Cargando…

Development and validation of a deep learning-based approach to predict the Mayo endoscopic score of ulcerative colitis

BACKGROUND: The ulcerative colitis (UC) Mayo endoscopy score is a useful tool for evaluating the severity of UC in patients in clinical practice. OBJECTIVES: We aimed to develop and validate a deep learning-based approach to automatically predict the Mayo endoscopic score using UC endoscopic images....

Descripción completa

Detalles Bibliográficos
Autores principales:	Qi, Jing, Ruan, Guangcong, Ping, Yi, Xiao, Zhifeng, Liu, Kaijun, Cheng, Yi, Liu, Rongbei, Zhang, Bingqiang, Zhi, Min, Chen, Junrong, Xiao, Fang, Zhao, Tingting, Li, Jiaxing, Zhang, Zhou, Zou, Yuxin, Cao, Qian, Nian, Yongjian, Wei, Yanling
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	SAGE Publications 2023
Materias:	Original Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10214058/ https://www.ncbi.nlm.nih.gov/pubmed/37251086 http://dx.doi.org/10.1177/17562848231170945

Ejemplares similares

Development and Validation of a Deep Neural Network for Accurate Identification of Endoscopic Images From Patients With Ulcerative Colitis and Crohn's Disease
por: Ruan, Guangcong, et al.
Publicado: (2022)

PHF(3) Technique: A Pyramid Hybrid Feature Fusion Framework for Severity Classification of Ulcerative Colitis Using Endoscopic Images
por: Qi, Jing, et al.
Publicado: (2022)

New pathway ameliorating ulcerative colitis: focus on Roseburia intestinalis and the gut–brain axis
por: Xu, Fenghua, et al.
Publicado: (2021)

Ulcerative Colitis Endoscopic Index of Severity (UCEIS) versus Mayo Endoscopic Score (MES) in guiding the need for colectomy in patients with acute severe colitis
por: Xie, Tingbin, et al.
Publicado: (2018)

Fecal calprotectin predicts complete mucosal healing and better correlates with the ulcerative colitis endoscopic index of severity than with the Mayo endoscopic subscore in patients with ulcerative colitis
por: Lee, Sun-Ho, et al.
Publicado: (2017)

Relationship between Mayo endoscopic score and histological scores in ulcerative colitis: A prospective study
por: Shah, Jimil, et al.
Publicado: (2019)

Deep learning model for distinguishing Mayo endoscopic subscore 0 and 1 in patients with ulcerative colitis
por: Kim, Ji Eun, et al.
Publicado: (2023)

Roseburia intestinalis and Its Metabolite Butyrate Inhibit Colitis and Upregulate TLR5 through the SP3 Signaling Pathway
por: Ruan, Guangcong, et al.
Publicado: (2022)

Gut microbiota: A new target for T2DM prevention and treatment
por: Liu, Lulu, et al.
Publicado: (2022)

Time-adjusted average Mayo endoscopic score predicts the risk of disease extent progression in distal ulcerative colitis patients
por: Wan, Jian, et al.
Publicado: (2022)

Systematic review and meta-analysis: the advantage of endoscopic Mayo score 0 over 1 in patients with ulcerative colitis
por: Viscido, Angelo, et al.
Publicado: (2022)

Tofacitinib as a maintenance therapy in patients with ulcerative colitis stratified by OCTAVE Sustain baseline Mayo endoscopic subscore
por: Lee, Scott D., et al.
Publicado: (2023)

Comparison of the Mayo Endoscopy Score and the Ulcerative Colitis Endoscopy Index of Severity and the Ulcerative Colitis Colonoscopy Index of Severity
por: Belvis Jiménez, María, et al.
Publicado: (2021)

The Mayo Endoscopic Score Is a Novel Predictive Indicator for Malignant Transformation in Ulcerative Colitis: A Long-Term Follow-Up Multicenter Study
por: Xu, Weimin, et al.
Publicado: (2022)

A longitudinal model for the Mayo Clinical Score and its sub-components in patients with ulcerative colitis
por: Kawakatsu, Sonoko, et al.
Publicado: (2021)

Modified Mayo score versus Mayo score for evaluation of treatment efficacy in patients with ulcerative colitis: data from the tofacitinib OCTAVE program
por: Sandborn, William J., et al.
Publicado: (2022)

How disease extent can be included in the endoscopic activity index of ulcerative colitis: the panMayo score, a promising scoring system
por: Bálint, Anita, et al.
Publicado: (2018)

The 2 + 1 paradigm: an efficient algorithm for central reading of Mayo endoscopic subscores in global multicenter phase 3 ulcerative colitis clinical trials
por: Ahmad, Harris A., et al.
Publicado: (2016)

Head to head comparison of two commercial fecal calprotectin kits as predictor of Mayo endoscopic sub-score and mucosal TNF expression in ulcerative colitis
por: Goll, Rasmus, et al.
Publicado: (2019)

Clinical study on sequential treatment of severe diarrhea irritable bowel syndrome with precision probiotic strains transplantation capsules, fecal microbiota transplantation capsules and live combined bacillus subtilis and enterococcus faecium capsules
por: Lv, Linling, et al.
Publicado: (2022)

Comparing the clinical application values of the Degree of Ulcerative Colitis Burden of Luminal Inflammation (DUBLIN) score and Ulcerative Colitis Endoscopic Index of Severity (UCEIS) in patients with ulcerative colitis
por: Zhang, Xiao-Fei, et al.
Publicado: (2021)

Endoscopic ultrasonography in the evaluation of condition and prognosis of ulcerative colitis
por: Jin, Rui-Fang, et al.
Publicado: (2022)

Developing an instrument to assess the endoscopic severity of ulcerative colitis: the Ulcerative Colitis Endoscopic Index of Severity (UCEIS)
por: Travis, Simon P L, et al.
Publicado: (2011)

RFWD3 Participates in the Occurrence and Development of Colorectal Cancer via E2F1 Transcriptional Regulation of BIRC5
por: Xu, Fenghua, et al.
Publicado: (2021)

Correlation of Biomarkers with Endoscopic Score: Ulcerative Colitis Endoscopic Index of Severity (UCEIS) in Patients with Ulcerative Colitis in Remission
por: Pop, Corina Silvia, et al.
Publicado: (2020)

Full, Partial, and Modified Permutations of the Mayo Score: Characterizing Clinical and Patient-Reported Outcomes in Ulcerative Colitis Patients
por: Naegeli, April N, et al.
Publicado: (2021)

The oral bacterial microbiota facilitates the stratification for ulcerative colitis patients with oral ulcers
por: Xu, Jun, et al.
Publicado: (2023)

Endoscopic Characteristics of the Healing Process of Ulcerative Colitis
por: Kishi, Hideyuki
Publicado: (1998)

A disease model predicting placebo response and remission status of patients with ulcerative colitis using modified Mayo score
por: Moein, Anita, et al.
Publicado: (2023)

Reliability of the Endoscopic Ultrasound Ulcerative Colitis (EUS-UC) score for assessment of inflammation in patients with ulcerative colitis
por: Yan, Brian M., et al.
Publicado: (2021)

Histological evaluation in ulcerative colitis
por: DeRoche, Tom C., et al.
Publicado: (2014)

The ulcerative colitis endoscopic index of severity score is superior to reflecting long-term prognosis in ulcerative colitis patients treated with vedolizumab
por: Yan, Jing, et al.
Publicado: (2023)

Neurotransmitter and Intestinal Interactions: Focus on the Microbiota-Gut-Brain Axis in Irritable Bowel Syndrome
por: Chen, Minjia, et al.
Publicado: (2022)

Impact of the Concomitant Use of Immunomodulator and a Lower Week 8 Partial Mayo Score on the Persistence of Adalimumab in Refractory Ulcerative Colitis
por: Kumei, Shinsuke, et al.
Publicado: (2021)

The effect of tuina on ulcerative colitis model mice analyzed by gut microbiota and proteomics
por: Wang, Hourong, et al.
Publicado: (2022)

Animal Models and Pathogenesis of Ulcerative Colitis
por: Gao, Xin, et al.
Publicado: (2022)

Castellano-mayo, mayo-castellano
por: Collard, Howard
Publicado: (1962)

Early-Phase Partial Mayo Score following Golimumab Treatment Is Associated with Endoscopic Improvement at 1 Year in Ulcerative Colitis: A post hoc Analysis of PURSUIT-J Randomized Controlled Trial
por: Nagano, Katsumasa, et al.
Publicado: (2022)

The role of Th17 cells in inflammatory bowel disease and the research progress
por: Chen, Lu, et al.
Publicado: (2023)

Berberine inhibits IFN-γ signaling pathway in DSS-induced ulcerative colitis
por: Yang, Tao, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_e3ejvl5ja6it3jnmu93sa28g6k