Arisco Nicholas J, Peterka Cassio, Castro Marcia C
Department of Global Health and Population, Harvard TH Chan School of Public Health, Boston, Massachusetts, United States of America.
Department of Health and Environmental Surveillance, Ministry of Health, Brasília, Federal District, Brazil.
PLOS Glob Public Health. 2024 Jul 15;4(7):e0003452. doi: 10.1371/journal.pgph.0003452. eCollection 2024.
Human mobility has challenged malaria elimination efforts and remains difficult to routinely track. In Brazil, administrative records from the Ministry of Health allow monitoring of mobility locally and internationally. Although most imported malaria cases are between municipalities in Brazil, detailed knowledge of patterns of mobility is limited. Here, we address this gap by quantifying and describing patterns of malaria-infected individuals across the Amazon. We used network analysis, spatial clustering, and linear models to quantify and characterize the movement of malaria cases in Brazil between 2004 and 2022. We identified sources and sinks of malaria within and between states. We found that between-state movement of cases has become proportionally more important than within-state, that source clusters persisted longer than sink clusters, that movement of cases into sinks was seasonal while movement out of sources was not, and that importation is an impediment for subnational elimination in many municipalities. We elucidate the vast travel networks of malaria infected individuals that characterize the Amazon region. Uncovering patterns of malaria case mobility is vital for effective microstratification within Brazil. Our results have implications for intervention stratification across Brazil in line with the country's goal of malaria elimination by 2035.
人员流动给疟疾消除工作带来了挑战,且日常追踪难度较大。在巴西,卫生部的行政记录有助于对国内和国际流动情况进行监测。尽管大多数输入性疟疾病例发生在巴西各城市之间,但对流动模式的详细了解仍然有限。在此,我们通过量化和描述整个亚马逊地区疟疾感染个体的模式来填补这一空白。我们使用网络分析、空间聚类和线性模型来量化和描述2004年至2022年期间巴西疟疾病例的流动情况。我们确定了各州内部和各州之间疟疾的来源地和汇聚地。我们发现,病例的州际流动比州内流动在比例上变得更加重要,源头集群持续的时间比汇聚地集群更长,病例流入汇聚地是季节性的,而流出源头则不是,并且输入是许多城市实现地方消除疟疾的一个障碍。我们阐明了表征亚马逊地区的疟疾感染个体的庞大旅行网络。揭示疟疾病例的流动模式对于巴西境内有效的微观分层至关重要。我们的结果对于巴西根据其到2035年消除疟疾的目标进行干预分层具有启示意义。