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Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan

BACKGROUND: No case definition of Type 1 diabetes (T1D) for the claims data has been proposed in Japan yet. This study aimed to evaluate the performance of candidate case definitions for T1D using Electronic health care records (EHR) and claims data in a University Hospital in Japan. METHODS: The EH...

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Autores principales: Okui, Tasuku, Nojiri, Chinatsu, Kimura, Shinichiro, Abe, Kentaro, Maeno, Sayaka, Minami, Masae, Maeda, Yasutaka, Tajima, Naoko, Kawamura, Tomoyuki, Nakashima, Naoki
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7879626/
https://www.ncbi.nlm.nih.gov/pubmed/33573645
http://dx.doi.org/10.1186/s12911-021-01422-z
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author Okui, Tasuku
Nojiri, Chinatsu
Kimura, Shinichiro
Abe, Kentaro
Maeno, Sayaka
Minami, Masae
Maeda, Yasutaka
Tajima, Naoko
Kawamura, Tomoyuki
Nakashima, Naoki
author_facet Okui, Tasuku
Nojiri, Chinatsu
Kimura, Shinichiro
Abe, Kentaro
Maeno, Sayaka
Minami, Masae
Maeda, Yasutaka
Tajima, Naoko
Kawamura, Tomoyuki
Nakashima, Naoki
author_sort Okui, Tasuku
collection PubMed
description BACKGROUND: No case definition of Type 1 diabetes (T1D) for the claims data has been proposed in Japan yet. This study aimed to evaluate the performance of candidate case definitions for T1D using Electronic health care records (EHR) and claims data in a University Hospital in Japan. METHODS: The EHR and claims data for all the visiting patients in a University Hospital were used. As the candidate case definitions for claims data, we constructed 11 definitions by combinations of International Statistical Classification of Diseases and Related Health Problems, Tenth Revision. (ICD 10) code of T1D, the claims code of insulin needles for T1D patients, basal insulin, and syringe pump for continuous subcutaneous insulin infusion (CSII). We constructed a predictive model for T1D patients using disease names, medical practices, and medications as explanatory variables. The predictive model was applied to patients of test group (validation data), and performances of candidate case definitions were evaluated. RESULTS: As a result of performance evaluation, the sensitivity of the confirmed disease name of T1D was 32.9 (95% CI: 28.4, 37.2), and positive predictive value (PPV) was 33.3 (95% CI: 38.0, 38.4). By using the case definition of both the confirmed diagnosis of T1D and either of the claims code of the two insulin treatment methods (i.e., syringe pump for CSII and insulin needles), PPV improved to 90.2 (95% CI: 85.2, 94.4). CONCLUSIONS: We have established a case definition with high PPV, and the case definition can be used for precisely detecting T1D patients from claims data in Japan.
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spelling pubmed-78796262021-02-17 Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan Okui, Tasuku Nojiri, Chinatsu Kimura, Shinichiro Abe, Kentaro Maeno, Sayaka Minami, Masae Maeda, Yasutaka Tajima, Naoko Kawamura, Tomoyuki Nakashima, Naoki BMC Med Inform Decis Mak Research Article BACKGROUND: No case definition of Type 1 diabetes (T1D) for the claims data has been proposed in Japan yet. This study aimed to evaluate the performance of candidate case definitions for T1D using Electronic health care records (EHR) and claims data in a University Hospital in Japan. METHODS: The EHR and claims data for all the visiting patients in a University Hospital were used. As the candidate case definitions for claims data, we constructed 11 definitions by combinations of International Statistical Classification of Diseases and Related Health Problems, Tenth Revision. (ICD 10) code of T1D, the claims code of insulin needles for T1D patients, basal insulin, and syringe pump for continuous subcutaneous insulin infusion (CSII). We constructed a predictive model for T1D patients using disease names, medical practices, and medications as explanatory variables. The predictive model was applied to patients of test group (validation data), and performances of candidate case definitions were evaluated. RESULTS: As a result of performance evaluation, the sensitivity of the confirmed disease name of T1D was 32.9 (95% CI: 28.4, 37.2), and positive predictive value (PPV) was 33.3 (95% CI: 38.0, 38.4). By using the case definition of both the confirmed diagnosis of T1D and either of the claims code of the two insulin treatment methods (i.e., syringe pump for CSII and insulin needles), PPV improved to 90.2 (95% CI: 85.2, 94.4). CONCLUSIONS: We have established a case definition with high PPV, and the case definition can be used for precisely detecting T1D patients from claims data in Japan. BioMed Central 2021-02-11 /pmc/articles/PMC7879626/ /pubmed/33573645 http://dx.doi.org/10.1186/s12911-021-01422-z Text en © The Author(s) 2021 Open AccessThis 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/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research Article
Okui, Tasuku
Nojiri, Chinatsu
Kimura, Shinichiro
Abe, Kentaro
Maeno, Sayaka
Minami, Masae
Maeda, Yasutaka
Tajima, Naoko
Kawamura, Tomoyuki
Nakashima, Naoki
Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan
title Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan
title_full Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan
title_fullStr Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan
title_full_unstemmed Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan
title_short Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan
title_sort performance evaluation of case definitions of type 1 diabetes for health insurance claims data in japan
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7879626/
https://www.ncbi.nlm.nih.gov/pubmed/33573645
http://dx.doi.org/10.1186/s12911-021-01422-z
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