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使用分层有序回归模型分析赞比亚卢萨卡省学童的泌尿血吸虫病感染强度。

Using the hierarchical ordinal regression model to analyse the intensity of urinary schistosomiasis infection in school children in Lusaka Province, Zambia.

作者信息

Simoonga Christopher, Kazembe Lawrence N

机构信息

Ministry of Health, Ndeke House, Haile Selassie Avenue, P.O. Box 30205, Lusaka, Zambia.

Mathematical Sciences Department, Chancellor College, University of Malawi, P.O. Box 280, Zomba, Malawi.

出版信息

Infect Dis Poverty. 2017 Feb 21;6(1):43. doi: 10.1186/s40249-017-0262-x.

Abstract

BACKGROUND

Urinary schistosomiasis has been a major public health problem in Zambia for many years. However, the disease profile may vary in different locale due to the changing ecosystem that contributes to the risk of acquiring the disease. The objective of this study was to quantify risk factors associated with the intensity of urinary schistosomiasis infection in school children in Lusaka Province, Zambia, in order to better understand local transmission.

METHODS

Data were obtained from 1 912 school children, in 20 communities, in the districts of Luangwa and Kafue in Lusaka Province. Both individual- and community-level covariates were incorporated into an ordinal logistic regression model to predict the probability of an infection being a certain intensity in a three-category outcome response: 0 = no infection, 1 = light infection, and 2 = moderate/heavy infection. Random effects were introduced to capture unobserved heterogeneity.

RESULTS

Overall, the risk of urinary schistosomiasis was strongly associated with age, altitude at which the child lived, and sex. Weak associations were observed with the normalized difference vegetation index, maximum temperature, and snail abundance. Detailed analysis indicated that the association between infection intensities and age and altitude were category-specific. Particularly, infection intensity was lower in children aged between 5 and 9 years compared to those aged 10 to 15 years (OR = 0.72, 95% CI = 0.51-0.99). However, the age-specific risk changed at different levels of infection, such that when comparing children with light infection to those who were not infected, age was associated with a lower odds (category 1 vs category 0: OR = 0.71, 95% CI: 0.50-0.99), yet such a relation was not significant when considering children who were moderately or heavily infected compared to those with a light or no infection (category 2 vs category 0: OR = 0.96, 95% CI: 0.45-1.64). Overall, we observed that children living in the valley were less likely to acquire urinary schistosomiasis compared to those living in plateau areas (OR = 0.48, 95% CI: 0.16-0.71). However, category-specific effects showed no significant association in category 1 (light infection), whereas in category 2 (moderate/high infection), the risk was still significantly lower for those living in the valley compared to those living in plateau areas (OR = 0.18, 95% CI: 0.04-0.75).

CONCLUSIONS

This study demonstrates the importance of understanding the dynamics and heterogeneity of infection in control efforts, and further suggests that apart from the well-researched factors of Schistosoma intensity, various other factors influence transmission. Control programmes need to take into consideration the varying infection intensities of the disease so that effective interventions can be designed.

摘要

背景

多年来,泌尿生殖系统血吸虫病一直是赞比亚的一个主要公共卫生问题。然而,由于生态系统的变化会影响感染该疾病的风险,不同地区的疾病情况可能有所不同。本研究的目的是量化与赞比亚卢萨卡省学龄儿童泌尿生殖系统血吸虫病感染强度相关的风险因素,以便更好地了解当地的传播情况。

方法

数据来自卢萨卡省卢安瓜区和卡富埃区20个社区的1912名学龄儿童。个体和社区层面的协变量都被纳入一个有序逻辑回归模型,以预测在三类结果反应中感染处于特定强度的概率:0 = 未感染,1 = 轻度感染,2 = 中度/重度感染。引入随机效应以捕捉未观察到的异质性。

结果

总体而言,泌尿生殖系统血吸虫病的风险与年龄、儿童居住的海拔高度和性别密切相关。与归一化植被指数、最高温度和钉螺丰度之间存在较弱的关联。详细分析表明,感染强度与年龄和海拔之间存在特定类别的关联。特别是,5至9岁儿童的感染强度低于10至15岁儿童(OR = 0.72,95% CI = 0.51 - 0.99)。然而,特定年龄的风险在不同感染水平下有所变化,例如,将轻度感染儿童与未感染儿童进行比较时,年龄与较低的感染几率相关(类别1与类别0:OR = 0.71,95% CI:0.50 - 0.99),但在考虑中度或重度感染儿童与轻度或未感染儿童时,这种关系并不显著(类别2与类别0:OR = 0.96,95% CI:0.45 - 1.64)。总体而言,我们观察到生活在山谷地区的儿童比生活在高原地区的儿童感染泌尿生殖系统血吸虫病的可能性更小(OR = 0.48,95% CI:0.16 - 0.71)。然而,特定类别的影响在类别1(轻度感染)中无显著关联,但在类别2(中度/高度感染)中,生活在山谷地区的儿童与生活在高原地区的儿童相比,风险仍然显著较低(OR = 0.18,95% CI:0.04 - 0.75)。

结论

本研究证明了在控制工作中了解感染动态和异质性的重要性,并进一步表明,除了对血吸虫强度进行充分研究的因素外,还有各种其他因素影响传播。控制计划需要考虑到该疾病不同的感染强度,以便设计有效的干预措施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c1eb/5319044/fcd10215cae1/40249_2017_262_Fig1_HTML.jpg

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