Multistain deep learning for prediction of prognosis and therapy response in colorectal cancer

Artificial intelligence to identify genetic alterations in conventional histopathology

(2022) Didem Cifci et al.   JOURNAL OF PATHOLOGY

Swarm learning for decentralized artificial intelligence in cancer histopathology

(2022) Oliver Lester Saldanha et al.   NATURE MEDICINE

Pan-cancer integrative histology-genomic analysis via multimodal deep learning

(2022) Richard J. Chen et al.   CANCER CELL

Tumor-Infiltrating Lymphocytes for Prognostic Stratification in Nonmetastatic Colon Cancer—Are We There Yet?

(2021) Frank A. Sinicrope et al.   JAMA Oncology

Deep learning for diagnosis and survival prediction in soft tissue sarcoma

(2021) S. Foersch et al.   ANNALS OF ONCOLOGY

Deep learning identifies inflamed fat as a risk factor for lymph node metastasis in early colorectal cancer

(2021) Scarlet Brockmoeller et al.   JOURNAL OF PATHOLOGY

Spatial Organization and Prognostic Significance of NK and NKT-like Cells via Multimarker Analysis of the Colorectal Cancer Microenvironment

(2021) Juha P. Väyrynen et al.   Cancer Immunology Research

Multimodal Deep Learning for Prognosis Prediction in Renal Cancer

(2021) Stefan Schulz et al.   Frontiers in Oncology

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

(2020) Ole-Johan Skrede et al.   LANCET

Deep Learning Predicts Molecular Subtype of Muscle-invasive Bladder Cancer from Conventional Histopathological Slides

(2020) Ann-Christin Woerl et al.   EUROPEAN UROLOGY

Automatic diagnosis of the 12-lead ECG using a deep neural network

(2020) Antônio H. Ribeiro et al.   Nature Communications

Localised Colon Cancer: ESMO Clinical Practice Guidelines for Diagnosis, Treatment and Follow-up

(2020) G. Argiles et al.   ANNALS OF ONCOLOGY

Coordinated Cellular Neighborhoods Orchestrate Antitumoral Immunity at the Colorectal Cancer Invasive Front

(2020) Christian M. Schürch et al.   CELL

A diagnostic biopsy-adapted immunoscore predicts response to neoadjuvant treatment and selects patients with rectal cancer eligible for a watch-and-wait strategy

(2020) Carine El Sissy et al.   CLINICAL CANCER RESEARCH

B cells and cancer: To B or not to B?

(2020) Wolf Herman Fridman et al.   JOURNAL OF EXPERIMENTAL MEDICINE

Pathomic Fusion: An Integrated Framework for Fusing Histopathology and Genomic Features for Cancer Diagnosis and Prognosis

(2020) Richard J. Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Automated Analysis of Lymphocytic Infiltration, Tumor Budding, and Their Spatial Relationship Improves Prognostic Accuracy in Colorectal Cancer

(2019) Ines P. Nearchou et al.   Cancer Immunology Research

End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography

(2019) Diego Ardila et al.   NATURE MEDICINE

The Immunoscore: Colon Cancer and Beyond

(2019) Helen K Angell et al.   CLINICAL CANCER RESEARCH

The 2019 WHO classification of tumours of the digestive system

(2019) Iris D. Nagtegaal et al.   HISTOPATHOLOGY

Artificial intelligence-guided tissue analysis combined with immune infiltrate assessment predicts stage III colon cancer outcomes in PETACC08 study

(2019) Cynthia Reichling et al.   GUT

International validation of the consensus Immunoscore for the classification of colon cancer: a prognostic and accuracy study

(2018) Franck Pagès et al.   LANCET

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

(2018) Joel Saltz et al.   Cell Reports

Clinically applicable deep learning for diagnosis and referral in retinal disease

(2018) Jeffrey De Fauw et al.   NATURE MEDICINE

Topography of cancer-associated immune cells in human solid tumors

(2018) Jakob Nikolas Kather et al.   eLife

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

QuPath: Open source software for digital pathology image analysis

(2017) Peter Bankhead et al.   Scientific Reports

Standardized evaluation of tumor-infiltrating lymphocytes in breast cancer: results of the ring studies of the international immuno-oncology biomarker working group

(2016) Carsten Denkert et al.   MODERN PATHOLOGY

Spatiotemporal Dynamics of Intratumoral Immune Cells Reveal the Immune Landscape in Human Cancer

(2013) Gabriela Bindea et al.   IMMUNITY

Towards the introduction of the ‘Immunoscore’ in the classification of malignant tumours

(2013) Jérôme Galon et al.   JOURNAL OF PATHOLOGY