1. Demographic and Geographic Characteristics Associated with the Type of Prescription and Drug Expenditure: Real World Evidence for Greece During 2015–2021.
- Author
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Mavridoglou, Georgios and Polyzos, Nikolaos
- Subjects
ANTIBIOTICS ,STATISTICAL models ,HEMATOLOGIC agents ,MUSCULOSKELETAL system ,MEDICAL prescriptions ,CLUSTER analysis (Statistics) ,IMMUNOSUPPRESSIVE agents ,ANTINEOPLASTIC agents ,POPULATION geography ,DESCRIPTIVE statistics ,TIME series analysis ,RETROSPECTIVE studies ,ANTIHYPERTENSIVE agents ,HYPOGLYCEMIC agents ,FIBRINOLYTIC agents ,ECONOMICS ,PHARMACEUTICAL industry ,ANTIVIRAL agents ,ANALGESICS ,MEDICAL records ,ACQUISITION of data ,NERVOUS system ,METABOLISM ,OBSTRUCTIVE lung diseases ,DRUGS ,SOCIODEMOGRAPHIC factors ,DATA analysis software ,CONFIDENCE intervals ,GASTROINTESTINAL agents ,COMPARATIVE studies ,VACCINES ,REGRESSION analysis ,IMMUNOMODULATORS ,CARDIOVASCULAR agents ,PSYCHIATRIC drugs - Abstract
Aim: Electronic prescribing has allowed for the collection of prescription data in real time in Greece for the first time. Hence, the aim of the current study was to present the characteristics of prescriptions for the Greek population during the period from 2015 to 2021. Methods: This retrospective study was based on data extracted from the nationwide Greek electronic prescription database between January 2015 and December 2021. Descriptive statistics methods were used for the needs of the study. As the basic figures examined depend on the size of the population, in order for the results to be comparable, we estimated the corresponding measures per inhabitant, using population data from the Greek Statistical Authority. Appropriate indicators for the comparison of consumption and expenditure over time were estimated. A study of the trend was also carried out using time series and linear regression models. In order to facilitate the design and implementation of specialized policies, it is useful to identify the drug categories with the highest consumption and expenditure, as well as the geographical areas that present similar characteristics. For the first, ABC analysis was used, which helps to identify the most popular categories of drugs, while for the second, cluster analysis was carried out. Agglomerative clustering was used to divide the regions into similar groups. This hierarchical clustering algorithm classifies the population into several clusters, with areas in the same cluster being more similar, and areas in different clusters being dissimilar. The Ward linkage method with Euclidean distance was used. Results: The analysis of prescription drug consumption and expenditure from 2015 to 2021 revealed significant fluctuations and trends across various drug categories, age groups, and geographical areas. Notably, the quantity of prescriptions increased by 20% since 2015, while expenditure surged by over 30%, with significant spikes following the end of the MoU in 2019 and the onset of the pandemic in 2020. In terms of expenditure, antineoplastic and immunomodulation agents (category L) held the largest share, driven by the introduction of new, costly drugs. The expenditure per inhabitant revealed gender and age disparities, with older populations, particularly women, incurring higher costs. Geographically, drug expenditure, and consumption varied significantly, with distinct regional clusters identified. These clusters, while showing some overlap in consumption and expenditure patterns, also highlighted unique regional characteristics. Conclusions: The insights into prescription drug consumption and expenditure trends offer a valuable basis for developing targeted interventions aimed at optimizing healthcare resource allocation. Moreover, the findings underscore the importance of addressing regional and demographic disparities in pharmaceutical use, thereby contributing to more equitable and cost-effective healthcare strategies. More specifically, the age distribution of prescriptions shows the increase in younger ages, which, as a result, anticipates the overall increase in prescriptions. The knowledge of the most convex categories of medicine, as well as the percentages of the use of generic drugs, shows where interventions should be made, with financial incentives and information through new information channels. The geographic disparities recorded should lead to policies that help the residents of hard-to-reach areas to access prescriptions. In addition, the present study provides a strategic framework for policymakers and healthcare managers to guide future studies and inform decision-making processes. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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