Augmanity, Rehovot, Israel.
Faculty of Life Sciences, Bar-Ilan University, Ramat Gan, Israel.
Sci Rep. 2022 Jun 21;12(1):10430. doi: 10.1038/s41598-022-12261-x.
Upon the development of a therapeutic, a successful response to a global pandemic relies on efficient worldwide distribution, a process constrained by our global shipping network. Most existing strategies seek to maximize the outflow of the therapeutics, hence optimizing for rapid dissemination. Here we find that this intuitive approach is, in fact, counterproductive. The reason is that by focusing strictly on the quantity of disseminated therapeutics, these strategies disregard the way in which this quantity distributes across destinations. Most crucially-they overlook the interplay of the therapeutic spreading patterns with those of the pathogens. This results in a discrepancy between supply and demand, that prohibits efficient mitigation even under optimal conditions of superfluous flow. To solve this, we design a dissemination strategy that naturally follows the predicted spreading patterns of the pathogens, optimizing not just for supply volume, but also for its congruency with the anticipated demand. Specifically, we show that epidemics spread relatively uniformly across all destinations, prompting us to introduce an equality constraint into our dissemination that prioritizes supply homogeneity. This strategy may, at times, slow down the supply rate in certain locations, however, thanks to its egalitarian nature, which mimics the flow of the pathogens, it provides a dramatic leap in overall mitigation efficiency, potentially saving more lives with orders of magnitude less resources.
在治疗方法开发后,成功应对全球大流行依赖于高效的全球分发,这一过程受到我们全球航运网络的限制。大多数现有策略旨在最大程度地增加治疗方法的流出量,从而实现快速传播的优化。在这里,我们发现这种直观的方法实际上适得其反。原因是,通过严格关注传播的治疗方法的数量,这些策略忽略了该数量在目的地之间的分布方式。最重要的是——它们忽略了治疗方法传播模式与病原体传播模式之间的相互作用。这导致了供应和需求之间的不匹配,即使在过剩流量的最佳条件下,也无法实现有效的缓解。为了解决这个问题,我们设计了一种传播策略,该策略自然遵循病原体的预测传播模式,不仅优化了供应数量,还优化了其与预期需求的一致性。具体来说,我们表明,传染病在所有目的地相对均匀地传播,这促使我们在传播中引入平等约束,优先考虑供应的同质性。该策略有时可能会减缓某些地方的供应速度,但是,由于其平等主义性质模仿了病原体的流动,因此它在整体缓解效率方面取得了巨大飞跃,用数量级更少的资源可能挽救更多的生命。