue origin diagnosis of cancers of unknown primary

Yifei Shen et al.

Summary: The study developed a gene expression rank-based majority vote algorithm (TOD-CUP) for tissue origin diagnosis of 24 cancer types, utilizing massive RNA-seq data sets and 538 feature genes. Validation results showed high accuracy of the algorithm across different data platforms.

BRIEFINGS IN BIOINFORMATICS (2021)

Article Biochemistry & Molecular Biology

Near real-time intraoperative brain tumor diagnosis using stimulated Raman histology and deep neural networks

Todd C. Hollon et al.

NATURE MEDICINE (2020)

Article Multidisciplinary Sciences

Video-based AI for beat-to-beat assessment of cardiac function

David Ouyang et al.

NATURE (2020)

Article Biochemistry & Molecular Biology

A deep learning system for differential diagnosis of skin diseases

Yuan Liu et al.

NATURE MEDICINE (2020)

Article Health Care Sciences & Services

Pan-cancer diagnostic consensus through searching archival histopathology images using artificial intelligence

Shivam Kalra et al.

NPJ DIGITAL MEDICINE (2020)

Article Biochemistry & Molecular Biology

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

Jakob Nikolas Kather et al.

NATURE MEDICINE (2019)

Article Biochemistry & Molecular Biology

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

Gabriele Campanella et al.

NATURE MEDICINE (2019)

Article Oncology

The currently declining incidence of cancer of unknown primary

Elie Rassy et al.

CANCER EPIDEMIOLOGY (2019)

Article Biochemistry & Molecular Biology

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

Po-Hsuan Cameron Chen et al.

NATURE MEDICINE (2019)

Article Computer Science, Artificial Intelligence

Hover-Net: Simultaneous segmentation and classification of nuclei in multi-tissue histology images

Simon Graham et al.

MEDICAL IMAGE ANALYSIS (2019)

Article Engineering, Biomedical

Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning

Ryan Poplin et al.

NATURE BIOMEDICAL ENGINEERING (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)

Article Multidisciplinary Sciences

Dermatologist-level classification of skin cancer with deep neural networks

Andre Esteva et al.

NATURE (2017)

Article Computer Science, Artificial Intelligence

ImageNet Large Scale Visual Recognition Challenge

Olga Russakovsky et al.

INTERNATIONAL JOURNAL OF COMPUTER VISION (2015)

Review Multidisciplinary Sciences

Deep learning

Yann LeCun et al.

NATURE (2015)

Review Medicine, General & Internal

Cancer of Unknown Primary Site

Gauri R. Varadhachary et al.

NEW ENGLAND JOURNAL OF MEDICINE (2014)

Article Medical Laboratory Technology

Interrater reliability: the kappa statistic

Mary L. McHugh

BIOCHEMIA MEDICA (2012)

Article Pathology

Mucosal Colonization by Metastatic Carcinoma in the Gastrointestinal Tract: A Potential Mimic of Primary Neoplasia

Jeannelyn S. Estrella et al.

AMERICAN JOURNAL OF SURGICAL PATHOLOGY (2011)

Review Oncology

Carcinomas of an unknown primary origin-diagnosis and treatment

Christophe Massard et al.

NATURE REVIEWS CLINICAL ONCOLOGY (2011)