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Differential Health Care Use, Diabetes-Related Complications, and Mortality Among Five Unique Classes of Patients With Type 2 Diabetes in Singapore: A Latent Class Analysis of 71,125 Patients
OBJECTIVE: With rising health care costs and finite health care resources, understanding the population needs of different type 2 diabetes mellitus (T2DM) patient subgroups is important. Sparse data exist for the application of population segmentation on health care needs among Asian T2DM patients....
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Diabetes Association
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7171941/ https://www.ncbi.nlm.nih.gov/pubmed/32188774 http://dx.doi.org/10.2337/dc19-2519 |
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author | Seng, Jun Jie Benjamin Kwan, Yu Heng Lee, Vivian Shu Yi Tan, Chuen Seng Zainudin, Sueziani Binte Thumboo, Julian Low, Lian Leng |
author_facet | Seng, Jun Jie Benjamin Kwan, Yu Heng Lee, Vivian Shu Yi Tan, Chuen Seng Zainudin, Sueziani Binte Thumboo, Julian Low, Lian Leng |
author_sort | Seng, Jun Jie Benjamin |
collection | PubMed |
description | OBJECTIVE: With rising health care costs and finite health care resources, understanding the population needs of different type 2 diabetes mellitus (T2DM) patient subgroups is important. Sparse data exist for the application of population segmentation on health care needs among Asian T2DM patients. We aimed to segment T2DM patients into distinct classes and evaluate their differential health care use, diabetes-related complications, and mortality patterns. RESEARCH DESIGN AND METHODS: Latent class analysis was conducted on a retrospective cohort of 71,125 T2DM patients. Latent class indicators included patient’s age, ethnicity, comorbidities, and duration of T2DM. Outcomes evaluated included health care use, diabetes-related complications, and 4-year all-cause mortality. The relationship between class membership and outcomes was evaluated with the appropriate regression models. RESULTS: Five classes of T2DM patients were identified. The prevalence of depression was high among patients in class 3 (younger females with short-to-moderate T2DM duration and high psychiatric and neurological disease burden) and class 5 (older patients with moderate-to-long T2DM duration and high disease burden with end-organ complications). They were the highest tertiary health care users. Class 5 patients had the highest risk of myocardial infarction (hazard ratio [HR] 12.05, 95% CI 10.82–13.42]), end-stage renal disease requiring dialysis initiation (HR 25.81, 95% CI 21.75–30.63), stroke (HR 19.37, 95% CI 16.92–22.17), lower-extremity amputation (HR 12.94, 95% CI 10.90–15.36), and mortality (HR 3.47, 95% CI 3.17–3.80). CONCLUSIONS: T2DM patients can be segmented into classes with differential health care use and outcomes. Depression screening should be considered for the two identified classes of patients. |
format | Online Article Text |
id | pubmed-7171941 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | American Diabetes Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-71719412021-05-01 Differential Health Care Use, Diabetes-Related Complications, and Mortality Among Five Unique Classes of Patients With Type 2 Diabetes in Singapore: A Latent Class Analysis of 71,125 Patients Seng, Jun Jie Benjamin Kwan, Yu Heng Lee, Vivian Shu Yi Tan, Chuen Seng Zainudin, Sueziani Binte Thumboo, Julian Low, Lian Leng Diabetes Care Epidemiology/Health Services Research OBJECTIVE: With rising health care costs and finite health care resources, understanding the population needs of different type 2 diabetes mellitus (T2DM) patient subgroups is important. Sparse data exist for the application of population segmentation on health care needs among Asian T2DM patients. We aimed to segment T2DM patients into distinct classes and evaluate their differential health care use, diabetes-related complications, and mortality patterns. RESEARCH DESIGN AND METHODS: Latent class analysis was conducted on a retrospective cohort of 71,125 T2DM patients. Latent class indicators included patient’s age, ethnicity, comorbidities, and duration of T2DM. Outcomes evaluated included health care use, diabetes-related complications, and 4-year all-cause mortality. The relationship between class membership and outcomes was evaluated with the appropriate regression models. RESULTS: Five classes of T2DM patients were identified. The prevalence of depression was high among patients in class 3 (younger females with short-to-moderate T2DM duration and high psychiatric and neurological disease burden) and class 5 (older patients with moderate-to-long T2DM duration and high disease burden with end-organ complications). They were the highest tertiary health care users. Class 5 patients had the highest risk of myocardial infarction (hazard ratio [HR] 12.05, 95% CI 10.82–13.42]), end-stage renal disease requiring dialysis initiation (HR 25.81, 95% CI 21.75–30.63), stroke (HR 19.37, 95% CI 16.92–22.17), lower-extremity amputation (HR 12.94, 95% CI 10.90–15.36), and mortality (HR 3.47, 95% CI 3.17–3.80). CONCLUSIONS: T2DM patients can be segmented into classes with differential health care use and outcomes. Depression screening should be considered for the two identified classes of patients. American Diabetes Association 2020-05 2020-03-18 /pmc/articles/PMC7171941/ /pubmed/32188774 http://dx.doi.org/10.2337/dc19-2519 Text en © 2020 by the American Diabetes Association https://www.diabetesjournals.org/content/licenseReaders may use this article as long as the work is properly cited, the use is educational and not for profit, and the work is not altered. More information is available at https://www.diabetesjournals.org/content/license. |
spellingShingle | Epidemiology/Health Services Research Seng, Jun Jie Benjamin Kwan, Yu Heng Lee, Vivian Shu Yi Tan, Chuen Seng Zainudin, Sueziani Binte Thumboo, Julian Low, Lian Leng Differential Health Care Use, Diabetes-Related Complications, and Mortality Among Five Unique Classes of Patients With Type 2 Diabetes in Singapore: A Latent Class Analysis of 71,125 Patients |
title | Differential Health Care Use, Diabetes-Related Complications, and Mortality Among Five Unique Classes of Patients With Type 2 Diabetes in Singapore: A Latent Class Analysis of 71,125 Patients |
title_full | Differential Health Care Use, Diabetes-Related Complications, and Mortality Among Five Unique Classes of Patients With Type 2 Diabetes in Singapore: A Latent Class Analysis of 71,125 Patients |
title_fullStr | Differential Health Care Use, Diabetes-Related Complications, and Mortality Among Five Unique Classes of Patients With Type 2 Diabetes in Singapore: A Latent Class Analysis of 71,125 Patients |
title_full_unstemmed | Differential Health Care Use, Diabetes-Related Complications, and Mortality Among Five Unique Classes of Patients With Type 2 Diabetes in Singapore: A Latent Class Analysis of 71,125 Patients |
title_short | Differential Health Care Use, Diabetes-Related Complications, and Mortality Among Five Unique Classes of Patients With Type 2 Diabetes in Singapore: A Latent Class Analysis of 71,125 Patients |
title_sort | differential health care use, diabetes-related complications, and mortality among five unique classes of patients with type 2 diabetes in singapore: a latent class analysis of 71,125 patients |
topic | Epidemiology/Health Services Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7171941/ https://www.ncbi.nlm.nih.gov/pubmed/32188774 http://dx.doi.org/10.2337/dc19-2519 |
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