Carrasco-Escobar Gabriel, Matta-Chuquisapon Jose, Manrique Edgar, Ruiz-Cabrejos Jorge, Barboza Jose Luis, Wong Daniel, Henostroza German, Llanos-Cuentas Alejandro, Benmarhnia Tarik
Health Innovation Lab, Institute of Tropical Medicine 'Alexander von Humboldt', Universidad Peruana Cayetano Heredia, Lima, Peru.
Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA.
R Soc Open Sci. 2022 Jul 20;9(7):211611. doi: 10.1098/rsos.211611. eCollection 2022 Jul.
The impact of human population movement (HPM) on the epidemiology of vector-borne diseases, such as malaria, has been described. However, there are limited data on the use of new technologies for the study of HPM in endemic areas with difficult access such as the Amazon. In this study conducted in rural Peruvian Amazon, we used self-reported travel surveys and GPS trackers coupled with a Bayesian spatial model to quantify the role of HPM on malaria risk. By using a densely sampled population cohort, this study highlighted the elevated malaria transmission in a riverine community of the Peruvian Amazon. We also found that the high connectivity between Amazon communities for reasons such as work, trading or family plausibly sustains such transmission levels. Finally, by using multiple human mobility metrics including GPS trackers, and adapted causal inference methods we identified for the first time the effect of human mobility patterns on malaria risk in rural Peruvian Amazon. This study provides evidence of the causal effect of HPM on malaria that may help to adapt current malaria control programmes in the Amazon.
人类人口流动(HPM)对疟疾等媒介传播疾病流行病学的影响已有描述。然而,在诸如亚马逊地区等交通不便的流行地区,利用新技术研究HPM的数据有限。在秘鲁亚马逊农村地区开展的这项研究中,我们使用自我报告的旅行调查和GPS追踪器,并结合贝叶斯空间模型,来量化HPM对疟疾风险的作用。通过对密集抽样的人群队列进行研究,本研究突出了秘鲁亚马逊一个河滨社区疟疾传播的加剧情况。我们还发现,由于工作、贸易或家庭等原因,亚马逊社区之间的高连通性可能维持了这种传播水平。最后,通过使用包括GPS追踪器在内的多种人类流动指标,以及适用的因果推断方法,我们首次确定了人类流动模式对秘鲁亚马逊农村地区疟疾风险的影响。本研究提供了HPM对疟疾有因果效应的证据,这可能有助于调整亚马逊地区当前的疟疾控制项目。