Literature DB >> 36183010

Role of AI and digital pathology for colorectal immuno-oncology.

Mohsin Bilal1, Mohammed Nimir2, David Snead2,3, Graham S Taylor4, Nasir Rajpoot5,6,7.   

Abstract

Immunotherapy deals with therapeutic interventions to arrest the progression of tumours using the immune system. These include checkpoint inhibitors, T-cell manipulation, cytokines, oncolytic viruses and tumour vaccines. In this paper, we present a survey of the latest developments on immunotherapy in colorectal cancer (CRC) and the role of artificial intelligence (AI) in this context. Among these, microsatellite instability (MSI) is perhaps the most popular IO biomarker globally. We first discuss the MSI status of tumours, its implications for patient management, and its relationship to immune response. In recent years, several aspiring studies have used AI to predict the MSI status of patients from digital whole-slide images (WSIs) of routine diagnostic slides. We present a survey of AI literature on the prediction of MSI and tumour mutation burden from digitised WSIs of haematoxylin and eosin-stained diagnostic slides. We discuss AI approaches in detail and elaborate their contributions, limitations and key takeaways to drive future research. We further expand this survey to other IO-related biomarkers like immune cell infiltrates and alternate data modalities like immunohistochemistry and gene expression. Finally, we underline possible future directions in immunotherapy for CRC and promise of AI to accelerate this exploration for patient benefits.
© 2022. The Author(s).

Entities:  

Year:  2022        PMID: 36183010     DOI: 10.1038/s41416-022-01986-1

Source DB:  PubMed          Journal:  Br J Cancer        ISSN: 0007-0920            Impact factor:   9.075


  54 in total

Review 1.  Immunotherapy in colorectal cancer: rationale, challenges and potential.

Authors:  Karuna Ganesh; Zsofia K Stadler; Andrea Cercek; Robin B Mendelsohn; Jinru Shia; Neil H Segal; Luis A Diaz
Journal:  Nat Rev Gastroenterol Hepatol       Date:  2019-06       Impact factor: 46.802

2.  Durable Clinical Benefit With Nivolumab Plus Ipilimumab in DNA Mismatch Repair-Deficient/Microsatellite Instability-High Metastatic Colorectal Cancer.

Authors:  Michael J Overman; Sara Lonardi; Ka Yeung Mark Wong; Heinz-Josef Lenz; Fabio Gelsomino; Massimo Aglietta; Michael A Morse; Eric Van Cutsem; Ray McDermott; Andrew Hill; Michael B Sawyer; Alain Hendlisz; Bart Neyns; Magali Svrcek; Rebecca A Moss; Jean-Marie Ledeine; Z Alexander Cao; Shital Kamble; Scott Kopetz; Thierry André
Journal:  J Clin Oncol       Date:  2018-01-20       Impact factor: 44.544

3.  DNA mismatch repair proteins: scientific update and practical guide.

Authors:  Adrian C Bateman
Journal:  J Clin Pathol       Date:  2021-02-17       Impact factor: 3.411

4.  Immune Checkpoint Blockade Therapy in Patients With Colorectal Cancer Harboring Microsatellite Instability/Mismatch Repair Deficiency in 2022.

Authors:  Thierry André; Romain Cohen; Mohamed E Salem
Journal:  Am Soc Clin Oncol Educ Book       Date:  2022-04

Review 5.  A National Cancer Institute Workshop on Microsatellite Instability for cancer detection and familial predisposition: development of international criteria for the determination of microsatellite instability in colorectal cancer.

Authors:  C R Boland; S N Thibodeau; S R Hamilton; D Sidransky; J R Eshleman; R W Burt; S J Meltzer; M A Rodriguez-Bigas; R Fodde; G N Ranzani; S Srivastava
Journal:  Cancer Res       Date:  1998-11-15       Impact factor: 12.701

Review 6.  DNA mismatch repair deficiency in sporadic colorectal cancer and Lynch syndrome.

Authors:  George Poulogiannis; Ian M Frayling; Mark J Arends
Journal:  Histopathology       Date:  2010-01       Impact factor: 5.087

Review 7.  Neoantigens in cancer immunotherapy.

Authors:  Ton N Schumacher; Robert D Schreiber
Journal:  Science       Date:  2015-04-03       Impact factor: 47.728

Review 8.  Do non-pathogenic variants of DNA mismatch repair genes modify neurofibroma load in neurofibromatosis type 1?

Authors:  Anja Harder
Journal:  Childs Nerv Syst       Date:  2022-01-08       Impact factor: 1.475

Review 9.  The role of DNA mismatch repair in immunotherapy of human cancer.

Authors:  Yuchen He; Luyuan Zhang; Ruoyu Zhou; Yumin Wang; Hao Chen
Journal:  Int J Biol Sci       Date:  2022-04-04       Impact factor: 10.750

Review 10.  Microsatellite instability: a review of what the oncologist should know.

Authors:  Kai Li; Haiqing Luo; Lianfang Huang; Hui Luo; Xiao Zhu
Journal:  Cancer Cell Int       Date:  2020-01-13       Impact factor: 5.722

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.