Literature DB >> 27683799

Development and Validation of Risk Matrices for Crohn's Disease Outcomes in Patients Who Underwent Early Therapeutic Interventions.

Cláudia Camila Dias1,2, Pedro Pereira Rodrigues1,2, Rosa Coelho3, Paula Moura Santos4, Samuel Fernandes4, Paula Lago5, Cidalina Caetano5, Ângela Rodrigues5, Francisco Portela6, Ana Oliveira6, Paula Ministro7, Eugénia Cancela7, Ana Isabel Vieira8, Rita Barosa8, José Cotter9, Pedro Carvalho10, Isabelle Cremers11, Daniel Trabulo11, Paulo Caldeira12,10, Artur Antunes10, Isadora Rosa13, Joana Moleiro13, Paula Peixe14, Rita Herculano14, Raquel Gonçalves15, Bruno Gonçalves15, Helena Tavares Sousa12,16, Luís Contente16, Henrique Morna17, Susana Lopes1, Fernando Magro1,18,19.   

Abstract

INTRODUCTION: The establishment of prognostic models for Crohn's disease [CD] is highly desirable, as they have the potential to guide physicians in the decision-making process concerning therapeutic choices, thus improving patients' health and quality of life. Our aim was to derive models for disabling CD and reoperation based solely on clinical/demographic data.
METHODS: A multicentric and retrospectively enrolled cohort of CD patients, subject to early surgery or immunosuppression, was analysed in order to build Bayesian network models and risk matrices. The final results were validated internally and with a multicentric and prospectively enrolled cohort.
RESULTS: The derivation cohort included a total of 489 CD patients [64% with disabling disease and 18% who needed reoperation], while the validation cohort included 129 CD patients with similar outcome proportions. The Bayesian models achieved an area under the curve of 78% for disabling disease and 86% for reoperation. Age at diagnosis, perianal disease, disease aggressiveness and early therapeutic decisions were found to be significant factors, and were used to construct user-friendly matrices depicting the probability of each outcome in patients with various combinations of these factors. The matrices exhibit good performance for the most important criteria: disabling disease positive post-test odds = 8.00 [2.72-23.44] and reoperation negative post-test odds = 0.02 [0.00-0.11].
CONCLUSIONS: Clinical and demographical risk factors for disabling CD and reoperation were determined and their impact was quantified by means of risk matrices, which are applicable as bedside clinical tools that can help physicians during therapeutic decisions in early disease management.
Copyright © 2016 European Crohn’s and Colitis Organisation (ECCO). Published by Oxford University Press. All rights reserved. For permissions, please email: journals.permissions@oup.com

Entities:  

Keywords:  Crohn’s disease; Disabling disease; reoperation; risk matrices

Mesh:

Substances:

Year:  2017        PMID: 27683799     DOI: 10.1093/ecco-jcc/jjw171

Source DB:  PubMed          Journal:  J Crohns Colitis        ISSN: 1873-9946            Impact factor:   9.071


  10 in total

1.  Development and Validation of a Scoring System to Predict Outcomes of Vedolizumab Treatment in Patients With Crohn's Disease.

Authors:  Parambir S Dulai; Brigid S Boland; Siddharth Singh; Khadija Chaudrey; Jenna L Koliani-Pace; Gursimran Kochhar; Malav P Parikh; Eugenia Shmidt; Justin Hartke; Prianka Chilukuri; Joseph Meserve; Diana Whitehead; Robert Hirten; Adam C Winters; Leah G Katta; Farhad Peerani; Neeraj Narula; Keith Sultan; Arun Swaminath; Matthew Bohm; Dana Lukin; David Hudesman; John T Chang; Jesus Rivera-Nieves; Vipul Jairath; G Y Zou; Brian G Feagan; Bo Shen; Corey A Siegel; Edward V Loftus; Sunanda Kane; Bruce E Sands; Jean-Frederic Colombel; William J Sandborn; Karen Lasch; Charlie Cao
Journal:  Gastroenterology       Date:  2018-05-30       Impact factor: 22.682

Review 2.  Strategies to Optimize Anti-tumor Necrosis Factor Therapy for Perianal Fistulizing Crohn's Disease: A Systematic Review.

Authors:  Parul Tandon; Glara Gaeun Rhee; David Schwartz; Jeffrey D McCurdy
Journal:  Dig Dis Sci       Date:  2019-04-27       Impact factor: 3.199

3.  Machine Learning-based Prediction Models for Diagnosis and Prognosis in Inflammatory Bowel Diseases: A Systematic Review.

Authors:  Nghia H Nguyen; Dominic Picetti; Parambir S Dulai; Vipul Jairath; William J Sandborn; Lucila Ohno-Machado; Peter L Chen; Siddharth Singh
Journal:  J Crohns Colitis       Date:  2022-03-14       Impact factor: 10.020

4.  Composite outcomes in observational studies of Crohn's disease: a systematic review and meta-analysis.

Authors:  Fernando Magro; Catarina Sottomayor; Catarina Alves; Mafalda Santiago; Paula Ministro; Paula Lago; Luís Correia; Raquel Gonçalves; Diana Carvalho; Francisco Portela; Cláudia Camila Dias; Axel Dignass; Silvio Danese; Laurent Peyrin-Biroulet; Maria Manuela Estevinho; Paula Leão Moreira
Journal:  Therap Adv Gastroenterol       Date:  2022-05-13       Impact factor: 4.802

5.  Creeping Fat Assessed by Small Bowel MRI Is Linked to Bowel Damage and Abdominal Surgery in Crohn's Disease.

Authors:  Patrick Althoff; Wolff Schmiegel; Gernot Lang; Volkmar Nicolas; Thorsten Brechmann
Journal:  Dig Dis Sci       Date:  2018-10-01       Impact factor: 3.199

6.  The risk of disabling, surgery and reoperation in Crohn's disease - A decision tree-based approach to prognosis.

Authors:  Cláudia Camila Dias; Pedro Pereira Rodrigues; Samuel Fernandes; Francisco Portela; Paula Ministro; Diana Martins; Paula Sousa; Paula Lago; Isadora Rosa; Luis Correia; Paula Moura Santos; Fernando Magro
Journal:  PLoS One       Date:  2017-02-22       Impact factor: 3.240

7.  Age at Diagnosis Is Determinant for the Outcome of Inflammatory Bowel Disease: Is It a Myth?

Authors:  Paula Ministro; Cláudia Camila Dias; Francisco Portela; Samuel Fernandes; Sónia Bernardo; Francisco Pires; Paula Lago; Isadora Rosa; Eunice Trindade; Catarina Alves; Luís Correia; Fernando Magro
Journal:  Clin Transl Gastroenterol       Date:  2021-02-15       Impact factor: 4.488

8.  Ileal Crohn's Disease Exhibits Similar Transmural Fibrosis Irrespective of Phenotype.

Authors:  Helena Tavares de Sousa; Irene Gullo; Claudia Castelli; Cláudia Camila Dias; Florian Rieder; Fátima Carneiro; Fernando Magro
Journal:  Clin Transl Gastroenterol       Date:  2021-04-13       Impact factor: 4.396

9.  Mucosal Healing Is Associated With the Reduced Disabling Disease in Crohn's Disease.

Authors:  Shanshan Huang; Li Li; Shomron Ben-Horin; Ren Mao; Sinan Lin; Yun Qiu; Rui Feng; Yao He; Baili Chen; Zhirong Zeng; Minhu Chen; Shenghong Zhang
Journal:  Clin Transl Gastroenterol       Date:  2019-03       Impact factor: 4.488

10.  Outcome of Ulcerative Colitis 20 Years after Diagnosis in a Prospective Population-based Inception Cohort from South-Eastern Norway, the IBSEN Study.

Authors:  Iril Lovise Monstad; Inger Camilla Solberg; Milada Cvancarova; Oistein Hovde; Magne Henriksen; Gert Huppertz-Hauss; Eva Gunther; Bjørn Allan Moum; Njaal Stray; Morten Vatn; Ole Hoie; Jørgen Jahnsen
Journal:  J Crohns Colitis       Date:  2021-06-22       Impact factor: 9.071

  10 in total

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