Current Trends of Artificial Intelligence for Colorectal Cancer Pathology Image Analysis: A Systematic Review

Cancers
Nishant ThakurYosep Chong

Abstract

Colorectal cancer (CRC) is one of the most common cancers requiring early pathologic diagnosis using colonoscopy biopsy samples. Recently, artificial intelligence (AI) has made significant progress and shown promising results in the field of medicine despite several limitations. We performed a systematic review of AI use in CRC pathology image analysis to visualize the state-of-the-art. Studies published between January 2000 and January 2020 were searched in major online databases including MEDLINE (PubMed, Cochrane Library, and EMBASE). Query terms included "colorectal neoplasm," "histology," and "artificial intelligence." Of 9000 identified studies, only 30 studies consisting of 40 models were selected for review. The algorithm features of the models were gland segmentation (n = 25, 62%), tumor classification (n = 8, 20%), tumor microenvironment characterization (n = 4, 10%), and prognosis prediction (n = 3, 8%). Only 20 gland segmentation models met the criteria for quantitative analysis, and the model proposed by Ding et al. (2019) performed the best. Studies with other features were in the elementary stage, although most showed impressive results. Overall, the state-of-the-art is promising for CRC pathological analysis. Ho...Continue Reading

References

Sep 21, 2006·Journal of Gastroenterology and Hepatology·Carlos A RubioKaiyo Takubo
Nov 17, 2007·Clinical Cancer Research : an Official Journal of the American Association for Cancer Research·Carolyn C Compton
Apr 23, 2009·International Journal of Cancer. Journal International Du Cancer·René LambertRengaswamy Sankaranarayanan
Jun 10, 2009·Cancer Epidemiology, Biomarkers & Prevention : a Publication of the American Association for Cancer Research, Cosponsored by the American Society of Preventive Oncology·Melissa M CenterElizabeth Ward
Oct 15, 2009·Clinical Cancer Research : an Official Journal of the American Association for Cancer Research·Shuji OginoCharles S Fuchs
Feb 25, 2010·Annals of Surgical Oncology·Stephen B Edge, Carolyn C Compton
May 19, 2011·Histopathology·Paul G van PuttenMonique E van Leerdam
Sep 4, 2012·Journal of Gastrointestinal Oncology·Matthew FlemingHanlin L Wang
Dec 6, 2012·Endoscopy·UNKNOWN European Colorectal Cancer Screening Guidelines Working GroupR Valori
May 21, 2016·Cancer·Djenaba A JosephMarjolein van Ballegooijen
May 24, 2016·Scientific Reports·Geert LitjensJeroen van der Laak
Sep 12, 2016·Medical Image Analysis·Korsuk SirinukunwattanaNasir M Rajpoot
Mar 31, 2017·IEEE Transactions on Bio-medical Engineering·Yan XuEric I-Chao Chang
Apr 13, 2017·Journal of Pathology Informatics·Hawraa Haj-HassanCamel Tanougast
Aug 23, 2017·Journal of Pathology Informatics·Bruno KorbarSaeed Hassanpour
Sep 9, 2017·BioMed Research International·Atsushi TeramotoHiroshi Fujita
Sep 15, 2017·IEEE Transactions on Medical Imaging·Siyamalan ManivannanStephen J McKenna
Dec 14, 2017·JAMA : the Journal of the American Medical Association·Babak Ehteshami BejnordiRui Venâncio
Feb 23, 2018·Scientific Reports·Dmitrii BychkovJohan Lundin
May 20, 2018·Nature Reviews. Cancer·Ahmed HosnyHugo J W L Aerts
Jul 12, 2018·IEEE Transactions on Bio-medical Engineering·Li LiuHuazhong Shu
Aug 2, 2018·Journal of Digital Imaging·Hongjun YoonDae Kyung Sohn
Dec 13, 2018·Nature Communications·Lena Maier-HeinAnnette Kopp-Schneider
Jan 3, 2019·Journal of Pathology and Translational Medicine·Hye Yoon ChangTae-Yeong Kwak
Mar 2, 2019·NPJ Precision Oncology·Francisco Azuaje
Apr 12, 2019·Frontiers in Bioengineering and Biotechnology·Mary ShapcottNasir Rajpoot
May 30, 2019·Frontiers in Oncology·André F OliveiraIrene Furtado
Aug 21, 2019·Frontiers in Medicine·Thomas BinderMaria Gabrani
Aug 30, 2019·Journal of Family Medicine and Primary Care· AmishaVyas Kumar Rathaur
Sep 3, 2019·Medical Image Analysis·Zaneta Swiderska-ChadajFrancesco Ciompi
Oct 17, 2019·Virchows Archiv : an International Journal of Pathology·Charlotte E L KlaverPetur Snaebjornsson
Oct 31, 2019·Cancers·Shidan WangGuanghua Xiao
Nov 27, 2019·Journal of the Anus, Rectum and Colon·UNKNOWN Japanese Society for Cancer of the Colon and Rectum
Feb 13, 2020·Journal of Pathology and Translational Medicine·Soojeong NamHeounjeong Go

❮ Previous
Next ❯

Citations

Oct 18, 2020·Journal of Personalized Medicine·Kenneth P H Pritzker
Jun 8, 2021·World Journal of Gastroenterology : WJG·Soma KobayashiVincent W Yang
Jun 18, 2021·World Journal of Gastroenterology : WJG·Hiroshi Yoshida, Tomoharu Kiyuna
Jul 15, 2021·Scientific Reports·Sara P OliveiraJaime S Cardoso
Aug 3, 2021·Microscopy and Microanalysis : the Official Journal of Microscopy Society of America, Microbeam Analysis Society, Microscopical Society of Canada·Nikola TopalovicIgor Pantic

❮ Previous
Next ❯

Methods Mentioned

BETA
biopsy

Software Mentioned

Net

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

Physica Medica : PM : an International Journal Devoted to the Applications of Physics to Medicine and Biology : Official Journal of the Italian Association of Biomedical Physics (AIFB)
Ana Barragán-MonteroJohn A Lee
Current Opinion in Ophthalmology
Chengjie ZhengMichael V Boland
© 2021 Meta ULC. All rights reserved