Using Interpretable Machine Learning to Identify Baseline Predictive Factors of Remission and Drug Durability in Crohn’s Disease Patients on Ustekinumab

Using Interpretable Machine Learning to Identify Baseline Predictive Factors of Remission and Drug Durability in Crohn’s Disease Patients on Ustekinumab

Ustekinumab has shown efficacy in Crohn’s Disease (CD) patients. To identify patient profiles of those who benefit the most from this treatment would help to position this drug in the therapeutic paradigm of CD and generate hypotheses for future trials. The objective of this analysis was to determin...

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Main Authors: María Chaparro, Iria Baston-Rey, Estela Fernández Salgado, Javier González García, Laura Ramos, María Teresa Diz-Lois Palomares, Federico Argüelles-Arias, Eva Iglesias Flores, Mercedes Cabello, Saioa Rubio Iturria, Andrea Núñez Ortiz, Mara Charro, Daniel Ginard, Carmen Dueñas Sadornil, Olga Merino Ochoa, David Busquets, Eduardo Iyo, Ana Gutiérrez Casbas, Patricia Ramírez de la Piscina, Marta Maia Boscá-Watts, Maite Arroyo, María José García, Esther Hinojosa, Jordi Gordillo, Pilar Martínez Montiel, Benito Velayos Jiménez, Cristina Quílez Ivorra, Juan María Vázquez Morón, José María Huguet, Yago González-Lama, Ana Isabel Muñagorri Santos, Víctor Manuel Amo, María Dolores Martín Arranz, Fernando Bermejo, Jesús Martínez Cadilla, Cristina Rubín de Célix, Paola Fradejas Salazar, Antonio López San Román, Nuria Jiménez, Santiago García-López, Anna Figuerola, Itxaso Jiménez, Francisco José Martínez Cerezo, Carlos Taxonera, Pilar Varela, Ruth de Francisco, David Monfort, Gema Molina Arriero, Alejandro Hernández-Camba, Francisco Javier García Alonso, Manuel Van Domselaar, Ramón Pajares-Villarroya, Alejandro Núñez, Francisco Rodríguez Moranta, Ignacio Marín-Jiménez, Virginia Robles Alonso, María del Mar Martín Rodríguez, Patricia Camo-Monterde, Iván García Tercero, Mercedes Navarro-Llavat, Lara Arias García, Daniel Hervías Cruz, Sebastian Kloss, Alun Passey, Cynthia Novella, Eugenia Vispo, Manuel Barreiro-de Acosta, Javier P. Gisbert
Format: Article
Language:English
Published: MDPI AG 2022-08-01
Series:Journal of Clinical Medicine
Subjects:
Crohn’s Disease
ustekinumab
predictive factors
Online Access:https://www.mdpi.com/2077-0383/11/15/4518

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