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      Direct and indirect costs of COPD progression and its comorbidities in a structured disease management program: results from the LQ-DMP study

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          Abstract

          Background

          Evidence on the economic impact of chronic obstructive pulmonary disease (COPD) for third-party payers and society based on large real world datasets are still scarce. Therefore, the aim of this study was to estimate the economic impact of COPD severity and its comorbidities, stratified by GOLD grade, on direct and indirect costs for an unselected population enrolled in the structured German Disease Management Program (DMP) for COPD.

          Methods

          All individuals enrolled in the DMP COPD were included in the analysis. Patients were only excluded if they were not insured or not enrolled in the DMP COPD the complete year before the last DMP documentation (at physician visit), had a missing forced expiratory volume in 1 s (FEV 1) measurement or other missing values in covariates. The final dataset included 39,307 patients in GOLD grade 1 to 4. We used multiple generalized linear models to analyze the association of COPD severity with direct and indirect costs, while adjusting for sex, age, income, smoking status, body mass index, and comorbidities.

          Results

          More severe COPD was significantly associated with higher healthcare utilization, work absence, and premature retirement. Adjusted annual costs for GOLD grade 1 to 4 amounted to €3809 [€3691–€3935], €4284 [€4176–€4394], €5548 [€5328–€5774], and €8309 [€7583-9065] for direct costs, and €11,784 [€11,257–€12,318], €12,985 [€12,531-13,443], €15,805 [€15,034–€16,584], and €19,402 [€17,853–€21,017] for indirect costs. Comorbidities had significant additional effects on direct and indirect costs with factors ranging from 1.19 (arthritis) to 1.51 (myocardial infarction) in direct and from 1.16 (myocardial infarction) to 1.27 (cancer) in indirect costs.

          Conclusion

          The findings indicate that more severe GOLD grades in an unselected COPD population enrolled in a structured DMP are associated with tremendous additional direct and indirect costs, with comorbidities significantly increase costs. In direct cost category hospitalization and in indirect cost category premature retirement were the main cost driver. From a societal perspective prevention and interventions focusing on disease control, and slowing down disease progression and strengthening the ability to work would be beneficial in order to realize cost savings in COPD.

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          Most cited references42

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          The friction cost method for measuring indirect costs of disease.

          A new approach for estimating the indirect costs of disease, which explicitly considers economic circumstances that limit production losses due to disease, is presented (the friction cost method). For the Netherlands the short-term friction costs in 1990 amount to 1.5-2.5% of net national income (NNI), depending on the extent to which short-term absence from work induces production loss and costs. The medium-term macro-economic consequences of absence from work and disability reduce NNI by an additional 0.8%. These estimates are considerably lower than estimates based on the traditional human capital approach, but they better reflect the economic impact of illness.
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            Too much ado about two-part models and transformation? Comparing methods of modeling Medicare expenditures.

            Many methods for modeling skewed health care cost and use data have been suggested in the literature. This paper compares the performance of eight alternative estimators, including OLS and GLM estimators and one- and two-part models, in predicting Medicare costs. It finds that four of the alternatives produce very similar results in practice. It then suggests an efficient method for researchers to use when selecting estimators of health care costs. Copyright 2004 Elsevier B.V.
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              • Record: found
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              • Article: not found

              Generalized modeling approaches to risk adjustment of skewed outcomes data.

              There are two broad classes of models used to address the econometric problems caused by skewness in data commonly encountered in health care applications: (1) transformation to deal with skewness (e.g., ordinary least square (OLS) on ln(y)); and (2) alternative weighting approaches based on exponential conditional models (ECM) and generalized linear model (GLM) approaches. In this paper, we encompass these two classes of models using the three parameter generalized Gamma (GGM) distribution, which includes several of the standard alternatives as special cases-OLS with a normal error, OLS for the log-normal, the standard Gamma and exponential with a log link, and the Weibull. Using simulation methods, we find the tests of identifying distributions to be robust. The GGM also provides a potentially more robust alternative estimator to the standard alternatives. An example using inpatient expenditures is also analyzed.
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                Author and article information

                Contributors
                +49(0)89/3187-49223 , florian.kirsch@helmholtz-muenchen.de
                Journal
                Respir Res
                Respir. Res
                Respiratory Research
                BioMed Central (London )
                1465-9921
                1465-993X
                10 October 2019
                10 October 2019
                2019
                : 20
                : 215
                Affiliations
                [1 ]ISNI 0000 0004 0483 2525, GRID grid.4567.0, Institute of Health Economics and Health Care Management, Helmholtz Zentrum München, ; Neuherberg, Germany
                [2 ]ISNI 0000 0004 1936 973X, GRID grid.5252.0, Munich School of Management and Munich Center of Health Sciences, , Ludwig-Maximilians-Universität, ; München, Germany
                [3 ]AOK Bayern, Service Center of Health Care Management, Regensburg, Germany
                [4 ]GRID grid.452624.3, German Center for Lung Research (DZL), Coprehensive Pneumology Center Munich (CPC-M), ; Hannover, Germany
                Author information
                http://orcid.org/0000-0003-0543-592X
                Article
                1179
                10.1186/s12931-019-1179-7
                6785905
                31601216
                8ffa9d85-cb5b-4f83-a410-c8c1aa8cd29f
                © The Author(s). 2019

                Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License ( http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver ( http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.

                History
                : 17 July 2019
                : 3 September 2019
                Funding
                Funded by: Gemeinsamer Bundesausschuss (GB-A) (DE)
                Award ID: 01VSF16025
                Categories
                Research
                Custom metadata
                © The Author(s) 2019

                Respiratory medicine
                copd,dmp,healthcare utilization,direct costs,indirect costs
                Respiratory medicine
                copd, dmp, healthcare utilization, direct costs, indirect costs

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