Association between Exposure to Metals during Pregnancy, Childhood Gut Microbiome, and Risk of Intestinal Inflammation in Late Childhood

Vishal Midya*, Manasi Agrawal, Jamil M. Lane, Chris Gennings, Leonid Tarassishin, Libni A. Torres-Olascoaga, Joseph Eggers, Jill K. Gregory, Mellissa Picker, Inga Peter, Jeremiah J. Faith, Manish Arora, Martha M. Téllez-Rojo, Robert O. Wright, Jean-Frederic Colombel and Shoshannah Eggers, 
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引用次数: 0

Abstract

Alterations to the gut microbiome and exposure to metals during pregnancy have been suggested to impact inflammatory bowel disease. Nonetheless, how prenatal exposure to metals eventually results in long-term effects on the gut microbiome, leading to subclinical intestinal inflammation, particularly during late childhood, has not been studied. It is also unknown whether such an interactive effect drives a specific subgroup of children toward elevated susceptibility to intestinal inflammation. We used an amalgamation of machine-learning techniques with a regression-based framework to explore if children with distinct sets of gut microbes and certain patterns of exposure to metals during pregnancy (metal–microbial clique signature) had a higher likelihood of intestinal inflammation, measured based on fecal calprotectin (FC) in late childhood. We obtained samples from a well-characterized longitudinal birth cohort from Mexico City (n = 108), Mexico. In the second and third trimesters of pregnancy, 11 metals were measured in whole blood. Gut microbial abundances and FC were measured in stool samples from children 9–11 years of age. Elevated FC was defined as having FC above 100 μg/g of stool. We identified subgroups of children in whom microbial and metal–microbial clique signatures were associated with elevated FC (false discovery rate (FDR) < 0.05). In particular, we found two metal–microbial clique signatures significantly associated with elevated FC: (1) low cesium (Cs) and copper (Cu) in the third trimester and low relative abundance of Eubacterium ventriosum (OR [95%CI]: 10.27 [3.57,29.52], FDR < 0.001) and (2) low Cu in the third trimester and high relative abundances of Roseburia inulinivorans and Ruminococcus torques (OR [95%CI]: 7.21 [1.81,28.77], FDR < 0.05). This exploratory study demonstrates that children with specific gut microbes and specific exposure patterns to metals during pregnancy may have higher fecal calprotectin levels in late childhood, denoting an elevated risk of intestinal inflammation.

孕期金属暴露、儿童期肠道微生物组与儿童晚期肠道炎症风险之间的关系
有人认为,孕期肠道微生物组的改变和接触金属会影响炎症性肠病。然而,产前接触金属如何最终对肠道微生物组产生长期影响,从而导致亚临床肠道炎症,尤其是在儿童晚期,目前还没有研究。这种交互作用是否会导致特定儿童亚群对肠道炎症的易感性升高,目前也不得而知。我们将机器学习技术与基于回归的框架相结合,探索是否具有不同的肠道微生物集和特定的孕期金属暴露模式(金属-微生物集群特征)的儿童更有可能发生肠道炎症(根据儿童晚期粪便钙蛋白(FC)进行测量)。我们从墨西哥墨西哥城一个特征明确的纵向出生队列(n = 108)中获得了样本。在怀孕的第二和第三季度,对全血中的 11 种金属进行了测量。在 9-11 岁儿童的粪便样本中测量了肠道微生物丰度和 FC。FC 升高的定义是粪便中的 FC 超过 100 微克/克。我们确定了微生物和金属微生物群特征与 FC 升高相关的儿童亚群(误诊率 (FDR) < 0.05)。特别是,我们发现两个金属微生物群特征与 FC 升高显著相关:(1) 第三孕期铯(Cs)和铜(Cu)含量低,通风杆菌(Eubacterium ventriosum)相对丰度低(OR [95%CI]:10.27[3.57,29.52],FDR <0.001)和(2)怀孕三个月时铜含量低,Roseburia inulinivorans 和 Ruminococcus torques 的相对丰度高(OR [95%CI]:7.21 [1.81,28.77],FDR <0.05)。这项探索性研究表明,具有特定肠道微生物和特定妊娠期金属暴露模式的儿童在儿童后期可能具有较高的粪便钙蛋白水平,这意味着肠道炎症的风险升高。
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来源期刊
Environment & Health
Environment & Health 环境科学、健康科学-
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期刊介绍: Environment & Health a peer-reviewed open access journal is committed to exploring the relationship between the environment and human health.As a premier journal for multidisciplinary research Environment & Health reports the health consequences for individuals and communities of changing and hazardous environmental factors. In supporting the UN Sustainable Development Goals the journal aims to help formulate policies to create a healthier world.Topics of interest include but are not limited to:Air water and soil pollutionExposomicsEnvironmental epidemiologyInnovative analytical methodology and instrumentation (multi-omics non-target analysis effect-directed analysis high-throughput screening etc.)Environmental toxicology (endocrine disrupting effect neurotoxicity alternative toxicology computational toxicology epigenetic toxicology etc.)Environmental microbiology pathogen and environmental transmission mechanisms of diseasesEnvironmental modeling bioinformatics and artificial intelligenceEmerging contaminants (including plastics engineered nanomaterials etc.)Climate change and related health effectHealth impacts of energy evolution and carbon neutralizationFood and drinking water safetyOccupational exposure and medicineInnovations in environmental technologies for better healthPolicies and international relations concerned with environmental health
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