Analysis of Clinical Phenotypes through Machine Learning of First-Line H. pylori Treatment in Europe during the Period 2013-2022: Data from the European Registry on H. pylori Management (Hp-EuReg)
Status PubMed-not-MEDLINE Jazyk angličtina Země Švýcarsko Médium electronic
Typ dokumentu časopisecké články
PubMed
37760723
PubMed Central
PMC10525558
DOI
10.3390/antibiotics12091427
PII: antibiotics12091427
Knihovny.cz E-zdroje
- Klíčová slova
- Helicobacter pylori, clustering, eradication, machine learning, phenotyping, treatment,
- Publikační typ
- časopisecké články MeSH
The segmentation of patients into homogeneous groups could help to improve eradication therapy effectiveness. Our aim was to determine the most important treatment strategies used in Europe, to evaluate first-line treatment effectiveness according to year and country. Data collection: All first-line empirical treatments registered at AEGREDCap in the European Registry on Helicobacter pylori management (Hp-EuReg) from June 2013 to November 2022. A Boruta method determined the "most important" variables related to treatment effectiveness. Data clustering was performed through multi-correspondence analysis of the resulting six most important variables for every year in the 2013-2022 period. Based on 35,852 patients, the average overall treatment effectiveness increased from 87% in 2013 to 93% in 2022. The lowest effectiveness (80%) was obtained in 2016 in cluster #3 encompassing Slovenia, Lithuania, Latvia, and Russia, treated with 7-day triple therapy with amoxicillin-clarithromycin (92% of cases). The highest effectiveness (95%) was achieved in 2022, mostly in Spain (81%), with the bismuth-quadruple therapy, including the single-capsule (64%) and the concomitant treatment with clarithromycin-amoxicillin-metronidazole/tinidazole (34%) with 10 (69%) and 14 (32%) days. Cluster analysis allowed for the identification of patients in homogeneous treatment groups assessing the effectiveness of different first-line treatments depending on therapy scheme, adherence, country, and prescription year.
Adelson Faculty of Medicine Ariel University Ariel 4070000 Israel
Center for Research in Health Technologies and Information Systems 4200 450 Porto Portugal
Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas 28029 Madrid Spain
Departamento de Medicina Universidad Autónoma de Madrid 28049 Madrid Spain
Department of Digestive Disorders Aberdeen Royal Infirmary Aberdeen AB25 2ZN UK
Department of Gastroenterology and Hepatology CHU de Charleroi 6042 Charleroi Belgium
Department of Gastroenterology and Hepatology Meander Medical Center 3813 Amersfoort The Netherlands
Department of Gastroenterology Biodonostia Health Research Institute 20014 San Sebastián Spain
Department of Gastroenterology DC Rogaska 3250 Rogaska Slatina Slovenia
Department of Gastroenterology Digestive Diseases Centre LV 1006 Riga Latvia
Department of Gastroenterology HC International Clinic Hacettepe University 06690 Ankara Turkey
Department of Gastroenterology Hospital Universitario de Valme 41014 Seville Spain
Department of Gastroenterology Østfold Hospital Trust 1714 Grålum Norway
Department of Gastroenterology Pomeranian Medical University 70 204 Szczecin Poland
Department of Gastroenterology University Clinical Center of Serbia 11000 Belgrade Serbia
Department of Gastroenterology University Hospital of Split 21000 Split Croatia
Department of Medical Microbiology Medical University of Sofia 1431 Sofia Bulgaria
Department of Medicine Universidad del País Vasco 20014 San Sebastián Spain
Department of Surgery University Hospital Brno 625 00 Brno Czech Republic
Digestive System Service of the Hospital Universitario de La Princesa 28006 Madrid Spain
Division of Gastroenterology Rabin Medical Center Tel Aviv University Tel Aviv Yafo 49100 Israel
Faculty of Medicine and Dentistry Palacky University Olomouc 779 00 Olomouc Czech Republic
Faculty of Medicine Masaryk University 601 77 Brno Czech Republic
Faculty of Medicine Ss Cyril and Methodius University in Skopje 1000 Skopje North Macedonia
Faculty of Medicine University of Latvia LV 1004 Riga Latvia
Gastroenterology Clinic Henry Dunant Hospital 115 26 Athens Greece
Gastroenterology Department Centro Hospitalar do Porto 4150 001 Porto Portugal
Gastroenterology Department Kantonsspital Aarau 5001 Aarau Switzerland
Gastroenterology Unit Hospital Santos Reyes 09400 Aranda de Duero Spain
Hospital Clínic de Barcelona 08036 Barcelona Spain
Hospital Universitario Costa del Sol 29603 Marbella Spain
Institute of Clinical and Preventive Medicine LV 1079 Riga Latvia
Instituto De Ciências Biomédicas de Abel Salazar Universidade do Porto 4050 313 Porto Portugal
Instituto de Investigación Sanitaria de Aragón 50009 Zaragoza Spain
Instituto de Investigación Sanitaria Princesa 28006 Madrid Spain
School of Medicine Trinity College Dublin D02 PN40 Dublin Ireland
School of Medicine University of Belgrade 11000 Belgrade Serbia
School of Medicine University of Split 21000 Split Croatia
Science and Technology and Department Universidad Nacional de Quilmes Bernal B1876 Argentina
Servicio de Aparato Digestivo Hospital Clínico Universitario Lozano Blesa 50009 Zaragoza Spain
Unidad de Análisis de Datos del Instituto de Investigación Sanitaria Princesa 28006 Madrid Spain
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