Deep learning based tissue analysis predicts outcome in colorectal cancer

D Bychkov, N Linder, R Turkki, S Nordling… - Scientific reports, 2018 - nature.com
… The results show that deep learning-based outcome prediction with … deep learning techniques
can extract more prognostic information from the tissue morphology of colorectal cancer

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

OJ Skrede, S De Raedt, A Kleppe, TS Hveem, K Liestøl… - The Lancet, 2020 - thelancet.com
… machine learning techniques… deep learning to analyse conventional whole-slide images
to develop an automatic prognostic biomarker for patients resected for primary colorectal cancer

Deep learning approaches to colorectal cancer diagnosis: a review

LD Tamang, BW Kim - Applied Sciences, 2021 - mdpi.com
… to colon cancer analysis were collected under the field of colon cancer and deep learning;
then, … In [69], the current systematic review on colorectal cancer detection and localization, and …

Predicting survival from colorectal cancer histology slides using deep learning: A retrospective multicenter study

JN Kather, J Krisam, P Charoentong, T Luedde… - PLoS …, 2019 - journals.plos.org
Deep learning can be used to extract information from very complex images, and we
hypothesized that deep learning can predict clinical outcome directly from histological images of …

Deep learning model for the prediction of microsatellite instability in colorectal cancer: a diagnostic study

R Yamashita, J Long, T Longacre, L Peng… - The Lancet …, 2021 - thelancet.com
… We have shown that a deep learning model can predict MSI directly from H&E-stained WSIs
of colorectal cancer with a high NPV (93·7% on an external dataset with a real-world MSI …

[HTML][HTML] Colorectal cancer detection based on deep learning

L Xu, B Walker, PI Liang, Y Tong, C Xu, YC Su… - Journal of Pathology …, 2020 - Elsevier
… Methods: We introduce a deep learning-based method in colorectal cancer detection and
segmentation from digitized H&E-stained histology slides. Results: In this study, we …

Interpretable survival prediction for colorectal cancer using deep learning

E Wulczyn, DF Steiner, M Moran, M Plass, R Reihs… - NPJ digital …, 2021 - nature.com
… Deriving interpretable prognostic features from deep-learning-based prognostic … a deep
learning system (DLS) for predicting disease-specific survival for stage II and III colorectal cancer

Deep learning techniques for the classification of colorectal cancer tissue

MJ Tsai, YH Tao - Electronics, 2021 - mdpi.com
… could be a better deep learning architecture for colorectal cancer tissue than VGG19. …
and accuracy deep learning techniques to classify colorectal cancer tissue. Since deep neural …

Predicting colorectal cancer using machine and deep learning algorithms: Challenges and opportunities

D Alboaneen, R Alqarni, S Alqahtani… - Big Data and Cognitive …, 2023 - mdpi.com
… solution to predict colorectal cancer by using machine learning (ML) and deep learning (DL)
algorithms. A prediction model using ML for predicting colorectal cancer helps in obtaining …

[HTML][HTML] … of a weakly supervised deep learning framework to predict the status of molecular pathways and key mutations in colorectal cancer from routine histology …

M Bilal, SEA Raza, A Azam, S Graham… - The Lancet Digital …, 2021 - thelancet.com
… in colorectal cancer is crucial for optimal therapeutic decision making. We therefore aimed
to develop a novel deep learningcolorectal cancer slides as an alternative to current tests. …