Lyu Mingdong, Chang Chang, Liu Kuofu, Hall Randolph
National Renewable Energy Laboratory, Mobility, Behavior, and Advanced Powertrains Department, Denver, CO 80401, USA.
Thomas Lord Department of Computer Science, University of Southern California, Los Angeles, CA 90089, USA.
Vaccines (Basel). 2024 Sep 9;12(9):1034. doi: 10.3390/vaccines12091034.
During pandemics, such as COVID-19, supplies of vaccines can be insufficient for meeting all needs, particularly when vaccines first become available. Our study develops a dynamic methodology for vaccine allocation, segmented by region, age, and timeframe, using a time-sensitive, age-structured compartmental model. Based on the objective of minimizing a weighted sum of deaths and cases, we used the Sequential Least Squares Quadratic Programming method to search for a locally optimal COVID-19 vaccine allocation for the United States, for the period from 16 December 2020 to 30 June 2021, where regions corresponded to the 50 states in the United States (U.S.). We also compared our solution to actual allocations of vaccines. From our model, we estimate that approximately 1.8 million cases and 9 thousand deaths could have been averted in the U.S. with an improved allocation. When case reduction is prioritized over death reduction, we found that young people (17 and younger) should receive priority over old people due to their potential to expose others. However, if death reduction is prioritized over case reduction, we found that more vaccines should be allocated to older people, due to their propensity for severe disease. While we have applied our methodology to COVID-19, our approach generalizes to other human-transmissible diseases, with potential application to future epidemics.
在大流行期间,如新冠疫情期间,疫苗供应可能不足以满足所有需求,尤其是在疫苗刚可用的时候。我们的研究开发了一种动态的疫苗分配方法,按地区、年龄和时间框架进行划分,使用一个对时间敏感的、按年龄结构划分的 compartments 模型。基于将死亡人数和病例数的加权总和最小化的目标,我们使用序列最小二乘二次规划方法,为美国寻找2020年12月16日至2021年6月30日期间局部最优的新冠疫苗分配方案,其中地区对应美国的50个州。我们还将我们的解决方案与实际的疫苗分配情况进行了比较。根据我们的模型,我们估计,通过改进分配方案,美国本可避免约180万例病例和9000例死亡。当将减少病例数置于减少死亡数之上时,我们发现年轻人(17岁及以下)由于有可能感染他人,应优先于老年人接种疫苗。然而,如果将减少死亡数置于减少病例数之上,我们发现应将更多疫苗分配给老年人,因为他们患重病的倾向更大。虽然我们已将我们的方法应用于新冠疫情,但我们的方法可推广到其他人际传播疾病,有可能应用于未来的疫情。