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Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases
Validation of algorithms for selecting patients from healthcare administrative databases (HAD) is recommended. This PATHFINDER study section is aimed at testing algorithms to select rheumatoid arthritis (RA) patients from Tuscan HAD (THAD) and assessing RA diagnosis time interval between the medical...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8514437/ https://www.ncbi.nlm.nih.gov/pubmed/34645838 http://dx.doi.org/10.1038/s41598-021-98321-0 |
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author | Convertino, Irma Cazzato, Massimiliano Giometto, Sabrina Gini, Rosa Valdiserra, Giulia Cappello, Emiliano Ferraro, Sara Tillati, Silvia Bartolini, Claudia Paoletti, Olga Lorenzoni, Valentina Trieste, Leopoldo Filippi, Matteo Turchetti, Giuseppe Cristofano, Michele Blandizzi, Corrado Mosca, Marta Lucenteforte, Ersilia Tuccori, Marco |
author_facet | Convertino, Irma Cazzato, Massimiliano Giometto, Sabrina Gini, Rosa Valdiserra, Giulia Cappello, Emiliano Ferraro, Sara Tillati, Silvia Bartolini, Claudia Paoletti, Olga Lorenzoni, Valentina Trieste, Leopoldo Filippi, Matteo Turchetti, Giuseppe Cristofano, Michele Blandizzi, Corrado Mosca, Marta Lucenteforte, Ersilia Tuccori, Marco |
author_sort | Convertino, Irma |
collection | PubMed |
description | Validation of algorithms for selecting patients from healthcare administrative databases (HAD) is recommended. This PATHFINDER study section is aimed at testing algorithms to select rheumatoid arthritis (RA) patients from Tuscan HAD (THAD) and assessing RA diagnosis time interval between the medical chart date and that of THAD. A population was extracted from THAD. The information of the medical charts at the Rheumatology Unit of Pisa University Hospital represented the reference. We included first ever users of biologic disease modifying anti-rheumatic drugs (bDMARDs) between 2014 and 2016 (index date) with at least a specialist visit at the Rheumatology Unit of the Pisa University Hospital recorded from 2013 to the index date. Out of these, we tested four index tests (algorithms): (1) RA according to hospital discharge records or emergency department admissions (ICD-9 code, 714*); (2) RA according to exemption code from co-payment (006); (3) RA according to hospital discharge records or emergency department admissions AND RA according to exemption code from co-payment; (4) RA according to hospital discharge records or emergency department admissions OR RA according to exemption code from co-payment. We estimated sensitivity, specificity, positive and negative predicted values (PPV and NPV) with 95% confidence interval (95% CI) and the RA diagnosis median time interval (interquartile range, IQR). Two sensitivity analyses were performed. Among 277 reference patients, 103 had RA. The fourth algorithm identified 96 true RA patients, PPV 0.78 (95% CI 0.70–0.85), sensitivity 0.93 (95% CI 0.86–0.97), specificity 0.84 (95% CI 0.78–0.90), and NPV 0.95 (95% CI 0.91–0.98). The sensitivity analyses confirmed performance. The time measured between the actual RA diagnosis date recorded in medical charts and that assumed in THAD was 2.2 years (IQR 0.5–8.4). In conclusion, this validation showed the fourth algorithm as the best. The time interval elapsed between the actual RA diagnosis date in medical charts and that extrapolated from THAD has to be considered in the design of future studies. |
format | Online Article Text |
id | pubmed-8514437 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85144372021-10-14 Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases Convertino, Irma Cazzato, Massimiliano Giometto, Sabrina Gini, Rosa Valdiserra, Giulia Cappello, Emiliano Ferraro, Sara Tillati, Silvia Bartolini, Claudia Paoletti, Olga Lorenzoni, Valentina Trieste, Leopoldo Filippi, Matteo Turchetti, Giuseppe Cristofano, Michele Blandizzi, Corrado Mosca, Marta Lucenteforte, Ersilia Tuccori, Marco Sci Rep Article Validation of algorithms for selecting patients from healthcare administrative databases (HAD) is recommended. This PATHFINDER study section is aimed at testing algorithms to select rheumatoid arthritis (RA) patients from Tuscan HAD (THAD) and assessing RA diagnosis time interval between the medical chart date and that of THAD. A population was extracted from THAD. The information of the medical charts at the Rheumatology Unit of Pisa University Hospital represented the reference. We included first ever users of biologic disease modifying anti-rheumatic drugs (bDMARDs) between 2014 and 2016 (index date) with at least a specialist visit at the Rheumatology Unit of the Pisa University Hospital recorded from 2013 to the index date. Out of these, we tested four index tests (algorithms): (1) RA according to hospital discharge records or emergency department admissions (ICD-9 code, 714*); (2) RA according to exemption code from co-payment (006); (3) RA according to hospital discharge records or emergency department admissions AND RA according to exemption code from co-payment; (4) RA according to hospital discharge records or emergency department admissions OR RA according to exemption code from co-payment. We estimated sensitivity, specificity, positive and negative predicted values (PPV and NPV) with 95% confidence interval (95% CI) and the RA diagnosis median time interval (interquartile range, IQR). Two sensitivity analyses were performed. Among 277 reference patients, 103 had RA. The fourth algorithm identified 96 true RA patients, PPV 0.78 (95% CI 0.70–0.85), sensitivity 0.93 (95% CI 0.86–0.97), specificity 0.84 (95% CI 0.78–0.90), and NPV 0.95 (95% CI 0.91–0.98). The sensitivity analyses confirmed performance. The time measured between the actual RA diagnosis date recorded in medical charts and that assumed in THAD was 2.2 years (IQR 0.5–8.4). In conclusion, this validation showed the fourth algorithm as the best. The time interval elapsed between the actual RA diagnosis date in medical charts and that extrapolated from THAD has to be considered in the design of future studies. Nature Publishing Group UK 2021-10-13 /pmc/articles/PMC8514437/ /pubmed/34645838 http://dx.doi.org/10.1038/s41598-021-98321-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Convertino, Irma Cazzato, Massimiliano Giometto, Sabrina Gini, Rosa Valdiserra, Giulia Cappello, Emiliano Ferraro, Sara Tillati, Silvia Bartolini, Claudia Paoletti, Olga Lorenzoni, Valentina Trieste, Leopoldo Filippi, Matteo Turchetti, Giuseppe Cristofano, Michele Blandizzi, Corrado Mosca, Marta Lucenteforte, Ersilia Tuccori, Marco Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases |
title | Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases |
title_full | Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases |
title_fullStr | Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases |
title_full_unstemmed | Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases |
title_short | Validation of algorithms for selecting rheumatoid arthritis patients in the Tuscan healthcare administrative databases |
title_sort | validation of algorithms for selecting rheumatoid arthritis patients in the tuscan healthcare administrative databases |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8514437/ https://www.ncbi.nlm.nih.gov/pubmed/34645838 http://dx.doi.org/10.1038/s41598-021-98321-0 |
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