• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

贝叶斯层次模型在评估加拿大萨斯喀彻温省农村地区地下水质量与 2 型糖尿病发生之间关系中的应用。

Bayesian Hierarchical Models as Tools to Evaluate the Association Between Groundwater Quality and the Occurrence of Type 2 Diabetes in Rural Saskatchewan, Canada.

机构信息

Western College of Veterinary Medicine, University of Saskatchewan, 52 Campus Drive, Saskatoon, SK, S7N 5B4, Canada.

School of Public Health, University of Saskatchewan, 104 Clinic Place, Saskatoon, SK, S7N 2Z4, Canada.

出版信息

Arch Environ Contam Toxicol. 2019 Apr;76(3):375-393. doi: 10.1007/s00244-018-00588-4. Epub 2019 Jan 7.

DOI:10.1007/s00244-018-00588-4
PMID:30617606
Abstract

There is growing interest in the role of environmental exposures in the development of diabetes. Previous studies in rural Saskatchewan have raised concerns over drinking water contaminants, including arsenic, which has been identified as a possible risk factor for diabetes. Using administrative health and water-quality surveillance data from rural Saskatchewan, an ecological study design was used to investigate associations between concentrations of arsenic, water health standards and aesthetic objectives, and the incidence and prevalence of diabetes. Mixtures of contaminants measured as health standards or as aesthetic objectives were summarized using principal component (PC) analysis. Associations were modeled using Bayesian hierarchical models incorporating both spatial and unstructured random effects, standardized for age and sex, and adjusted for socioeconomic factors and a surrogate measure for smoking rates. Arsenic was not associated with an increased risk of diabetes. For private wells, having groundwater arsenic concentrations in the highest quintile was associated with decreased cumulative diabetes incidence for 2010-2012 (risk ratio [RR] = 0.854, 95% credible interval [CrI] 0.761-0.958) compared with the lowest quintile, a result inconsistent with other studies. For public water supplies, having a first PC score for health standards (primarily summarized selenium, nitrate, and lead) in the third quintile (RR = 1.101, 95% CrI 1.019-1.188), fourth quintile (RR = 1.088, 95% CrI 1.003-1.180), or fifth quintile (RR = 1.115, 95% CrI 1.026-1.213) was associated with an increase in 2010 diabetes prevalence compared with the first quintile. An increase in the PC scores for the third aesthetic objective in private wells (characterized primarily by iron and manganese) was associated with decreased diabetes incidence, although a meaningful dose-response relationship was not evident. No other associations between PC scores for health standards or aesthetic objectives from public or private water supplies and diabetes were identified.

摘要

人们对环境暴露在糖尿病发展中的作用越来越感兴趣。萨斯喀彻温省农村地区的先前研究引起了对饮用水污染物的关注,其中包括砷,砷已被确定为糖尿病的一个潜在危险因素。本研究使用萨斯喀彻温省农村地区的行政健康和水质监测数据,采用生态研究设计,调查了砷浓度、水健康标准和美学目标与糖尿病发病率和患病率之间的关联。使用主成分 (PC) 分析对作为健康标准或美学目标测量的污染物混合物进行了总结。使用贝叶斯层次模型对关联进行建模,该模型结合了空间和非结构化随机效应,按年龄和性别进行了标准化,并调整了社会经济因素和吸烟率的替代指标。砷与糖尿病风险增加无关。对于私人水井,地下水砷浓度最高的五分位数与 2010-2012 年累积糖尿病发病率降低有关(风险比 [RR] = 0.854,95%置信区间 [CrI] 0.761-0.958),与最低五分位数相比,这一结果与其他研究不一致。对于公共供水,健康标准的第一 PC 得分(主要总结为硒、硝酸盐和铅)处于第三五分位数(RR = 1.101,95% CrI 1.019-1.188)、第四五分位数(RR = 1.088,95% CrI 1.003-1.180)或第五五分位数(RR = 1.115,95% CrI 1.026-1.213)时,2010 年糖尿病患病率与第一五分位数相比有所增加。私人水井中第一美学目标 PC 得分(主要由铁和锰决定)的增加与糖尿病发病率的降低有关,尽管没有明显的剂量反应关系。没有发现公共或私人供水的健康标准或美学目标的 PC 得分与糖尿病之间的其他关联。

相似文献

1
Bayesian Hierarchical Models as Tools to Evaluate the Association Between Groundwater Quality and the Occurrence of Type 2 Diabetes in Rural Saskatchewan, Canada.贝叶斯层次模型在评估加拿大萨斯喀彻温省农村地区地下水质量与 2 型糖尿病发生之间关系中的应用。
Arch Environ Contam Toxicol. 2019 Apr;76(3):375-393. doi: 10.1007/s00244-018-00588-4. Epub 2019 Jan 7.
2
Ecological analysis of associations between groundwater quality and hypertension and cardiovascular disease in rural Saskatchewan, Canada using Bayesian hierarchical models and administrative health data.利用贝叶斯层次模型和行政健康数据对加拿大萨斯喀彻温省农村地区地下水质量与高血压和心血管疾病之间的关系进行生态分析。
Environ Res. 2018 Nov;167:329-340. doi: 10.1016/j.envres.2018.07.038. Epub 2018 Jul 31.
3
Use of Principal Components Analysis and Kriging to Predict Groundwater-Sourced Rural Drinking Water Quality in Saskatchewan.运用主成分分析和克里金法预测萨斯喀彻温省以地下水为水源的农村饮用水水质。
Int J Environ Res Public Health. 2017 Sep 15;14(9):1065. doi: 10.3390/ijerph14091065.
4
Variability in the chemistry of private drinking water supplies and the impact of domestic treatment systems on water quality.私人饮用水供应的化学性质变化以及家庭处理系统对水质的影响。
Environ Geochem Health. 2016 Dec;38(6):1313-1332. doi: 10.1007/s10653-016-9798-0. Epub 2016 Jan 25.
5
Total coliforms, arsenic and cadmium exposure through drinking water in the Western Region of Ghana: application of multivariate statistical technique to groundwater quality.加纳西部地区饮用水中总大肠菌群、砷和镉的暴露:多元统计技术在地下水水质中的应用
Environ Monit Assess. 2015 Feb;187(2):1. doi: 10.1007/s10661-014-4167-x. Epub 2015 Jan 20.
6
Understanding the translation of scientific knowledge about arsenic risk exposure among private well water users in Nova Scotia.理解新斯科舍省私人井水用户砷风险暴露相关科学知识的翻译。
Sci Total Environ. 2015 Feb 1;505:1259-73. doi: 10.1016/j.scitotenv.2013.12.108. Epub 2014 Jan 18.
7
Factors affecting temporal variability of arsenic in groundwater used for drinking water supply in the United States.影响美国饮用水供应地下水砷时间变异性的因素。
Sci Total Environ. 2015 Feb 1;505:1370-9. doi: 10.1016/j.scitotenv.2014.02.057. Epub 2014 Mar 17.
8
Low-level arsenic exposure from drinking water is associated with prostate cancer in Iowa.爱荷华州饮用水中低水平的砷暴露与前列腺癌有关。
Environ Res. 2017 Nov;159:338-343. doi: 10.1016/j.envres.2017.08.026. Epub 2017 Sep 18.
9
Arsenic in private well water part 3 of 3: Socioeconomic vulnerability to exposure in Maine and New Jersey.私人水井水中的砷 第3部分:缅因州和新泽西州暴露的社会经济脆弱性
Sci Total Environ. 2016 Aug 15;562:1019-1030. doi: 10.1016/j.scitotenv.2016.03.217. Epub 2016 Apr 23.
10
Arsenic and fasting blood glucose in the context of other drinking water chemicals: a cross-sectional study in Bangladesh.砷与其他饮用水化学物质在空腹血糖中的关系:孟加拉国的一项横断面研究。
Environ Res. 2019 May;172:249-257. doi: 10.1016/j.envres.2018.12.049. Epub 2018 Dec 21.

引用本文的文献

1
Update of the risk assessment of inorganic arsenic in food.食品中无机砷风险评估的更新
EFSA J. 2024 Jan 18;22(1):e8488. doi: 10.2903/j.efsa.2024.8488. eCollection 2024 Jan.