Geographically Weighted Regression Modeling of Spatial Clustering and Determinants of Focal Typhoid Fever Incidence

V. Mohan, M. Srinivasan, Bireshwar Sinha, Ankita Shrivastava, S. Kanungo, Kulandaipalayam Natarajan Sindhu, K. Ramanujam, S. Ganesan, Arun S. Karthikeyan, Senthil Kumar Jaganathan, Annai Gunasekaran, A. Arya, A. Bavdekar, Temsunaro Rongsen-Chandola, S. Dutta, J. John, G. Kang
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引用次数: 1

Abstract

Abstract Background Typhoid is known to be heterogenous in time and space, with documented spatiotemporal clustering and hotspots associated with environmental factors. This analysis evaluated spatial clustering of typhoid and modeled incidence rates of typhoid from active surveillance at 4 sites with child cohorts in India. Methods Among approximately 24 000 children aged 0.5–15 years followed for 2 years, typhoid was confirmed by blood culture in all children with fever >3 days. Local hotspots for incident typhoid cases were assessed using SaTScan spatial cluster detection. Incidence of typhoid was modeled with sociodemographic and water, sanitation, and hygiene–related factors in smaller grids using nonspatial and spatial regression analyses. Results Hotspot households for typhoid were identified at Vellore and Kolkata. There were 4 significant SaTScan clusters (P < .05) for typhoid in Vellore. Mean incidence of typhoid was 0.004 per child-year with the highest incidence (0.526 per child-year) in Kolkata. Unsafe water and poor sanitation were positively associated with typhoid in Kolkata and Delhi, whereas drinking untreated water was significantly associated in Vellore (P = .0342) and Delhi (P = .0188). Conclusions Despite decades of efforts to improve water and sanitation by the Indian government, environmental factors continue to influence the incidence of typhoid. Hence, administration of the conjugate vaccine may be essential even as efforts to improve water and sanitation continue.
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地方性伤寒发病率空间聚类及影响因素的地理加权回归模型
伤寒在时间和空间上具有异质性,有文献记载的时空聚类和热点与环境因素有关。该分析评估了伤寒的空间聚类,并模拟了印度4个地点儿童队列的伤寒发病率。方法对24000名0.5 ~ 15岁儿童进行随访2年,所有发热3 d的儿童均采用血培养法确诊伤寒。利用SaTScan空间聚类检测方法对地方性伤寒病例热点进行评估。使用非空间和空间回归分析,在较小的网格中使用社会人口统计学和水、环境卫生和卫生相关因素对伤寒发病率进行建模。结果在韦洛尔和加尔各答确定了伤寒热点家庭。伤寒的SaTScan有4个显著聚类(P < 0.05)。伤寒平均发病率为0.004例/儿童年,其中加尔各答发病率最高(0.526例/儿童年)。在加尔各答和德里,不安全的饮用水和恶劣的卫生条件与伤寒呈正相关,而在韦洛尔(P = 0.042)和德里(P = 0.0188),饮用未经处理的水与伤寒显著相关。尽管印度政府几十年来一直在努力改善供水和卫生条件,但环境因素仍在影响伤寒的发病率。因此,在继续努力改善水和卫生设施的同时,接种结合疫苗可能是必不可少的。
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