Long-term forecasting and evaluation of medicine consumption for the ATC class H with a focus on thyroid hormones in OECD countries using ARIMA models.

IF 3.1 4区 医学 Q2 PHARMACOLOGY & PHARMACY Naunyn-Schmiedeberg's archives of pharmacology Pub Date : 2025-08-01 Epub Date: 2025-03-03 DOI:10.1007/s00210-025-03930-5
Lilly Josephine Bindel, Roland Seifert
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Abstract

Thyroid hormones are among the most prescribed medicines. In many countries, there are shortages combined with evidence of overuse and irrational prescribing. An analysis was conducted for ATC class H with a focus on thyroid hormones for OECD countries. This study aims to evaluate prescribing behaviours, forecast long-term developments and promote rational prescribing behaviour. The ARIMA(2,1,2) (autoregressive integrated moving average) model successfully predicted the future for 30 OECD countries and the non-OECD country Croatia until 2040. An upward trend is forecast for 18 countries, including Austria (+ 5.7%), Chile (+ 220.0%), Czechia (+ 52.8%), Denmark (+ 15.6%), Estonia (+ 87.8%), Greece (+ 238.7%), Hungary (+ 5.7%), Iceland (+ 18.6%), Italy (+ 42.9%), Latvia (+ 83.7%), Lithuania (+ 131.2%), Portugal (+ 106.7%), Slovakia (+ 182.1%), Slovenia (+ 57.4%), Spain (+ 162.8%), Turkey (+ 168.7%), the United Kingdom (+ 138.1%) and Croatia (+ 190.6%). A downward trend is forecast for 13 countries, including Australia (-3.4%), Belgium (-38.8%), Canada (-95.1%), Costa Rica (-79.5%), Finland (-14.7%), France (-100.0%), Germany (-16.4%), Israel (-21.6%), Korea (-100.0%), Luxembourg (-100.0%), the Netherlands (-35.9%), Norway (-23.6%) and Sweden (-43.6%). The reliability and accuracy of the forecasts varies, being influenced by data quality. While a downward trend is favoured, an upward trend is seen as problematic. Increasing trends predominate in Southern and Eastern Europe and Latin America, while decreasing trends predominate in Northern and Western Europe and the Asia-Pacific Region. Some external factors affect all countries, like an increasing prevalence of thyroid disease. There is evidence of cultural influences on prescribing behaviour. While there is evidence of inappropriate use in countries where prescriptions are predicted to increase, measures to restrict the use of thyroid hormones are more common in countries with a recently reported and predicted declining trend.

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使用ARIMA模型对经合组织国家的ATC H类药物消费进行长期预测和评价,重点是甲状腺激素。
甲状腺激素是最常用的处方药之一。在许多国家,药物短缺,而且有证据表明存在过度使用和不合理的处方。对ATC H类进行了分析,重点是经合组织国家的甲状腺激素。本研究旨在评估处方行为,预测长期发展,促进合理的处方行为。ARIMA(2,1,2)(自回归综合移动平均)模型成功地预测了30个经合组织国家和非经合组织国家克罗地亚到2040年的未来。的上升趋势预计18个国家,包括奥地利(+ 5.7%),智利(+ 220.0%),Czechia(+ 52.8%),丹麦(+ 15.6%),爱沙尼亚(+ 87.8%)、希腊(+ 238.7%),匈牙利(+ 5.7%),冰岛(+ 18.6%),意大利(+ 42.9%),拉脱维亚(+ 83.7%),立陶宛(+ 131.2%)、葡萄牙(+ 106.7%),斯洛伐克(+ 182.1%),斯洛文尼亚(+ 57.4%),西班牙(+ 162.8%)、土耳其(+ 168.7%),英国(+ 138.1%)和克罗地亚(+ 190.6%)。预计澳大利亚(-3.4%)、比利时(-38.8%)、加拿大(-95.1%)、哥斯达黎加(-79.5%)、芬兰(-14.7%)、法国(-100.0%)、德国(-16.4%)、以色列(-21.6%)、韩国(-100.0%)、卢森堡(-100.0%)、荷兰(-35.9%)、挪威(-23.6%)、瑞典(-43.6%)等13个国家将呈现下降趋势。由于数据质量的影响,预测的可靠性和准确性各不相同。虽然下行趋势受到青睐,但上行趋势被视为有问题。增加的趋势在南欧和东欧以及拉丁美洲占主导地位,而减少的趋势在北欧和西欧以及亚太区域占主导地位。一些外部因素影响到所有国家,例如甲状腺疾病的发病率不断上升。有证据表明,文化对处方行为有影响。虽然有证据表明,在处方预计会增加的国家存在不适当使用的情况,但限制甲状腺激素使用的措施在最近报告和预测有下降趋势的国家更为常见。
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来源期刊
CiteScore
6.20
自引率
5.60%
发文量
142
审稿时长
4-8 weeks
期刊介绍: Naunyn-Schmiedeberg''s Archives of Pharmacology was founded in 1873 by B. Naunyn, O. Schmiedeberg and E. Klebs as Archiv für experimentelle Pathologie und Pharmakologie, is the offical journal of the German Society of Experimental and Clinical Pharmacology and Toxicology (Deutsche Gesellschaft für experimentelle und klinische Pharmakologie und Toxikologie, DGPT) and the Sphingolipid Club. The journal publishes invited reviews, original articles, short communications and meeting reports and appears monthly. Naunyn-Schmiedeberg''s Archives of Pharmacology welcomes manuscripts for consideration of publication that report new and significant information on drug action and toxicity of chemical compounds. Thus, its scope covers all fields of experimental and clinical pharmacology as well as toxicology and includes studies in the fields of neuropharmacology and cardiovascular pharmacology as well as those describing drug actions at the cellular, biochemical and molecular levels. Moreover, submission of clinical trials with healthy volunteers or patients is encouraged. Short communications provide a means for rapid publication of significant findings of current interest that represent a conceptual advance in the field.
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