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使用马尔可夫模型预测日本未来的血液供需:应用于按性别和年龄划分的献血概率

Predicting future blood supply and demand in Japan with a Markov model: application to the sex- and age-specific probability of blood donation.

作者信息

Akita Tomoyuki, Tanaka Junko, Ohisa Masayuki, Sugiyama Aya, Nishida Kazuo, Inoue Shingo, Shirasaka Takuma

机构信息

Department of Epidemiology, Infectious Disease Control and Prevention, Institute of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan.

Blood Service Headquarters, Japan Red Cross Society, Tokyo, Japan.

出版信息

Transfusion. 2016 Nov;56(11):2750-2759. doi: 10.1111/trf.13780. Epub 2016 Sep 5.

Abstract

BACKGROUND

Simulation studies were performed to predict the future supply and demand for blood donations, and future shortfalls.

STUDY DESIGN AND METHODS

Using data from all donations in 2006 to 2009, the Markov model was applied to estimate future blood donations until 2050. Based on data concerning the actual use of blood products, the number of blood products needed was estimated based on future population projections.

RESULTS

We estimated that the number of blood donations increased from 5,020,000 in 2008 to 5,260,000 in 2012, but will decrease to 4,770,000 units by 2025. In particular, the number of donors in their 20s and 30s decreased every year. Moreover, the number of donations required to supply blood products would have been increased from 5,390,000 in 2012 to 5,660,000 units in 2025. Thus, the estimated shortfall of blood donations is expected to increase each year from 140,000 in 2012 to 890,000 in 2025 and then more than double to 1,670,000 in 2050.

CONCLUSION

If the current blood donation behaviors continue, a shortfall of blood availability is likely to occur in Japan. Insufficient blood donations are mainly related to a projected reduction in population of 20 to 30 year olds, a significant group of donors. Thus, it is crucial to recruit and retain new donors and to develop recommendations for proper use of blood products to minimize unnecessary use. This study provides useful information that can be used by governments to help ensure the adequacy of the blood supply through promoting donations and conserving blood resources.

摘要

背景

开展模拟研究以预测未来献血的供需情况及未来的短缺情况。

研究设计与方法

利用2006年至2009年所有献血的数据,应用马尔可夫模型来估计到2050年的未来献血量。根据血液制品实际使用的数据,基于未来人口预测来估计所需血液制品的数量。

结果

我们估计献血量从2008年的5020000例增加到2012年的5260000例,但到2025年将降至4770000单位。特别是,20多岁和30多岁的献血者数量逐年减少。此外,供应血液制品所需的献血量将从2012年的5390000单位增加到2025年的5660000单位。因此,预计献血短缺量将逐年增加,从2012年的140000例增加到2025年的890000例,然后在2050年增加一倍多,达到1670000例。

结论

如果当前的献血行为持续下去,日本可能会出现血液供应短缺。献血不足主要与预计20至30岁人群(主要的献血群体)数量减少有关。因此,招募和留住新的献血者以及制定合理使用血液制品的建议以尽量减少不必要的使用至关重要。本研究提供了有用信息,政府可利用这些信息通过促进献血和节约血液资源来帮助确保充足的血液供应。

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