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Association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study
AIM: This study aimed to analyze diabetes treatment and treatment changes in association with long‐term glycemic patterns in an Asian population with diabetes. MATERIALS AND METHODS: This was a prospective cohort study of 6218 patients with type 2 diabetes managed in public primary care clinics in S...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6590368/ https://www.ncbi.nlm.nih.gov/pubmed/30600922 http://dx.doi.org/10.1002/dmrr.3122 |
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author | Luo, Miyang Tan, Chuen Seng Lim, Wei Yen Chia, Kee Seng Tang, Wern Ee Tai, E. Shyong Venkataraman, Kavita |
author_facet | Luo, Miyang Tan, Chuen Seng Lim, Wei Yen Chia, Kee Seng Tang, Wern Ee Tai, E. Shyong Venkataraman, Kavita |
author_sort | Luo, Miyang |
collection | PubMed |
description | AIM: This study aimed to analyze diabetes treatment and treatment changes in association with long‐term glycemic patterns in an Asian population with diabetes. MATERIALS AND METHODS: This was a prospective cohort study of 6218 patients with type 2 diabetes managed in public primary care clinics in Singapore. Clinical data from 2011 to 2016 were extracted from electronic medical records, including serial HbA1c measurements and dispensed antidiabetic medication records. Patterns of longitudinal HbA1c trajectories were identified using latent class growth analysis, and patients' annual treatment plans were compared between subgroups with different HbA1c patterns. RESULTS: We identified four distinct HbA1c patterns. Eighty‐one percent of patients were classified in the low‐stable group, where monotherapy and dual therapy with oral agents were the most common treatments. We also identified three groups with poorer control, with moderate‐stable (14%), moderate‐increase (3%), and high‐decrease (2%) HbA1c patterns. Insulin treatment was most prevalent in these groups, with 61% to 72% of subjects receiving insulin treatment in 2016. More than 60% of subjects in poorer control groups had experienced treatment intensification during follow‐up. Addition of multiple insulin injections was the most common intensification in moderate‐increase and high‐decrease groups. CONCLUSIONS: Treatment reflected and was appropriate to the extent of dysglycemia in this population. A small group of patients had deteriorating glycemic control, in spite of being treated with multiple insulin injections, suggesting non‐response or non‐adherence to treatment. Further investigation is needed to identify reasons for the deteriorating control observed and design effective interventions for these patients. |
format | Online Article Text |
id | pubmed-6590368 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-65903682019-07-08 Association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study Luo, Miyang Tan, Chuen Seng Lim, Wei Yen Chia, Kee Seng Tang, Wern Ee Tai, E. Shyong Venkataraman, Kavita Diabetes Metab Res Rev Research Articles AIM: This study aimed to analyze diabetes treatment and treatment changes in association with long‐term glycemic patterns in an Asian population with diabetes. MATERIALS AND METHODS: This was a prospective cohort study of 6218 patients with type 2 diabetes managed in public primary care clinics in Singapore. Clinical data from 2011 to 2016 were extracted from electronic medical records, including serial HbA1c measurements and dispensed antidiabetic medication records. Patterns of longitudinal HbA1c trajectories were identified using latent class growth analysis, and patients' annual treatment plans were compared between subgroups with different HbA1c patterns. RESULTS: We identified four distinct HbA1c patterns. Eighty‐one percent of patients were classified in the low‐stable group, where monotherapy and dual therapy with oral agents were the most common treatments. We also identified three groups with poorer control, with moderate‐stable (14%), moderate‐increase (3%), and high‐decrease (2%) HbA1c patterns. Insulin treatment was most prevalent in these groups, with 61% to 72% of subjects receiving insulin treatment in 2016. More than 60% of subjects in poorer control groups had experienced treatment intensification during follow‐up. Addition of multiple insulin injections was the most common intensification in moderate‐increase and high‐decrease groups. CONCLUSIONS: Treatment reflected and was appropriate to the extent of dysglycemia in this population. A small group of patients had deteriorating glycemic control, in spite of being treated with multiple insulin injections, suggesting non‐response or non‐adherence to treatment. Further investigation is needed to identify reasons for the deteriorating control observed and design effective interventions for these patients. John Wiley and Sons Inc. 2019-01-10 2019-05 /pmc/articles/PMC6590368/ /pubmed/30600922 http://dx.doi.org/10.1002/dmrr.3122 Text en © 2019 The Authors. Diabetes/Metabolism Research and Reviews Published by John Wiley & Sons Ltd This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. |
spellingShingle | Research Articles Luo, Miyang Tan, Chuen Seng Lim, Wei Yen Chia, Kee Seng Tang, Wern Ee Tai, E. Shyong Venkataraman, Kavita Association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study |
title | Association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study |
title_full | Association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study |
title_fullStr | Association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study |
title_full_unstemmed | Association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study |
title_short | Association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study |
title_sort | association of diabetes treatment with long‐term glycemic patterns in patients with type 2 diabetes mellitus: a prospective cohort study |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6590368/ https://www.ncbi.nlm.nih.gov/pubmed/30600922 http://dx.doi.org/10.1002/dmrr.3122 |
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