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Factors associated with higher hemoglobin A1c and type 2 diabetes-related costs: Secondary data analysis of adults 18 to 64 in Texas with commercial insurance

OBJECTIVE: This study will identify factors associated with higher hemoglobin A1c (A1c) values and diabetes-related costs among commercially insured adults in Texas diagnosed with type 2 diabetes. RESEARCH DESIGN AND METHODS: This secondary data analysis was based on claims data from commercially in...

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Autores principales: Ory, Marcia G., Han, Gang, Jani, Sagar N., Zhong, Lixian, Andreyeva, Elena, Carpenter, Keri, Towne, Samuel D., Preston, Veronica Averhart, Smith, Matthew Lee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10490838/
https://www.ncbi.nlm.nih.gov/pubmed/37682942
http://dx.doi.org/10.1371/journal.pone.0289491
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author Ory, Marcia G.
Han, Gang
Jani, Sagar N.
Zhong, Lixian
Andreyeva, Elena
Carpenter, Keri
Towne, Samuel D.
Preston, Veronica Averhart
Smith, Matthew Lee
author_facet Ory, Marcia G.
Han, Gang
Jani, Sagar N.
Zhong, Lixian
Andreyeva, Elena
Carpenter, Keri
Towne, Samuel D.
Preston, Veronica Averhart
Smith, Matthew Lee
author_sort Ory, Marcia G.
collection PubMed
description OBJECTIVE: This study will identify factors associated with higher hemoglobin A1c (A1c) values and diabetes-related costs among commercially insured adults in Texas diagnosed with type 2 diabetes. RESEARCH DESIGN AND METHODS: This secondary data analysis was based on claims data from commercially insured individuals 18–64 years of age residing in Texas with diagnosed type 2 diabetes during the 2018–2019 study period. The final analysis sample after all the exclusions consisted of 34,992 individuals. Measures included hemoglobin A1c, diabetes-related costs, Charlson Comorbidity Index, diabetes-related complications, rurality and other socioeconomic characteristics. Longitudinal A1c measurements were modeled using age, sex, rurality, comorbidity, and diabetes-related complications in generalized linear longitudinal regression models adjusting the observation time, which was one of the 8 quarters in 2018 and 2019. The diabetes-related costs were similarly modeled in both univariable and multivariable generalized linear longitudinal regression models adjusting the observation time by calendar quarters and covariates. RESULTS: The median A1c value was 7, and the median quarterly diabetes-related cost was $120. A positive statistically significant relationship (p = < .0001) was found between A1c levels and diabetes-related costs, although this trend slowed down as A1c levels exceeded 8.0%. Higher A1c values were associated with being male, having diabetes-related complications, and living in rural areas. Higher costs were associated with higher A1c values, older age, and higher Charlson Comorbidity Index scores. CONCLUSION: The study adds updated analyses of the interrelationships among demographic and geographic factors, clinical indicators, and health-related costs, reinforcing the role of higher A1c values and complications as diabetes-related cost drivers.
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spelling pubmed-104908382023-09-09 Factors associated with higher hemoglobin A1c and type 2 diabetes-related costs: Secondary data analysis of adults 18 to 64 in Texas with commercial insurance Ory, Marcia G. Han, Gang Jani, Sagar N. Zhong, Lixian Andreyeva, Elena Carpenter, Keri Towne, Samuel D. Preston, Veronica Averhart Smith, Matthew Lee PLoS One Research Article OBJECTIVE: This study will identify factors associated with higher hemoglobin A1c (A1c) values and diabetes-related costs among commercially insured adults in Texas diagnosed with type 2 diabetes. RESEARCH DESIGN AND METHODS: This secondary data analysis was based on claims data from commercially insured individuals 18–64 years of age residing in Texas with diagnosed type 2 diabetes during the 2018–2019 study period. The final analysis sample after all the exclusions consisted of 34,992 individuals. Measures included hemoglobin A1c, diabetes-related costs, Charlson Comorbidity Index, diabetes-related complications, rurality and other socioeconomic characteristics. Longitudinal A1c measurements were modeled using age, sex, rurality, comorbidity, and diabetes-related complications in generalized linear longitudinal regression models adjusting the observation time, which was one of the 8 quarters in 2018 and 2019. The diabetes-related costs were similarly modeled in both univariable and multivariable generalized linear longitudinal regression models adjusting the observation time by calendar quarters and covariates. RESULTS: The median A1c value was 7, and the median quarterly diabetes-related cost was $120. A positive statistically significant relationship (p = < .0001) was found between A1c levels and diabetes-related costs, although this trend slowed down as A1c levels exceeded 8.0%. Higher A1c values were associated with being male, having diabetes-related complications, and living in rural areas. Higher costs were associated with higher A1c values, older age, and higher Charlson Comorbidity Index scores. CONCLUSION: The study adds updated analyses of the interrelationships among demographic and geographic factors, clinical indicators, and health-related costs, reinforcing the role of higher A1c values and complications as diabetes-related cost drivers. Public Library of Science 2023-09-08 /pmc/articles/PMC10490838/ /pubmed/37682942 http://dx.doi.org/10.1371/journal.pone.0289491 Text en © 2023 Ory et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Ory, Marcia G.
Han, Gang
Jani, Sagar N.
Zhong, Lixian
Andreyeva, Elena
Carpenter, Keri
Towne, Samuel D.
Preston, Veronica Averhart
Smith, Matthew Lee
Factors associated with higher hemoglobin A1c and type 2 diabetes-related costs: Secondary data analysis of adults 18 to 64 in Texas with commercial insurance
title Factors associated with higher hemoglobin A1c and type 2 diabetes-related costs: Secondary data analysis of adults 18 to 64 in Texas with commercial insurance
title_full Factors associated with higher hemoglobin A1c and type 2 diabetes-related costs: Secondary data analysis of adults 18 to 64 in Texas with commercial insurance
title_fullStr Factors associated with higher hemoglobin A1c and type 2 diabetes-related costs: Secondary data analysis of adults 18 to 64 in Texas with commercial insurance
title_full_unstemmed Factors associated with higher hemoglobin A1c and type 2 diabetes-related costs: Secondary data analysis of adults 18 to 64 in Texas with commercial insurance
title_short Factors associated with higher hemoglobin A1c and type 2 diabetes-related costs: Secondary data analysis of adults 18 to 64 in Texas with commercial insurance
title_sort factors associated with higher hemoglobin a1c and type 2 diabetes-related costs: secondary data analysis of adults 18 to 64 in texas with commercial insurance
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10490838/
https://www.ncbi.nlm.nih.gov/pubmed/37682942
http://dx.doi.org/10.1371/journal.pone.0289491
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