Department of Population Health, New York University School of Medicine, New York, NY, USA; Department of Environmental Medicine, New York University School of Medicine, New York, NY, USA.
Departments of Pathology and Medicine, New York University School of Medicine, New York, NY, USA; The Department of Veterans Affairs New York Harbor Healthcare System, New York, NY, USA.
Environ Int. 2019 Feb;123:104-113. doi: 10.1016/j.envint.2018.11.049. Epub 2018 Nov 29.
Emerging data suggest that inorganic arsenic exposure and gut microbiome are associated with the risk of cardiovascular disease. The gut microbiome may modify disease risk associated with arsenic exposure. Our aim was to examine the inter-relationships between arsenic exposure, the gut microbiome, and carotid intima-media thickness (IMT)-a surrogate marker for atherosclerosis.
We recruited 250 participants from the Health Effects of Arsenic Longitudinal Study in Bangladesh, measured IMT and collected fecal samples in year 2015-2016. 16S rRNA gene sequencing was conducted on microbial DNA extracted from the fecal samples. Arsenic exposure was measured using data on arsenic concentration in drinking water wells over time to derive a time-weighted water arsenic index. Multivariable linear regression models were used to test the inter-relationships between arsenic exposure, relative abundance of selected bacterial taxa from phylum to genus levels, and IMT.
We identified nominally significant associations between arsenic exposure, measured using either time-weighted water arsenic or urinary arsenic, and the relative abundances of several bacterial taxa from the phylum Tenericutes, Proteobacteria, and Firmicutes. However, none of the associations retained significance after correction for multiple testing. The relative abundances of the family Aeromonadaceae and genus Citrobacter were significantly associated with IMT after correction for multiple testing (P-value = 0.02 and 0.03, respectively). Every 1% increase in the relative abundance of Aeromonadaceae and Citrobacter was related to an 18.2-μm (95% CI: 7.8, 28.5) and 97.3-μm (95% CI: 42.3, 152.3) difference in IMT, respectively. These two taxa were also the only selected family and genus using the LASSO variable selection method. There was a significant interaction between Citrobacter and time-weighted water arsenic in IMT (P for interaction = 0.04).
Our findings suggest a role of Citrobacter in the development of atherosclerosis, especially among individuals with higher levels of arsenic exposure.
新出现的数据表明,无机砷暴露和肠道微生物群与心血管疾病的风险有关。肠道微生物群可能会改变与砷暴露相关的疾病风险。我们的目的是研究砷暴露、肠道微生物群与颈动脉内膜中层厚度(作为动脉粥样硬化的替代标志物)之间的相互关系。
我们从孟加拉国砷暴露影响纵向研究中招募了 250 名参与者,在 2015-2016 年期间测量了 IMT 并收集了粪便样本。从粪便样本中提取微生物 DNA 进行 16S rRNA 基因测序。使用随时间变化的饮用水井中砷浓度数据来测量砷暴露,以得出时间加权的水砷指数。使用多变量线性回归模型来测试砷暴露、从门到属水平的选定细菌分类群的相对丰度与 IMT 之间的相互关系。
我们发现,使用时间加权水砷或尿砷测量的砷暴露与厚壁菌门、变形菌门和Firmicutes 几个细菌分类群的相对丰度之间存在名义上显著的关联。然而,在进行多次测试校正后,没有关联仍然具有统计学意义。气单胞菌科和柠檬酸杆菌属的相对丰度与 IMT 显著相关,校正多重测试后(P 值分别为 0.02 和 0.03)。气单胞菌科和柠檬酸杆菌属的相对丰度每增加 1%,与 IMT 分别增加 18.2-μm(95%CI:7.8,28.5)和 97.3-μm(95%CI:42.3,152.3)。这两个分类群也是使用 LASSO 变量选择方法选择的唯一家族和属。在 IMT 中,柠檬酸杆菌与时间加权水砷之间存在显著的交互作用(交互作用 P 值=0.04)。
我们的研究结果表明,柠檬酸杆菌在动脉粥样硬化的发展中起作用,尤其是在砷暴露水平较高的个体中。