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Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes
AIMS: Many adults with type 1 diabetes do not achieve recommended glycemic goals despite intensive insulin therapy using insulin pumps. The aim of this study was to explore associations between clinical and psychosocial factors and HbA1c in insulin pump users to identify and prioritize areas for pot...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Milan
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10289904/ https://www.ncbi.nlm.nih.gov/pubmed/37160785 http://dx.doi.org/10.1007/s00592-023-02081-4 |
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author | Schmidt, Signe Madsen, Kristoffer Panduro Pedersen-Bjergaard, Ulrik Rytter, Karen Hommel, Eva Cleal, Bryan Willaing, Ingrid Andersen, Henrik Ullits Nørgaard, Kirsten |
author_facet | Schmidt, Signe Madsen, Kristoffer Panduro Pedersen-Bjergaard, Ulrik Rytter, Karen Hommel, Eva Cleal, Bryan Willaing, Ingrid Andersen, Henrik Ullits Nørgaard, Kirsten |
author_sort | Schmidt, Signe |
collection | PubMed |
description | AIMS: Many adults with type 1 diabetes do not achieve recommended glycemic goals despite intensive insulin therapy using insulin pumps. The aim of this study was to explore associations between clinical and psychosocial factors and HbA1c in insulin pump users to identify and prioritize areas for potential intervention. METHODS: A questionnaire-based survey covering clinical and psychosocial aspects of life with type 1 diabetes was distributed to all adult (≥ 18 years) insulin pump users in the Capital Region of Denmark. Responses were combined with data from medical records and national registries. Associations with HbA1c were modeled using regression-based machine learning. RESULTS: Of 1,591 invited individuals, 770 (48.4%) responded to the survey. Mean HbA1c among responders was 7.3% (56 mmol/mmol), and 35.6% had an HbA1c < 7.0% (53 mmol/mol). Six factors were significantly associated with HbA1c: diabetes duration (0.006% (0.1 mmol/mol) lower HbA1c per 1-year increase in diabetes duration); education (0.4% (4.3 mmol/mol) lower HbA1c with long higher education vs. primary school); insulin type (0.2% (2.2 mmol/mol) lower HbA1c with ultra-rapid-acting insulin vs. rapid-acting insulin); hypoglycemia awareness status (0.2% (2.2 mmol/mol) lower HbA1c with complete unawareness vs. full awareness); insulin device satisfaction (0.2% (2.7 mmol/mol) lower HbA1c per 1-point increase in Insulin Device Satisfaction Survey score); and diabetes distress (0.3% (3.1 mmol/mol) higher HbA1c per 1-point increase in Type 1 Diabetes Distress Scale score). CONCLUSIONS: This study identified several associations between clinical and psychosocial factors and HbA1c that may be considered when developing interventions targeted people with type 1 diabetes. |
format | Online Article Text |
id | pubmed-10289904 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Milan |
record_format | MEDLINE/PubMed |
spelling | pubmed-102899042023-06-25 Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes Schmidt, Signe Madsen, Kristoffer Panduro Pedersen-Bjergaard, Ulrik Rytter, Karen Hommel, Eva Cleal, Bryan Willaing, Ingrid Andersen, Henrik Ullits Nørgaard, Kirsten Acta Diabetol Original Article AIMS: Many adults with type 1 diabetes do not achieve recommended glycemic goals despite intensive insulin therapy using insulin pumps. The aim of this study was to explore associations between clinical and psychosocial factors and HbA1c in insulin pump users to identify and prioritize areas for potential intervention. METHODS: A questionnaire-based survey covering clinical and psychosocial aspects of life with type 1 diabetes was distributed to all adult (≥ 18 years) insulin pump users in the Capital Region of Denmark. Responses were combined with data from medical records and national registries. Associations with HbA1c were modeled using regression-based machine learning. RESULTS: Of 1,591 invited individuals, 770 (48.4%) responded to the survey. Mean HbA1c among responders was 7.3% (56 mmol/mmol), and 35.6% had an HbA1c < 7.0% (53 mmol/mol). Six factors were significantly associated with HbA1c: diabetes duration (0.006% (0.1 mmol/mol) lower HbA1c per 1-year increase in diabetes duration); education (0.4% (4.3 mmol/mol) lower HbA1c with long higher education vs. primary school); insulin type (0.2% (2.2 mmol/mol) lower HbA1c with ultra-rapid-acting insulin vs. rapid-acting insulin); hypoglycemia awareness status (0.2% (2.2 mmol/mol) lower HbA1c with complete unawareness vs. full awareness); insulin device satisfaction (0.2% (2.7 mmol/mol) lower HbA1c per 1-point increase in Insulin Device Satisfaction Survey score); and diabetes distress (0.3% (3.1 mmol/mol) higher HbA1c per 1-point increase in Type 1 Diabetes Distress Scale score). CONCLUSIONS: This study identified several associations between clinical and psychosocial factors and HbA1c that may be considered when developing interventions targeted people with type 1 diabetes. Springer Milan 2023-05-09 2023 /pmc/articles/PMC10289904/ /pubmed/37160785 http://dx.doi.org/10.1007/s00592-023-02081-4 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Article Schmidt, Signe Madsen, Kristoffer Panduro Pedersen-Bjergaard, Ulrik Rytter, Karen Hommel, Eva Cleal, Bryan Willaing, Ingrid Andersen, Henrik Ullits Nørgaard, Kirsten Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes |
title | Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes |
title_full | Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes |
title_fullStr | Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes |
title_full_unstemmed | Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes |
title_short | Associations between clinical and psychosocial factors and HbA1c in adult insulin pump users with type 1 diabetes |
title_sort | associations between clinical and psychosocial factors and hba1c in adult insulin pump users with type 1 diabetes |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10289904/ https://www.ncbi.nlm.nih.gov/pubmed/37160785 http://dx.doi.org/10.1007/s00592-023-02081-4 |
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