Artificial intelligence applied to breast pathology

M Yousif, PJ van Diest, A Laurinavicius, D Rimm… - Virchows Archiv, 2022 - Springer
The convergence of digital pathology and computer vision is increasingly enabling
computers to perform tasks performed by humans. As a result, artificial intelligence (AI) is …

Canine mammary tumors: a review and consensus of standard guidelines on epithelial and myoepithelial phenotype markers, HER2, and hormone receptor …

L Peña, A Gama, MH Goldschmidt… - Veterinary …, 2014 - journals.sagepub.com
Although there have been several studies on the use of immunohistochemical biomarkers of
canine mammary tumors (CMTs), the results are difficult to compare. This article provides …

Transformer-based unsupervised contrastive learning for histopathological image classification

X Wang, S Yang, J Zhang, M Wang, J Zhang… - Medical image …, 2022 - Elsevier
A large-scale and well-annotated dataset is a key factor for the success of deep learning in
medical image analysis. However, assembling such large annotations is very challenging …

Early breast cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up

F Cardoso, S Kyriakides, S Ohno… - Annals of …, 2019 - annalsofoncology.org
In 2018, the predicted number of new breast cancers in 28 European Union (EU) countries
was 404 920, with estimated age-adjusted annual incidence of breast cancer of 144.9/100 …

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

G Litjens, CI Sánchez, N Timofeeva, M Hermsen… - Scientific reports, 2016 - nature.com
Pathologists face a substantial increase in workload and complexity of histopathologic
cancer diagnosis due to the advent of personalized medicine. Therefore, diagnostic …

Primary breast cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up

E Senkus, S Kyriakides, S Ohno… - Annals of …, 2015 - annalsofoncology.org
In 2012, the estimated age-adjusted annual incidence of breast cancer in 40 European
countries was 94.2/100 000 and the mortality 23.1/100 000 [1]. The incidence increased …

1399 H&E-stained sentinel lymph node sections of breast cancer patients: the CAMELYON dataset

G Litjens, P Bandi, B Ehteshami Bejnordi… - …, 2018 - academic.oup.com
Background The presence of lymph node metastases is one of the most important factors in
breast cancer prognosis. The most common way to assess regional lymph node status is the …

Effect of occult metastases on survival in node-negative breast cancer

DL Weaver, T Ashikaga, DN Krag… - … England Journal of …, 2011 - Mass Medical Soc
Background Retrospective and observational analyses suggest that occult lymph-node
metastases are an important prognostic factor for disease recurrence or survival among …

Classification and disease localization in histopathology using only global labels: A weakly-supervised approach

P Courtiol, EW Tramel, M Sanselme… - arXiv preprint arXiv …, 2018 - arxiv.org
Analysis of histopathology slides is a critical step for many diagnoses, and in particular in
oncology where it defines the gold standard. In the case of digital histopathological analysis …

Multidisciplinary approaches to intrahepatic cholangiocarcinoma

SK Maithel, TC Gamblin, I Kamel… - Cancer, 2013 - Wiley Online Library
After hepatocellular carcinoma, intrahepatic cholangiocarcinoma (ICC) is the second most
common primary hepatic malignancy. The etiology of ICC in most patients is not known, but …