Association between environmental chemicals co-exposure and peripheral blood immune-inflammatory indicators
Open Access
- 22 November 2022
- journal article
- research article
- Published by Frontiers Media SA in Frontiers in Public Health
- Vol. 10, 980987
Abstract
Chronic inflammation is closely related to chronic inflammatory diseases, autoimmune diseases and cancer. Few studies have evaluated the effects of exposure to multiple chemical combinations on immunoinflammatory related indicators and their possible molecular mechanisms. This study explored the effect of exposure to various chemicals on immune-inflammatory biomarkers and its molecular mechanism. Using data from 1,723 participants in the National Health and Nutrition Examination Survey (NHANES, 2011–2012), the aim was to determine the association between chemical mixtures and immunoinflammatory biomarkers [including White blood cell (Wbc), neutrophil (Neu), lymphocytes (Lym), and Neutrophil-to-lymphocyte ratio (NLR)] using linear regression model, weighted quantile sum regression (WQSR) model, and bayesian nuclear machine regression (BKMR) model. Meanwhile, functional enrichment analysis and protein–protein interaction network establishment were performed to explore the molecular mechanism of inflammation induced by high-weight chemicals. In the linear regression model established for each single chemical, the four immunoinflammatory biomarkers were positively correlated with polycyclic aromatic hydrocarbons (PAHs), negatively correlated with perfluoroalkyl substances (PFASs), and positively or negatively correlated with metallic and non-metallic elements. WQSR model showed that cadmium (Cd), perfluorooctane sulfonic acid (PFOS) and perfluorodecanoic acid (PFDE) had the highest weights. In BKMR analysis, the overall effect of chemical mixtures was significantly associated with Lym and showed an increasing trend. The hub genes in high-weight chemicals inflammation-related genes were interleukin-6 (IL6), tumor necrosis factor (TNF), and interleukin-1B (IL1B), etc. They were mainly enriched in inflammatory response, Cytokine-cytokine receptor interaction, Th17 cell differentiation and IL-17 signaling pathway. The above results show that exposure to environmental chemical cocktails primarily promotes an increase in Lym across the immune-inflammatory spectrum. The mechanism leading to the inflammatory response may be related to the activation of IL-6 amplifier by the co-exposure of environmental chemicals.Keywords
This publication has 54 references indexed in Scilit:
- Behaviour and fate of perfluoroalkyl and polyfluoroalkyl substances (PFASs) in drinking water treatment: A reviewWater Research, 2014
- Inflammation Amplifier, a New Paradigm in Cancer BiologyCancer Research, 2014
- Disease-Association Analysis of an Inflammation-Related Feedback LoopCell Reports, 2013
- Usefulness of the Neutrophil-to-Lymphocyte Ratio in Predicting Short- and Long-Term Mortality in Breast Cancer PatientsAnnals of Surgical Oncology, 2011
- Dangerous liaisons: STAT3 and NF-κB collaboration and crosstalk in cancerCytokine & Growth Factor Reviews, 2010
- STATs in cancer inflammation and immunity: a leading role for STAT3Nature Reviews Cancer, 2009
- Interleukin-17 Promotes Autoimmunity by Triggering a Positive-Feedback Loop via Interleukin-6 InductionImmunity, 2008
- Advanced Statistics: Linear Regression, Part II: Multiple Linear RegressionAcademic Emergency Medicine, 2004
- Advanced Statistics: Linear Regression, Part II: Multiple Linear RegressionAcademic Emergency Medicine, 2004
- Interleukin 6 and its Receptor: Ten Years LaterInternational Reviews of Immunology, 1998