dc.creator | Rodríguez Herrera, Alfonso | es |
dc.creator | Reyes Andrade, Joaquín | es |
dc.creator | Rubio Escudero, Cristina | es |
dc.date.accessioned | 2022-06-22T09:52:40Z | |
dc.date.available | 2022-06-22T09:52:40Z | |
dc.date.issued | 2021 | |
dc.identifier.citation | Rodríguez Herrera, A., Reyes Andrade, J. y Rubio Escudero, C. (2021). Rationale for Timing of Follow-Up Visits to Assess Gluten-Free Diet in Celiac Disease Patients Based on Data Mining. Nutrients, 13 (2 (art.357)) | |
dc.identifier.issn | 2072-6643 | es |
dc.identifier.uri | https://hdl.handle.net/11441/134590 | |
dc.description.abstract | The assessment of compliance of gluten-free diet (GFD) is a keystone in the supervision of
celiac disease (CD) patients. Few data are available documenting evidence-based follow-up frequency
for CD patients. In this work we aim at creating a criterion for timing of clinical follow-up for CD
patients using data mining. We have applied data mining to a dataset with 188 CD patients on
GFD (75% of them are children below 14 years old), evaluating the presence of gluten immunogenic
peptides (GIP) in stools as an adherence to diet marker. The variables considered are gender, age,
years following GFD and adherence to the GFD by fecal GIP. The results identify patients on GFD for
more than two years (41.5% of the patients) as more prone to poor compliance and so needing more
frequent follow-up than patients with less than 2 years on GFD. This is against the usual clinical
practice of following less patients on long term GFD, as they are supposed to perform better. Our
results support different timing follow-up frequency taking into consideration the number of years
on GFD, age and gender. Patients on long term GFD should have a more frequent monitoring as
they show a higher level of gluten exposure. A gender perspective should also be considered as
non-compliance is partially linked to gender in our results: Males tend to get more gluten exposure,
at least in the cultural context where our study was carried out. Children tend to perform better than
teenagers or adult | es |
dc.description.sponsorship | Ministerio de Economía y Competitividad TIN2017-88209-C2-2-R | es |
dc.description.sponsorship | Junta de Andalucía US-1263341 | es |
dc.format | application/pdf | es |
dc.format.extent | 8 | es |
dc.language.iso | eng | es |
dc.publisher | MDPI | es |
dc.relation.ispartof | Nutrients, 13 (2 (art.357)) | |
dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 Internacional | * |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ | * |
dc.subject | Celiac disease | es |
dc.subject | Data mining gluten free diet | es |
dc.subject | Gluten proteins | es |
dc.subject | Immunogenicity | es |
dc.subject | Evidence-based practice | es |
dc.subject | Case management | es |
dc.subject | Treatment adherence and compliance | es |
dc.title | Rationale for Timing of Follow-Up Visits to Assess Gluten-Free Diet in Celiac Disease Patients Based on Data Mining | es |
dc.type | info:eu-repo/semantics/article | es |
dcterms.identifier | https://ror.org/03yxnpp24 | |
dc.type.version | info:eu-repo/semantics/publishedVersion | es |
dc.rights.accessRights | info:eu-repo/semantics/openAccess | es |
dc.contributor.affiliation | Universidad de Sevilla. Departamento de Lenguajes y Sistemas Informáticos | es |
dc.relation.projectID | TIN2017-88209-C2-2-R | es |
dc.relation.projectID | US-1263341 | es |
dc.relation.publisherversion | https://www.mdpi.com/2072-6643/13/2/357 | es |
dc.identifier.doi | 10.3390/nu13020357 | es |
dc.contributor.group | Universidad de Sevilla. TIC-254: Data Science and Big Data Lab | es |
dc.journaltitle | Nutrients | es |
dc.publication.volumen | 13 | es |
dc.publication.issue | 2 (art.357) | es |
dc.contributor.funder | Ministerio de Economía y Competitividad (MINECO). España | es |
dc.contributor.funder | Junta de Andalucía | es |