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Evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study

BACKGROUND: Diabetes is a prevalent chronic condition in the United States that results in considerable morbidity and mortality, frequent use of the health care system, and high health care expenditures. Adherence to antidiabetic medications can help improve health outcomes and lower health care uti...

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Autores principales: Chinthammit, Chanadda, Axon, David R, Mollon, Lea, Taylor, Ann M, Pickering, Matthew, Black, Heather, Warholak, Terri, Campbell, Patrick J
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Academy of Managed Care Pharmacy 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10390994/
https://www.ncbi.nlm.nih.gov/pubmed/33377445
http://dx.doi.org/10.18553/jmcp.2021.27.1.064
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author Chinthammit, Chanadda
Axon, David R
Mollon, Lea
Taylor, Ann M
Pickering, Matthew
Black, Heather
Warholak, Terri
Campbell, Patrick J
author_facet Chinthammit, Chanadda
Axon, David R
Mollon, Lea
Taylor, Ann M
Pickering, Matthew
Black, Heather
Warholak, Terri
Campbell, Patrick J
author_sort Chinthammit, Chanadda
collection PubMed
description BACKGROUND: Diabetes is a prevalent chronic condition in the United States that results in considerable morbidity and mortality, frequent use of the health care system, and high health care expenditures. Adherence to antidiabetic medications can help improve health outcomes and lower health care utilization and expenditures. The Pharmacy Quality Alliance (PQA) Proportion of Days Covered (PDC): Diabetes All Class medication adherence measure was developed and endorsed to improve adherence to noninsulin antidiabetic medications; however, it has not been assessed in a commercial population of diabetes patients over a 1-year time frame. OBJECTIVE: To determine the association between adherence, as defined in the PQA medication adherence measures, and health care utilization and expenditure among commercially insured individuals using antidiabetic medications. METHODS: This 1-year retrospective study evaluated a cohort of individuals from IBM MarketScan Research Databases (2009-2015) with noninsulin antidiabetic medications. Eligible study subjects included adults (aged ≥ 18 years at index date) with continuous enrollment in their health plans for 6 months before (i.e., baseline period) and 12 months after (i.e., study period) the index date and ≥ 2 prescriptions dispensed for any medication included in the PQA PDC Diabetes All Class medication adherence measure, with at least 150 days between the first and last fill during the study period. The index date was defined as the first fill for a medication included in the PQA PDC Diabetes All Class adherence measure after a 180-day baseline period. Generalized linear models with log link and gamma distribution (expenditure) or negative binomial distribution (utilization) assessed relationships between adherence (≥ 80% PDC) and health care utilization and expenditure while adjusting for potential confounders. Cost ratios (CR) and rate ratios (RR) were computed using beta coefficients. Cohort characteristics were compared using t-tests, Wilcoxon rank sum tests, or chi-square tests with an alpha level of 0.001 set a priori. RESULTS: A total of 1,576,112 individuals were eligible; of these, 1,028,176 (65.2%) were adherent. Significant differences in demographic characteristics were observed between adherent and nonadherent groups (P < 0.001). Multivariable analyses demonstrated that adherence was associated with the following: (a) 16.6% fewer inpatient (RR = 0.834, 95% CI = 0.819-0.850) and 3.6% more outpatient service visits (RR = 1.036, 95% CI = 1.032-1.039) and (b) 16.8% lower inpatient expenditures (CR = 0.833, 95% CI = 0.829-0.836); 2.6% lower outpatient expenditures (CR = 0.974, 95% CI = 0.970-0.978); 16.4% higher prescription drug expenditures (CR = 1.164, 95% CI = 1.159-1.169); and 4.2% lower total (CR = 0.958, 95% CI = 0.954-0.962) expenditures. Adherent subjects were associated with lower incremental per member per month expenditures for inpatient (−$31.74), outpatient (−$10.09), and total (−$30.82) expenditures, yet higher prescription drug expenditures ($25.60) compared with nonadherent subjects. CONCLUSIONS: Adherence to noninsulin antidiabetic medications was associated with more outpatient and fewer inpatient visits, as well as lower total expenditures compared with nonadherence.
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spelling pubmed-103909942023-08-02 Evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study Chinthammit, Chanadda Axon, David R Mollon, Lea Taylor, Ann M Pickering, Matthew Black, Heather Warholak, Terri Campbell, Patrick J J Manag Care Spec Pharm Research BACKGROUND: Diabetes is a prevalent chronic condition in the United States that results in considerable morbidity and mortality, frequent use of the health care system, and high health care expenditures. Adherence to antidiabetic medications can help improve health outcomes and lower health care utilization and expenditures. The Pharmacy Quality Alliance (PQA) Proportion of Days Covered (PDC): Diabetes All Class medication adherence measure was developed and endorsed to improve adherence to noninsulin antidiabetic medications; however, it has not been assessed in a commercial population of diabetes patients over a 1-year time frame. OBJECTIVE: To determine the association between adherence, as defined in the PQA medication adherence measures, and health care utilization and expenditure among commercially insured individuals using antidiabetic medications. METHODS: This 1-year retrospective study evaluated a cohort of individuals from IBM MarketScan Research Databases (2009-2015) with noninsulin antidiabetic medications. Eligible study subjects included adults (aged ≥ 18 years at index date) with continuous enrollment in their health plans for 6 months before (i.e., baseline period) and 12 months after (i.e., study period) the index date and ≥ 2 prescriptions dispensed for any medication included in the PQA PDC Diabetes All Class medication adherence measure, with at least 150 days between the first and last fill during the study period. The index date was defined as the first fill for a medication included in the PQA PDC Diabetes All Class adherence measure after a 180-day baseline period. Generalized linear models with log link and gamma distribution (expenditure) or negative binomial distribution (utilization) assessed relationships between adherence (≥ 80% PDC) and health care utilization and expenditure while adjusting for potential confounders. Cost ratios (CR) and rate ratios (RR) were computed using beta coefficients. Cohort characteristics were compared using t-tests, Wilcoxon rank sum tests, or chi-square tests with an alpha level of 0.001 set a priori. RESULTS: A total of 1,576,112 individuals were eligible; of these, 1,028,176 (65.2%) were adherent. Significant differences in demographic characteristics were observed between adherent and nonadherent groups (P < 0.001). Multivariable analyses demonstrated that adherence was associated with the following: (a) 16.6% fewer inpatient (RR = 0.834, 95% CI = 0.819-0.850) and 3.6% more outpatient service visits (RR = 1.036, 95% CI = 1.032-1.039) and (b) 16.8% lower inpatient expenditures (CR = 0.833, 95% CI = 0.829-0.836); 2.6% lower outpatient expenditures (CR = 0.974, 95% CI = 0.970-0.978); 16.4% higher prescription drug expenditures (CR = 1.164, 95% CI = 1.159-1.169); and 4.2% lower total (CR = 0.958, 95% CI = 0.954-0.962) expenditures. Adherent subjects were associated with lower incremental per member per month expenditures for inpatient (−$31.74), outpatient (−$10.09), and total (−$30.82) expenditures, yet higher prescription drug expenditures ($25.60) compared with nonadherent subjects. CONCLUSIONS: Adherence to noninsulin antidiabetic medications was associated with more outpatient and fewer inpatient visits, as well as lower total expenditures compared with nonadherence. Academy of Managed Care Pharmacy 2021-01 /pmc/articles/PMC10390994/ /pubmed/33377445 http://dx.doi.org/10.18553/jmcp.2021.27.1.064 Text en Copyright © 2021, Academy of Managed Care Pharmacy. All rights reserved. https://creativecommons.org/licenses/by/4.0/This article is licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use and redistribution provided that the original author and source are credited.
spellingShingle Research
Chinthammit, Chanadda
Axon, David R
Mollon, Lea
Taylor, Ann M
Pickering, Matthew
Black, Heather
Warholak, Terri
Campbell, Patrick J
Evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study
title Evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study
title_full Evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study
title_fullStr Evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study
title_full_unstemmed Evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study
title_short Evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study
title_sort evaluating the relationship between quality measure adherence definitions and economic outcomes in commercial health plans: a retrospective diabetes cohort study
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10390994/
https://www.ncbi.nlm.nih.gov/pubmed/33377445
http://dx.doi.org/10.18553/jmcp.2021.27.1.064
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