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Nyssen OP, Pratesi P, Spínola MA, Jonaitis L, Pérez-Aísa Á, Vaira D, Saracino IM, Pavoni M, Fiorini G, Tepes B, Bordin DS, Voynovan I, Lanas Á, Martínez-Domínguez SJ, Alfaro E, Bujanda L, Pabón-Carrasco M, Hernández L, Gasbarrini A, Kupcinskas J, Lerang F, Smith SM, Gridnyev O, Leja M, Rokkas T, Marcos-Pinto R, Meštrović A, Marlicz W, Milivojevic V, Simsek H, Kunovsky L, Papp V, Phull PS, Venerito M, Boyanova L, Boltin D, Niv Y, Matysiak-Budnik T, Doulberis M, Dobru D, Lamy V, Capelle LG, Nikolovska Trpchevska E, Moreira L, Cano-Català A, Parra P, Mégraud F, O’Morain C, Ortega GJ, Gisbert JP. 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). Antibiotics (Basel) 2023; 12:1427. [PMID: 37760723 PMCID: PMC10525558 DOI: 10.3390/antibiotics12091427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 08/28/2023] [Accepted: 09/05/2023] [Indexed: 09/29/2023] Open
Abstract
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.
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Affiliation(s)
- Olga P. Nyssen
- Digestive System Service of the Hospital Universitario de La Princesa, 28006 Madrid, Spain; (O.P.N.); (P.P.); (J.P.G.)
- Instituto de Investigación Sanitaria Princesa (IIS-Princesa), 28006 Madrid, Spain
- Departamento de Medicina, Universidad Autónoma de Madrid (UAM), 28049 Madrid, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain; (Á.L.); (S.J.M.-D.); (L.B.); (L.M.)
| | - Pietro Pratesi
- Dipartimento di Statistica e Metodi Quantitativi (DISMEQ), Universitá degli studi di Milano–Bicocca, 20126 Milano, Italy;
| | - Miguel A. Spínola
- Unidad de Análisis de Datos del Instituto de Investigación Sanitaria Princesa (IIS-Princesa), 28006 Madrid, Spain;
| | - Laimas Jonaitis
- Institute for Digestive Research, Department of Gastroenterology, Lithuanian University of Health Sciences, 44307 Kaunas, Lithuania; (L.J.); (J.K.)
| | | | - Dino Vaira
- Department of Surgical and Medical Sciences, Sant’Orsola-Malpighi University Hospital, 40138 Bologna, Italy; (D.V.); (I.M.S.); (M.P.); (G.F.)
- Cardiovascular Internal Medicine, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy
| | - Ilaria Maria Saracino
- Department of Surgical and Medical Sciences, Sant’Orsola-Malpighi University Hospital, 40138 Bologna, Italy; (D.V.); (I.M.S.); (M.P.); (G.F.)
| | - Matteo Pavoni
- Department of Surgical and Medical Sciences, Sant’Orsola-Malpighi University Hospital, 40138 Bologna, Italy; (D.V.); (I.M.S.); (M.P.); (G.F.)
| | - Giulia Fiorini
- Department of Surgical and Medical Sciences, Sant’Orsola-Malpighi University Hospital, 40138 Bologna, Italy; (D.V.); (I.M.S.); (M.P.); (G.F.)
| | - Bojan Tepes
- Department of Gastroenterology, DC Rogaska, 3250 Rogaska Slatina, Slovenia;
| | - Dmitry S. Bordin
- Department of Pancreatic, Biliary and Upper Digestive Tract Disorders, A. S. Loginov Moscow Clinical Scientific Center, 111123 Moscow, Russia; (D.S.B.); (I.V.)
- Department of Outpatient Therapy and Family Medicine, Tver State Medical University, 170100 Tver, Russia
- Department of Propaedeutic of Internal Diseases and Gastroenterology, A.I. Yevdokimov Moscow State University of Medicine and Dentistry, 127473 Moscow, Russia
| | - Irina Voynovan
- Department of Pancreatic, Biliary and Upper Digestive Tract Disorders, A. S. Loginov Moscow Clinical Scientific Center, 111123 Moscow, Russia; (D.S.B.); (I.V.)
| | - Ángel Lanas
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain; (Á.L.); (S.J.M.-D.); (L.B.); (L.M.)
- Servicio de Aparato Digestivo, Hospital Clínico Universitario Lozano Blesa, 50009 Zaragoza, Spain;
- Instituto de Investigación Sanitaria de Aragón (IIS Aragón), 50009 Zaragoza, Spain
| | - Samuel J. Martínez-Domínguez
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain; (Á.L.); (S.J.M.-D.); (L.B.); (L.M.)
- Servicio de Aparato Digestivo, Hospital Clínico Universitario Lozano Blesa, 50009 Zaragoza, Spain;
- Instituto de Investigación Sanitaria de Aragón (IIS Aragón), 50009 Zaragoza, Spain
| | - Enrique Alfaro
- Servicio de Aparato Digestivo, Hospital Clínico Universitario Lozano Blesa, 50009 Zaragoza, Spain;
| | - Luis Bujanda
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain; (Á.L.); (S.J.M.-D.); (L.B.); (L.M.)
- Department of Gastroenterology, Biodonostia Health Research Institute, 20014 San Sebastián, Spain
- Department of Medicine, Universidad del País Vasco (UPV/EHU), 20014 San Sebastián, Spain
| | - Manuel Pabón-Carrasco
- Department of Gastroenterology, Hospital Universitario de Valme, 41014 Seville, Spain;
| | - Luis Hernández
- Gastroenterology Unit, Hospital Santos Reyes, 09400 Aranda de Duero, Spain;
| | - Antonio Gasbarrini
- Medicina interna e Gastroenterologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy;
| | - Juozas Kupcinskas
- Institute for Digestive Research, Department of Gastroenterology, Lithuanian University of Health Sciences, 44307 Kaunas, Lithuania; (L.J.); (J.K.)
| | - Frode Lerang
- Department of Gastroenterology, Østfold Hospital Trust, 1714 Grålum, Norway;
| | - Sinead M. Smith
- School of Medicine, Trinity College Dublin, D02 PN40 Dublin, Ireland; (S.M.S.); (C.O.)
| | - Oleksiy Gridnyev
- Departments the Division for the Study of the Digestive Diseases and Its Comorbidity with Noncommunicable Diseases, Government Institution L.T. Malaya Therapy National Institute of NAMS of Ukraine, 61039 Kharkiv, Ukraine;
| | - Mārcis Leja
- Department of Gastroenterology, Digestive Diseases Centre, LV-1006 Riga, Latvia;
- Institute of Clinical and Preventive Medicine, LV-1079 Riga, Latvia
- Faculty of Medicine, University of Latvia, LV-1004 Riga, Latvia
| | - Theodore Rokkas
- Gastroenterology Clinic, Henry Dunant Hospital, 115 26 Athens, Greece;
| | - Ricardo Marcos-Pinto
- Gastroenterology Department, Centro Hospitalar do Porto, 4150-001 Porto, Portugal;
- Instituto De Ciências Biomédicas de Abel Salazar (ICBAS), Universidade do Porto, 4050-313, Porto, Portugal
- Center for Research in Health Technologies and Information Systems (CINTESIS), 4200-450 Porto, Portugal
| | - Antonio Meštrović
- Department of Gastroenterology, University Hospital of Split, 21000 Split, Croatia;
- School of Medicine, University of Split, 21000 Split, Croatia
| | - Wojciech Marlicz
- Department of Gastroenterology, Pomeranian Medical University, 70-204 Szczecin, Poland;
| | - Vladimir Milivojevic
- Department of Gastroenterology, University Clinical Center of Serbia, 11000 Belgrade, Serbia;
- School of Medicine, University of Belgrade, 11000 Belgrade, Serbia
| | - Halis Simsek
- Department of Gastroenterology, HC International Clinic, Hacettepe University, 06690 Ankara, Turkey;
| | - Lumir Kunovsky
- Department of Internal Medicine—Gastroenterology and Geriatrics, University Hospital Olomouc, 779 00 Olomouc, Czech Republic;
- Faculty of Medicine and Dentistry, Palacky University Olomouc, 779 00 Olomouc, Czech Republic
- Department of Surgery, University Hospital Brno, 625 00 Brno, Czech Republic
- Faculty of Medicine, Masaryk University, 601 77 Brno, Czech Republic
- Department of Gastroenterology and Digestive Endoscopy, Masaryk Memorial Cancer Institute, 656 53 Brno, Czech Republic
| | - Veronika Papp
- Department of Surgery, Transplantation and Gastroenterology, Semmelweis University, 1085 Budapest, Hungary;
| | - Perminder S. Phull
- Department of Digestive Disorders, Aberdeen Royal Infirmary, Aberdeen AB25 2ZN, UK;
| | - Marino Venerito
- Department of Gastroenterology, Hepatology and Infectious Diseases, University Hospital of Magdeburg, 39120 Magdeburg, Germany;
| | - Lyudmila Boyanova
- Department of Medical Microbiology, Medical University of Sofia, 1431 Sofia, Bulgaria;
| | - Doron Boltin
- Division of Gastroenterology, Rabin Medical Center, Tel Aviv University, Tel Aviv-Yafo 49100, Israel;
| | - Yaron Niv
- Adelson Faculty of Medicine, Ariel University, Ariel 4070000, Israel;
| | - Tamara Matysiak-Budnik
- Hepato-Gastroenterology & Digestive Oncology Unit, University Hospital of Nantes, 44000 Nantes, France;
| | - Michael Doulberis
- Gastroenterology Department, Kantonsspital Aarau, 5001 Aarau, Switzerland;
| | - Daniela Dobru
- Department of Gastroenterology, University of Medicine, Pharmacy, Science, and Technology of Târgu Mures, 540142 Târgu Mures, Romania;
| | - Vincent Lamy
- Department of Gastroenterology & Hepatology, CHU de Charleroi, 6042 Charleroi, Belgium;
| | - Lisette G. Capelle
- Department of Gastroenterology and Hepatology, Meander Medical Center, 3813 Amersfoort, The Netherlands;
| | - Emilija Nikolovska Trpchevska
- Department of Gastroenterology, University Clinic for Gastroenterohepatology, 1000 Skopje, North Macedonia;
- Faculty of Medicine, Ss. Cyril and Methodius University in Skopje, 1000 Skopje, North Macedonia
| | - Leticia Moreira
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain; (Á.L.); (S.J.M.-D.); (L.B.); (L.M.)
- Hospital Clínic de Barcelona, 08036 Barcelona, Spain
- Institut d’Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), University of Barcelona, 08036 Barcelona, Spain
| | - Anna Cano-Català
- Gastrointestinal Oncology, Endoscopy and Surgery (GOES) Research Group, Althaia Xarxa Assistencial Universitària de Manresa, 08243 Barcelona, Spain;
- Institut de Recerca i Innovació en Ciències de la Vida i de la Salut de la Catalunya Central (IRIS-CC), 08500 Barcelona, Spain
| | - Pablo Parra
- Digestive System Service of the Hospital Universitario de La Princesa, 28006 Madrid, Spain; (O.P.N.); (P.P.); (J.P.G.)
- Instituto de Investigación Sanitaria Princesa (IIS-Princesa), 28006 Madrid, Spain
- Departamento de Medicina, Universidad Autónoma de Madrid (UAM), 28049 Madrid, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain; (Á.L.); (S.J.M.-D.); (L.B.); (L.M.)
| | - Francis Mégraud
- INSERM, Institut National de la Santé Et de la Recherche Médicale U1312, Université de Bordeaux, 33077 Bordeaux, France;
| | - Colm O’Morain
- School of Medicine, Trinity College Dublin, D02 PN40 Dublin, Ireland; (S.M.S.); (C.O.)
| | - Guillermo J. Ortega
- Unidad de Análisis de Datos del Instituto de Investigación Sanitaria Princesa (IIS-Princesa), 28006 Madrid, Spain;
- Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Ciudad Autónoma de Buenos Aires C1425FQB, Argentina
- Science and Technology and Department, Universidad Nacional de Quilmes, Bernal B1876, Argentina
| | - Javier P. Gisbert
- Digestive System Service of the Hospital Universitario de La Princesa, 28006 Madrid, Spain; (O.P.N.); (P.P.); (J.P.G.)
- Instituto de Investigación Sanitaria Princesa (IIS-Princesa), 28006 Madrid, Spain
- Departamento de Medicina, Universidad Autónoma de Madrid (UAM), 28049 Madrid, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28029 Madrid, Spain; (Á.L.); (S.J.M.-D.); (L.B.); (L.M.)
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