[HTML][HTML] Development and interpretation of a pathomics-based model for the prediction of microsatellite instability in colorectal cancer

R Cao, F Yang, SC Ma, L Liu, Y Zhao, Y Li, DH Wu… - Theranostics, 2020 - ncbi.nlm.nih.gov
Microsatellite instability (MSI) has been approved as a pan-cancer biomarker for immune
checkpoint blockade (ICB) therapy. However, current MSI identification methods are not …

Feasibility of deep learning‐based fully automated classification of microsatellite instability in tissue slides of colorectal cancer

SH Lee, IH Song, HJ Jang - International journal of cancer, 2021 - Wiley Online Library
High levels of microsatellite instability (MSI‐H) occurs in about 15% of sporadic colorectal
cancer (CRC) and is an important predictive marker for response to immune checkpoint …

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
Background Detecting microsatellite instability (MSI) in colorectal cancer is crucial for clinical
decision making, as it identifies patients with differential treatment response and prognosis …

[HTML][HTML] Analysis of the molecular nature associated with microsatellite status in colon cancer identifies clinical implications for immunotherapy

X Bao, H Zhang, W Wu, S Cheng, X Dai… - … for immunotherapy of …, 2020 - ncbi.nlm.nih.gov
Background Microsatellite instability in colon cancer implies favorable therapeutic outcomes
after checkpoint blockade immunotherapy. However, the molecular nature of microsatellite …

Artificial intelligence for histology-based detection of microsatellite instability and prediction of response to immunotherapy in colorectal cancer

LA Hildebrand, CJ Pierce, M Dennis, M Paracha… - Cancers, 2021 - mdpi.com
Simple Summary Defects in a DNA repair pathway called mismatch repair (MMR) can lead
to cancer, including colorectal cancer (CRC). The detection of mismatch repair deficiency …

Development and validation of MRI‐based deep learning models for prediction of microsatellite instability in rectal cancer

W Zhang, H Yin, Z Huang, J Zhao, H Zheng… - Cancer …, 2021 - Wiley Online Library
Background Microsatellite instability (MSI) predetermines responses to adjuvant 5‐
fluorouracil and immunotherapy in rectal cancer and serves as a prognostic biomarker for …

[HTML][HTML] Deep learning for the detection of microsatellite instability from histology images in colorectal cancer: a systematic literature review

A Echle, NG Laleh, PL Schrammen, NP West… - ImmunoInformatics, 2021 - Elsevier
Microsatellite instability (MSI) or deficient mismatch repair (dMMR) is a clinically important
genetic feature affecting 10–15% of colorectal cancer (CRC) patients. Patients with …

Recent applications of artificial intelligence from histopathologic image-based prediction of microsatellite instability in solid cancers: a systematic review

MR Alam, J Abdul-Ghafar, K Yim, N Thakur, SH Lee… - Cancers, 2022 - mdpi.com
Simple Summary Although the evaluation of microsatellite instability (MSI) is important for
immunotherapy, it is not feasible to test MSI in all cancers due to the additional cost and …

A next-generation sequencing-based strategy combining microsatellite instability and tumor mutation burden for comprehensive molecular diagnosis of advanced …

J Xiao, W Li, Y Huang, M Huang, S Li, X Zhai, J Zhao… - BMC cancer, 2021 - Springer
Background Mismatch repair (MMR)/microsatellite instability (MSI) and tumor mutational
burden (TMB) are independent biomarkers that complement each other for predicting …

Generalizable biomarker prediction from cancer pathology slides with self-supervised deep learning: A retrospective multi-centric study

JM Niehues, P Quirke, NP West, HI Grabsch… - Cell reports …, 2023 - cell.com
Deep learning (DL) can predict microsatellite instability (MSI) from routine histopathology
slides of colorectal cancer (CRC). However, it is unclear whether DL can also predict other …