Robust and accurate quantification of biomarkers of immune cells in lung cancer micro-environment using deep convolutional neural networks

Deep learning based tissue analysis predicts outcome in colorectal cancer

(2018) Dmitrii Bychkov et al.   Scientific Reports

Spatial computation of intratumoral T cells correlates with survival of patients with pancreatic cancer

(2017) Julienne L. Carstens et al.   Nature Communications

Deep models for brain EM image segmentation: novel insights and improved performance

(2016) Ahmed Fakhry et al.   BIOINFORMATICS

Lung Pattern Classification for Interstitial Lung Diseases Using a Deep Convolutional Neural Network

(2016) Marios Anthimopoulos et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Locality Sensitive Deep Learning for Detection and Classification of Nuclei in Routine Colon Cancer Histology Images

(2016) Korsuk Sirinukunwattana et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

The tumor microenvironment and Immunoscore are critical determinants of dissemination to distant metastasis

(2016) Bernhard Mlecnik et al.   Science Translational Medicine

Spatial niche formation but not malignant progression is a driving force for intratumoural heterogeneity

(2016) Rouven Hoefflin et al.   Nature Communications

Deep learning as a tool for increased accuracy and efficiency of histopathological diagnosis

(2016) Geert Litjens et al.   Scientific Reports

Deep learning

(2015) Yann LeCun et al.   NATURE

Translational progress on tumor biomarkers

(2015) Hongwei Guo et al.   Thoracic Cancer

The reliability of immunohistochemical analysis of the tumor microenvironment in follicular lymphoma: a validation study from the Lunenburg Lymphoma Biomarker Consortium

(2014) B. Sander et al.   HAEMATOLOGICA

Predictive correlates of response to the anti-PD-L1 antibody MPDL3280A in cancer patients

(2014) Roy S. Herbst et al.   NATURE

The tumor microenvironment at a glance

(2013) F. R. Balkwill et al.   JOURNAL OF CELL SCIENCE

Automatic Nuclei Segmentation in H&E Stained Breast Cancer Histopathology Images

(2013) Mitko Veta et al.   PLoS One

Natural Innate and Adaptive Immunity to Cancer

(2011) Matthew D. Vesely et al.   Annual Review of Immunology

Localization and Density of Immune Cells in the Invasive Margin of Human Colorectal Cancer Liver Metastases Are Prognostic for Response to Chemotherapy

(2011) N. Halama et al.   CANCER RESEARCH

Hallmarks of cancer: Interactions with the tumor stroma

(2010) Kristian Pietras et al.   EXPERIMENTAL CELL RESEARCH

Estimation of Immune Cell Densities in Immune Cell Conglomerates: An Approach for High-Throughput Quantification

(2009) Niels Halama et al.   PLoS One

High density of FOXP3-positive T cells infiltrating colorectal cancers with microsatellite instability

(2008) S Michel et al.   BRITISH JOURNAL OF CANCER