1
|
Chen JY, Sutaria SR, Xie Z, Kulkarni M, Keith RJ, Bhatnagar A, Sears CG, Lorkiewicz P, Srivastava S. Simultaneous profiling of mercapturic acids, glucuronic acids, and sulfates in human urine. ENVIRONMENT INTERNATIONAL 2025; 199:109516. [PMID: 40344875 PMCID: PMC12090840 DOI: 10.1016/j.envint.2025.109516] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/03/2024] [Revised: 04/04/2025] [Accepted: 05/02/2025] [Indexed: 05/11/2025]
Abstract
Humans are constantly exposed to both naturally-occurring and anthropogenic chemicals. Targeted mass spectrometry approaches are frequently used to measure a small panel of chemicals and their metabolites in environmental or biological matrices, but methods for comprehensive individual-level exposure assessment are limited. In this study, we applied an integrated library-guided analysis (ILGA) with ultraperformance liquid chromatography-quadrupole time-of-flight mass spectrometry (UPLC-QTOF/MS) to profile phase II metabolites, specifically mercapturic acids (MAs), glucuronic acids (GAs), and sulfates (SAs) in human urine samples (n = 844). We annotated 424 metabolites (146 MAs, 171 GAs, 107 SAs) by querying chromatographic features with in-house structural libraries, filtering against fragmentation patterns (common neutral loss and ion fragment), and comparing mass spectra with in-silico fragmentations and external spectral libraries. These metabolites were derived from over 200 putative parent compounds of exogenous and endogenous sources, such as dietary compounds, benzene/monocyclic substituted aromatics, pharmaceuticals, polycyclic aromatic hydrocarbons, bile acids/bile salts, and 4-hydroxyalkenals associated with lipid peroxidation process. Further, we performed statistical analyses on 214 metabolites found in more than 75% of samples to examine the association between metabolites and demographic characteristics using integrated network analysis, principal component analysis (PCA), and multivariable linear regression models. The network analysis revealed four distinct communities of 37 positively correlated metabolites, and the PCA (using the 37 metabolites) presented 4 principal components that meaningfully explained at least 80% of the variance in the data. The multivariable linear regression models showed some positive and negative associations between metabolite profiles and certain demographic variables (e.g., age, sex, race, education, income, and tobacco use).
Collapse
Affiliation(s)
- Jin Y Chen
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States.
| | - Saurin R Sutaria
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States; Bellarmine University, Louisville, KY 40205, United States.
| | - Zhengzhi Xie
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States.
| | - Manjiri Kulkarni
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States.
| | - Rachel J Keith
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States.
| | - Aruni Bhatnagar
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States.
| | - Clara G Sears
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States.
| | - Pawel Lorkiewicz
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States.
| | - Sanjay Srivastava
- Christina Lee Brown Envirome Institute, University of Louisville, Louisville, KY 40202, United States; Superfund Research Center, University of Louisville, Louisville, KY 40202, United States; American Heart Association-Tobacco Regulation and Addiction Center, University of Louisville, Louisville, KY 40202, United States; Division of Environmental Medicine, Department of Medicine, University of Louisville, Louisville, KY 40202, United States.
| |
Collapse
|
2
|
Sun X, Zhang Z, Ren J, Pei H, Liu J, Yin B, Zhang C, Wen R, Qiao S, Wang Z, Ma Y. Association Between Volatile Organic Compounds and Circadian Syndrome Among Pre- and Postmenopausal Women. TOXICS 2025; 13:328. [PMID: 40423407 DOI: 10.3390/toxics13050328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2025] [Revised: 04/21/2025] [Accepted: 04/21/2025] [Indexed: 05/28/2025]
Abstract
Air pollution is closely associated with the development of multiple metabolic diseases. Circadian syndrome (CircS), as an extended concept of metabolic syndrome (MetS), has been proven to be a better predictor of metabolic diseases than MetS. However, the relationship between volatile organic compounds (VOCs) and CircS in pre- and postmenopausal women remains unclear. This study used data from the National Health and Nutrition Examination Survey (NHANES) 2011-2020, including 520 premenopausal women and 531 postmenopausal women. Generalized linear model (GLM), restricted cubic spline (RCS) model, subgroup analyses, and weighted quantile sum (WQS) model were used to assess the relationship between VOCs and CircS. In addition, sensitivity analyses were performed to evaluate the robustness of the results. Our findings showed that seven VOC metabolites were positively associated with the risk of CircS in postmenopausal women. In premenopausal women, only two VOC metabolites were positively associated with the risk of CircS. The WQS analysis further confirmed that VOC mixtures selected by a least absolute shrinkage and selection operator (LASSO) were significantly associated with an increased risk of CircS in postmenopausal women, with HPMMA identified as the primary contributor to the combined effect. This association was not evident in premenopausal women. Meanwhile, in postmenopausal women, individual urinary VOC metabolites and VOC mixtures were observed to be positively associated with elevated glucose and short sleep. Our results highlighted that VOC exposure was strongly associated with the occurrence of CircS in postmenopausal women. Further research is needed to confirm this conclusion.
Collapse
Affiliation(s)
- Xiaoya Sun
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Zhenao Zhang
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Jingyi Ren
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Huanting Pei
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Jie Liu
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Bowen Yin
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Chongyue Zhang
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Rui Wen
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Simeng Qiao
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Ziyi Wang
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Yuxia Ma
- Hebei Key Laboratory of Environment and Human Health, Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| |
Collapse
|
3
|
Tang W, Chen T, Luo Z, Chen J. Association between urinary volatile organic compound metabolites and sarcopenia in the US general population: a cross-sectional NHANES study from 2011 to 2018. Sci Rep 2025; 15:10735. [PMID: 40155648 PMCID: PMC11953313 DOI: 10.1038/s41598-025-94622-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Accepted: 03/17/2025] [Indexed: 04/01/2025] Open
Abstract
Volatile organic compound (VOC) is a prevalent form of pollutant that has been linked to various human ailments, yet their connection to sarcopenia remains uncertain. This study seeks to examine the potential association between exposure to mixtures of metabolites of volatile organic compounds (mVOCs) and sarcopenia, while also investigating the potential mediating effects of oxidative stress and inflammation. Data from the 2011-2018 National Health and Nutrition Examination Survey (NHANES) were utilized for the analysis of the relationship between mVOCs and sarcopenia through logistic regression. The least absolute shrinkage and selection operator (LASSO) regression model was employed to identify key mVOCs, while the quantile-g computation model (qgcomp) and bayesian kernel machine regression (BKMR) models were utilized to examine the association between mVOC mixtures and sarcopenia. Potential mediating factors were explored through mediating analysis. Of the 2908 participants included in the study, 246 individuals (8.5%) were found to have sarcopenia. Logistic regression analysis revealed that five urinary VOC metabolites were positively correlated with an increased risk of sarcopenia. The key mVOCs identified through the LASSO method were further analyzed using qgcomp, which showed a 47% average increase in the risk of sarcopenia when exposed to a mixture of mVOCs (OR = 1.47, 95% CI 1.14-1.91). Four mVOCs components (DHBMA, 3HPMA, ATCA and 3,4MHA) have the largest weight. The BKMR results further confirm this joint association. Furthermore, Mediation analysis revealed that inflammation and oxidative stress mediate the relationship between exposure to mVOCs and sarcopenia. In conclusion, our study provides evidence suggesting that VOC exposure is linked to a heightened risk of sarcopenia, with inflammation and oxidative stress potentially serving as mediators in this relationship. It is recommended that additional cohort studies be conducted to validate these findings.
Collapse
Affiliation(s)
- Wei Tang
- Department of Nephrology, The Second Xiangya Hospital of Central South University, Changsha, 410011, China
- Hunan Key Laboratory of Kidney Disease and Blood Purification, The Second Xiangya Hospital of Central South University, Changsha, 410011, China
| | - Tuotuo Chen
- Department of Emergency Medicine, The Second Xiangya Hospital of Central South University, Changsha, 410011, China
| | - Zixuan Luo
- Department of Nephrology, The Second Xiangya Hospital of Central South University, Changsha, 410011, China
- Hunan Key Laboratory of Kidney Disease and Blood Purification, The Second Xiangya Hospital of Central South University, Changsha, 410011, China
| | - Junxiang Chen
- Department of Nephrology, The Second Xiangya Hospital of Central South University, Changsha, 410011, China.
- Hunan Key Laboratory of Kidney Disease and Blood Purification, The Second Xiangya Hospital of Central South University, Changsha, 410011, China.
| |
Collapse
|
4
|
Wang L, Du J, Wu X, Gan Z. Assessing the impact of volatile organic compounds on cardiovascular health: Insights from the National Health and Nutrition Examination Survey 2011-2020. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2025; 293:118050. [PMID: 40101592 DOI: 10.1016/j.ecoenv.2025.118050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/19/2024] [Revised: 03/06/2025] [Accepted: 03/10/2025] [Indexed: 03/20/2025]
Abstract
Volatile organic compounds (VOCs) are environmental pollutants that may negatively impact cardiovascular health. This study investigates the association between VOC mixtures, measured through urinary VOC metabolites (VOCMs), and cardiovascular health using Life's Essential 8 (LE8) scores. Data from the National Health and Nutrition Examination Survey (NHANES) 2011-2020 were analyzed for 2967 adults aged 20-79 years. Multiple statistical methods, including correlation analysis, variance inflation factor (VIF) analysis, quantile g-computation (q-gcomp), and Bayesian kernel machine regression (BKMR), were applied to assess the association between VOCMs and LE8 scores. Sensitivity analyses were conducted with different random seeds and subsampling techniques to confirm robustness. Correlation and VIF analyses revealed strong collinearity among VOCMs, highlighting the need for advanced models. Survey-weighted regression indicated that lower VOC exposure was associated with better cardiovascular health. Q-gcomp identified both positive and negative associations between individual VOCMs and LE8 scores, with some unexpected positive associations. BKMR highlighted the complex mixture effects of VOCMs on cardiovascular health. Sensitivity analyses confirmed the consistency of these findings. This study underscores the intricate relationship between VOC exposure and cardiovascular health and the necessity of advanced statistical methods for mixture analysis. Despite some unexpected findings, the results suggest that VOC exposure, as reflected by urinary VOCMs, is associated with adverse cardiovascular health outcomes. Further research is needed to clarify the biological mechanisms and implications of these associations.
Collapse
Affiliation(s)
- Lina Wang
- Department of Neurology, Xi'an No.9 Hospital, Xi'an, Shaanxi 710052, China; Translational Medicine Center, Xi'an No.9 Hospital, Xi'an, Shaanxi 710052, China.
| | - Jianqiang Du
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China
| | - Xiaoming Wu
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China
| | - Zhenhai Gan
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, Shaanxi 710049, China
| |
Collapse
|
5
|
Martin SS, Aday AW, Allen NB, Almarzooq ZI, Anderson CAM, Arora P, Avery CL, Baker-Smith CM, Bansal N, Beaton AZ, Commodore-Mensah Y, Currie ME, Elkind MSV, Fan W, Generoso G, Gibbs BB, Heard DG, Hiremath S, Johansen MC, Kazi DS, Ko D, Leppert MH, Magnani JW, Michos ED, Mussolino ME, Parikh NI, Perman SM, Rezk-Hanna M, Roth GA, Shah NS, Springer MV, St-Onge MP, Thacker EL, Urbut SM, Van Spall HGC, Voeks JH, Whelton SP, Wong ND, Wong SS, Yaffe K, Palaniappan LP. 2025 Heart Disease and Stroke Statistics: A Report of US and Global Data From the American Heart Association. Circulation 2025; 151:e41-e660. [PMID: 39866113 DOI: 10.1161/cir.0000000000001303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/28/2025]
Abstract
BACKGROUND The American Heart Association (AHA), in conjunction with the National Institutes of Health, annually reports the most up-to-date statistics related to heart disease, stroke, and cardiovascular risk factors, including core health behaviors (smoking, physical activity, nutrition, sleep, and obesity) and health factors (cholesterol, blood pressure, glucose control, and metabolic syndrome) that contribute to cardiovascular health. The AHA Heart Disease and Stroke Statistical Update presents the latest data on a range of major clinical heart and circulatory disease conditions (including stroke, brain health, complications of pregnancy, kidney disease, congenital heart disease, rhythm disorders, sudden cardiac arrest, subclinical atherosclerosis, coronary heart disease, cardiomyopathy, heart failure, valvular disease, venous thromboembolism, and peripheral artery disease) and the associated outcomes (including quality of care, procedures, and economic costs). METHODS The AHA, through its Epidemiology and Prevention Statistics Committee, continuously monitors and evaluates sources of data on heart disease and stroke in the United States and globally to provide the most current information available in the annual Statistical Update with review of published literature through the year before writing. The 2025 AHA Statistical Update is the product of a full year's worth of effort in 2024 by dedicated volunteer clinicians and scientists, committed government professionals, and AHA staff members. This year's edition includes a continued focus on health equity across several key domains and enhanced global data that reflect improved methods and incorporation of ≈3000 new data sources since last year's Statistical Update. RESULTS Each of the chapters in the Statistical Update focuses on a different topic related to heart disease and stroke statistics. CONCLUSIONS The Statistical Update represents a critical resource for the lay public, policymakers, media professionals, clinicians, health care administrators, researchers, health advocates, and others seeking the best available data on these factors and conditions.
Collapse
|
6
|
Zhang Z, Liang X, Lin K, Deng Y, Liang Y. Volatile organic compounds exposure associated with skin cancer among U. S. adults: results from NHANES 2011-2018. Arch Dermatol Res 2025; 317:401. [PMID: 39951040 DOI: 10.1007/s00403-025-03954-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2024] [Revised: 01/06/2025] [Accepted: 02/03/2025] [Indexed: 05/09/2025]
Abstract
Skin cancer, including melanoma, squamous cell carcinoma, and basal cell carcinoma, ranks as the fifth most common cancer globally. It exhibits a high incidence rate, with men being more susceptible, particularly as they age, making middle-aged and older men a high-risk group. This study analyzed data from the National Health and Nutrition Examination Survey (NHANES) from 2011 to 2018 to investigate the relationship between skin cancer and 15 urinary volatile organic compounds (VOC). VOC are a class of gases that are volatile at room temperature and atmospheric pressure, with carbon as the main structural atom. We used binary logistic regression to comprehensively assess the potential association between each urinary VOC exposure and skin cancer, while weighted quantile sum regression was employed to explore the associations of mixed co-exposures. Specific VOC, notably mercapturic acid (MA), showed significant correlations with skin cancer risk, particularly in females. Our research presents a comprehensive assessment of the link between VOC and skin cancer, aiming to provide a scientific basis for understanding the correlation between VOC and skin cancer within human populations.
Collapse
Affiliation(s)
- Zhiwen Zhang
- Dermatology Hospital, Southern Medical University, Guangzhou, China
| | - Xiaofeng Liang
- Dermatology Hospital, Southern Medical University, Guangzhou, China
| | - Kefan Lin
- Dermatology Hospital, Southern Medical University, Guangzhou, China
| | - Ying Deng
- Department of Epidemiology, School of Public Health, Southern Medical University, Guangzhou, China
| | - Yunsheng Liang
- Dermatology Hospital, Southern Medical University, Guangzhou, China.
| |
Collapse
|
7
|
McGraw KE, Domingo-Relloso A, Riggs DW, Medgyesi DN, Neupane R, Stingone JA, Sanchez TR. Exposure to Volatile Organic Compounds and Blood Pressure in NHANES 2011 to 2018. Hypertension 2025; 82:136-148. [PMID: 39534964 PMCID: PMC11655251 DOI: 10.1161/hypertensionaha.124.23695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Accepted: 10/29/2024] [Indexed: 11/16/2024]
Abstract
BACKGROUND Volatile organic compounds (VOCs) are ubiquitous environmental pollutants. Exposure to VOCs is associated with cardiovascular disease risk factors, including elevated blood pressure in susceptible populations. However, research in the general population, particularly among nonsmoking adults, is limited. We hypothesized that higher VOC exposure is associated with higher blood pressure and hypertension, among nonsmokers. METHODS We included 4 cycles of data (2011-2018) of nonsmoking adults (n=4430) from the National Health and Nutrition Examination Survey. Urinary VOC metabolites were measured by ultraperformance liquid chromatography-mass spectrometry, adjusted for urine dilution, and log-transformed. We estimated mean differences in blood pressure using linear models and prevalence ratio of stage 2 hypertension using modified Poisson models with robust standard errors. Models were adjusted for age, sex, race and ethnicity, education, body mass index, estimated glomerular filtration rate, and National Health and Nutrition Examination Survey cycle. RESULTS Participants were 54% female, with a median age of 48 years, 32.3% had hypertension, and 7.9% had diabetes. The mean differences (95% CI) in systolic blood pressure were 1.61 (0.07-3.15) and 2.46 (1.01-3.92) mm Hg when comparing the highest with the lowest quartile of urinary acrolein (N-acetyl-S-[2-carboxyethyl]-L-cysteine) and 1,3-butadiene (N-acetyl-S-[3,4-dihydroxybutyl]-L-cysteine) metabolites. The prevalence ratios for hypertension were 1.06 (95% CI, 1.02-1.09) and 1.05 (95% CI, 1.01-1.09) when comparing the highest with lowest quartiles of urinary acrolein (N-acetyl-S-[2-carboxyethyl]-L-cysteine) and 1,3-butadiene (N-acetyl-S-[3,4-dihydroxybutyl]-L-cysteine), respectively. CONCLUSIONS Exposure to VOCs may be a relevant yet understudied environmental contributor to cardiovascular disease risk in the nonsmoking, US population.
Collapse
Affiliation(s)
- Katlyn E. McGraw
- Columbia University Mailman School of Public Health, Department of Environmental Health Science, 722 W 168th St, New York, NY 10032
| | - Arce Domingo-Relloso
- Columbia University Mailman School of Public Health, Department of Environmental Health Science, 722 W 168th St, New York, NY 10032
| | - Daniel W. Riggs
- Christina Lee Browne Envirome Institute, University of Louisville, 322 W Muhammad Ali Blvd, Louisville, KY 40202
| | - Danielle N. Medgyesi
- Columbia University Mailman School of Public Health, Department of Environmental Health Science, 722 W 168th St, New York, NY 10032
| | - Raghavee Neupane
- Dr. Kiran C. Patel College of Osteopathic Medicine, Nova Southeastern University, 3200 S University Dr, Fort Lauderdale, FL 33328
| | - Jeanette A. Stingone
- Columbia University Mailman School of Public Health, Department of Epidemiology, 722 W 168th St, New York, NY 10032
| | - Tiffany R. Sanchez
- Columbia University Mailman School of Public Health, Department of Environmental Health Science, 722 W 168th St, New York, NY 10032
| |
Collapse
|
8
|
Mérida DM, Rey-García J, Moreno-Franco B, Guallar-Castillón P. Acrylamide Exposure and Cardiovascular Risk: A Systematic Review. Nutrients 2024; 16:4279. [PMID: 39770901 PMCID: PMC11677207 DOI: 10.3390/nu16244279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2024] [Revised: 12/02/2024] [Accepted: 12/03/2024] [Indexed: 01/30/2025] Open
Abstract
Background/Objectives: Acrylamide is a food contaminant formed during high-temperature cooking processes, leading to unintentional human exposure. Diet is the primary source for non-smokers, with potatoes, cereals, and coffee being the main contributors. While animal studies have demonstrated that acrylamide is neurotoxic, genotoxic, mutagenic, and cardiotoxic, its effects on human cardiovascular health remain poorly understood. This study aimed to evaluate the association between acrylamide exposure and cardiovascular risk. Methods: A comprehensive literature search was conducted across four databases without restrictions on publication year or language (last search: 1 July 2024). The risk of bias was assessed using the Joanna Briggs Institute critical appraisal tools. Results: In total, 28 studies were included, predominantly from the US NHANES sample and with cross-sectional designs. Higher acrylamide exposure was associated with an increased risk of cardiovascular mortality but was inversely associated with glucose and lipid levels, as well as key cardiovascular risk factors such as diabetes, obesity, and metabolic syndrome. Conversely, glycidamide-acrylamide's most reactive metabolite-was positively associated with elevated glucose and lipid levels, higher systolic blood pressure, and increased obesity prevalence. Conclusions: These findings suggest that the adverse cardiovascular effects of acrylamide may be mediated by its conversion to glycidamide. Further research is necessary to fully elucidate the impact of acrylamide on cardiovascular health. Meanwhile, public health efforts should continue to focus on mitigation strategies within the food industry and raising public awareness about exposure.
Collapse
Affiliation(s)
- Diana María Mérida
- Department of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, 28029 Madrid, Spain
- Department of Pharmacoepidemiology and Biostatistics, Fundación Teófilo Hernando, 28290 Las Rozas de Madrid, Spain
- CIBERESP (CIBER of Epidemiology and Public Health), 28029 Madrid, Spain
| | - Jimena Rey-García
- Department of Internal Medicine, Hospital Universitario Rey Juan Carlos, IIS-FJD, 28933 Móstoles, Spain
| | - Belén Moreno-Franco
- Instituto de Investigación Sanitaria Aragón, Hospital Universitario Miguel Servet, 50009 Zaragoza, Spain
- Department of Preventive Medicine and Public Health, Universidad de Zaragoza, 50009 Zaragoza, Spain
- CIBERCV (CIBER of Cardiovascular Diseases), 28029 Madrid, Spain
| | - Pilar Guallar-Castillón
- Department of Preventive Medicine and Public Health, School of Medicine, Universidad Autónoma de Madrid, 28029 Madrid, Spain
- CIBERESP (CIBER of Epidemiology and Public Health), 28029 Madrid, Spain
- IMDEA-Food Institute, CEI UAM+CSIC, Carretera de Cantoblanco 8, 28049 Madrid, Spain
| |
Collapse
|
9
|
Li C, Wang J, Wang L, Guo J, Li J, Li X, Li L, Zhang J, Suo X. Volatile organic compounds exposure in relation to glucose homeostasis and type 2 diabetes in older adults from the NHANES. Sci Rep 2024; 14:30075. [PMID: 39627441 PMCID: PMC11615312 DOI: 10.1038/s41598-024-81255-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2024] [Accepted: 11/25/2024] [Indexed: 12/06/2024] Open
Abstract
The impact of volatile organic compounds (VOCs) on type 2 diabetes (T2D) among older adults is unknown. The multiple linear regression model and the multiple binary logistic regression were used to evaluate the relationships between mVOCs and glucose homeostasis/T2D, respectively. Among the 19 mVOCs, the higher levels of urinary N-acetyl-S-(2-hydroxypropyl)-L-cysteine (2HPMA, compound CID:44146439) and N-acetyl-S-(2-hydroxypropyl)-L-cysteine (HPMMA, compound CID:107774684) were significantly associated with higher odds of T2D (OR = 1.16, 95% confidence interval [CI]:1.01-1.34 for 2HPMA; and OR = 1.27, 95% CI:1.04-1.54 for HPMMA). In addition, higher concentrations of multiple mVOCs in urine were significantly correlated with glucose homeostasis biomarkers, including 2HPMA and 2-thioxothiazolidine-4-carboxylic acid (TTCA, compound CID:3034757) with fasting glucose, HPMMA and mandelic acid (MA, compound CID:1292) with HbA1c, phenylglyoxylic acid (PGA, compound CID:11915) with serum insulin, HbA1c and HOMA-IR. Our findings suggested that exposure to VOCs were associated with increased odds of T2D in older adults, which might be mediated by impaired glucose homeostasis. Mitigating VOCs should be a necessary component of public health strategies aimed at reducing the burden of type 2 diabetes.
Collapse
Affiliation(s)
- Chenyang Li
- College of Geography and Environmental Science, Henan University, Kaifeng, 475004, Henan, China
- Henan Urban Plan and Design Institute Co., Ltd, Zhengzhou, 450044, China
| | - Jinjun Wang
- Henan Urban Plan and Design Institute Co., Ltd, Zhengzhou, 450044, China
| | - Lingling Wang
- The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450000, China
| | - Jing Guo
- Department of Nutrition and Food Hygiene, School of Public Health of Zhengzhou University, Zhengzhou, 450001, China
- Department of Kinesiology, School of Physical Education (Main Campus), Zhengzhou University, Zhengzhou, 450001, China
| | - Jinjie Li
- Centre for Nutritional Ecology and Centre for Sport Nutrition and Health, Zhengzhou University, Zhengzhou, 450001, China
| | - Xinxin Li
- Department of Nutrition and Food Hygiene, School of Public Health of Zhengzhou University, Zhengzhou, 450001, China
| | - Lifeng Li
- The First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450000, China
| | - Junxi Zhang
- NHC Key Laboratory of Birth Defects Prevention, Henan Key Laboratory of Population Defects Prevention, No. 26, Jingwu Road, Zhengzhou, 450002, Henan, China.
| | - Xiangying Suo
- Department of Epidemiology and Health Statistics, School of Public Health of Zhengzhou University, No.100, Science Avenue, Zhengzhou, 450001, Henan, China.
| |
Collapse
|
10
|
Fu Q, Wu Y, Zhu M, Xia Y, Yu Q, Liu Z, Ma X, Yang R. Identifying cardiovascular disease risk in the U.S. population using environmental volatile organic compounds exposure: A machine learning predictive model based on the SHAP methodology. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2024; 286:117210. [PMID: 39447292 DOI: 10.1016/j.ecoenv.2024.117210] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/06/2024] [Revised: 09/26/2024] [Accepted: 10/14/2024] [Indexed: 10/26/2024]
Abstract
BACKGROUND Cardiovascular disease (CVD) remains a leading cause of mortality globally. Environmental pollutants, specifically volatile organic compounds (VOCs), have been identified as significant risk factors. This study aims to develop a machine learning (ML) model to predict CVD risk based on VOC exposure and demographic data using SHapley Additive exPlanations (SHAP) for interpretability. METHODS We utilized data from the National Health and Nutrition Examination Survey (NHANES) from 2011 to 2018, comprising 5098 participants. VOC exposure was assessed through 15 urinary metabolite metrics. The dataset was split into a training set (70 %) and a test set (30 %). Six ML models were developed, including Random Forest (RF), Light Gradient Boosting Machine (LightGBM), Decision Tree (DT), Extreme Gradient Boosting (XGBoost), Multi-Layer Perceptron (MLP), and Support Vector Machines (SVM). Model performance was evaluated using the Area Under the Receiver Operating Characteristic Curve (AUROC), accuracy, balanced accuracy, F1 score, J-index, kappa, Matthew's correlation coefficient (MCC), positive predictive value (PPV), negative predictive value (NPV), sensitivity (sens), specificity (spec) and SHAP was applied to interpret the best-performing model. RESULTS The RF model exhibited the highest predictive performance with an ROC of 0.8143. SHAP analysis identified age and ATCA as the most significant predictors, with ATCA showing a protective effect against CVD, particularly in older adults and those with hypertension. The study found a significant interaction between ATCA levels and age, indicating that the protective effect of ATCA is more pronounced in older individuals due to increased oxidative stress and inflammatory responses associated with aging. E-values analysis suggested robustness to unmeasured confounders. CONCLUSIONS This study is the first to utilize VOC exposure data to construct an ML model for predicting CVD risk. The findings highlight the potential of combining environmental exposure data with demographic information to enhance CVD risk prediction, supporting the development of personalized prevention and intervention strategies.
Collapse
Affiliation(s)
- Qingan Fu
- Cardiovascular medicine department, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China
| | - Yanze Wu
- Department of Neurosurgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang, Jiangxi 330006, China
| | - Min Zhu
- Gastroenterology Department, The First People's Hospital of Xiushui County, Jiujiang, Jiangxi, China
| | - Yunlei Xia
- Cardiovascular medicine department, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China
| | - Qingyun Yu
- Cardiovascular medicine department, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China
| | - Zhekang Liu
- Rheumatology and immunology department, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China
| | - Xiaowei Ma
- Cardiovascular medicine department, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China
| | - Renqiang Yang
- Cardiovascular medicine department, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China.
| |
Collapse
|
11
|
Ni J, Song W, Wang K, Mao W, Wang G, Peng B. Identifying effects of volatile organic compounds exposure on kidney stone prevalence in U.S. adults: a cross-sectional analysis of NHANES 2007-2020. BMC Public Health 2024; 24:2727. [PMID: 39375640 PMCID: PMC11460169 DOI: 10.1186/s12889-024-20251-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2024] [Accepted: 10/01/2024] [Indexed: 10/09/2024] Open
Abstract
OBJECTIVE Our aim was to comprehensively investigate the relationship between blood volatile organic compounds (VOCs) and kidney stone prevalence for U.S. adults. METHODS In this cross-sectional study, 10,052 participants from the 2007-2020 National Health and Nutrition Examination Survey (NHANES) were included. Multivariate logistic regression model was employed to investigate the association between 9 blood VOCs and kidney stones. We explored the dose-response relationship between blood VOCs and kidney stones using restricted cubic spline (RCS) analysis. Additionally, weighted quantile sum (WQS) regression model was performed to assess the overall association of 9 blood VOCs with kidney stones. Finally, subgroup analyses were conducted to identify the findings in different populations at high prevalence. RESULTS Logistic regression analysis and dose-response risk curves revealed that blood benzene (aOR = 1.308, 95% CI: 1.118-1.530, P = 0.001), blood ethylbenzene (aOR = 1.280, 95% CI: 1.054-1.554, P = 0.013), blood m-/p-xylene (aOR = 1.187, 95% CI: 1.008-1.398, P = 0.040), blood 2,5-dimethylfuran (aOR = 1.319, 95% CI: 1.135-1.533, P < 0.001) and blood furan (aOR = 1.698, 95% CI: 1.305-2.209, P < 0.001) were positively associated with the prevalence of kidney stones. WQS regression analysis revealed that exposure to mixed blood VOCs was positively correlated with kidney stone prevalence (OR = 1.34, 95% CI: 1.14-1.57), with furans carrying the greatest weight. Subgroup analyses suggested that kidney stones were more susceptible to the effects of blood VOCs in young and middle-aged, female, overweight and obese, non-hypertensive, and non-diabetic populations. CONCLUSIONS In this study, the results indicated that high VOC exposure was positively and independently associated with kidney stones in U.S. adults. This finding highlighted the need for public health strategies to reduce VOC exposure and its role in kidney stone prevention and treatment.
Collapse
Affiliation(s)
- Jinliang Ni
- Department of Urology, Shanghai Putuo District People's Hospital, School of Medicine, Tongji University, Shanghai, 200060, China
- Department of Urology, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, 301 Yanchang Road, Jing'an District, Shanghai, 200072, P.R. China
| | - Wei Song
- Department of Urology, Shanghai Putuo District People's Hospital, School of Medicine, Tongji University, Shanghai, 200060, China
- Department of Urology, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, 301 Yanchang Road, Jing'an District, Shanghai, 200072, P.R. China
| | - Keyi Wang
- Department of Urology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Weipu Mao
- Department of Urology, Affiliated Zhongda Hospital of Southeast University, 87 Dingjiaqiao, Gulou District, Nanjing, 210009, China.
| | - Guangchun Wang
- Department of Urology, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, 301 Yanchang Road, Jing'an District, Shanghai, 200072, P.R. China.
| | - Bo Peng
- Department of Urology, Shanghai Putuo District People's Hospital, School of Medicine, Tongji University, Shanghai, 200060, China.
- Department of Urology, Shanghai Tenth People's Hospital, School of Medicine, Tongji University, 301 Yanchang Road, Jing'an District, Shanghai, 200072, P.R. China.
| |
Collapse
|
12
|
Xu J, Shi Y, He G, Guo Y, Ruan Y, Hu J, Zhu Q, Chen Z, Liang S, Zheng Y, Huang Z, Yu S, Zhu R, Dong X, Wu F, Ma W, Liu T. Effects of Long-Term Exposure to Ambient Formaldehyde on Hypertension and Angina Pectoris Symptoms: Evidence From the WHO SAGE Cohort Study. J Am Heart Assoc 2024; 13:e035341. [PMID: 39291508 DOI: 10.1161/jaha.124.035341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2024] [Accepted: 08/13/2024] [Indexed: 09/19/2024]
Abstract
BACKGROUND We aimed to investigate the associations of long-term exposure to ambient formaldehyde with hypertension and angina pectoris symptoms in Chinese adults. METHODS AND RESULTS Participants' information was obtained from the WHO SAGE (World Health Organization Study on Global Aging and Adult Health) study. The Cox proportional hazards regression model was applied to estimate the associations of formaldehyde with hypertension and angina pectoris symptoms. Mediating effect analysis was used to investigate the mediating effect of hypertension between formaldehyde exposure and angina pectoris symptoms. Long-term exposure to formaldehyde was positively associated with the risk of angina pectoris symptoms (hazard ratio [HR], 1.66 [95% CI, 1.29-2.13], per interquartile range [IQR], 3.33, 1015 molecules/cm2) and hypertension (HR, 1.17 [95% CI, 1.02-1.34], per IQR, 3.34, 1015 molecules/cm2). The associations between formaldehyde and angina pectoris symptoms were greater in participants aged ≥65 years (HR, 1.90 [95% CI, 1.29-2.80]) and in rural areas (HR, 2.71 [95% CI, 1.54-4.77]), whereas the associations of formaldehyde with hypertension were stronger in men (HR, 1.27 [95% CI, 1.02-1.58]), rural areas (HR, 1.22 [95% CI, 0.94-1.59]), and in ever smokers (HR, 1.33 [95% CI, 1.02-1.72]). The mediation effect analysis indicated that 18.44% (95% CI, 2.17-37.65) of the association between formaldehyde exposure and angina pectoris symptoms was mediated by hypertension. CONCLUSIONS Long-term exposure to ambient formaldehyde was positively associated with hypertension and angina pectoris symptoms. The effects of formaldehyde may be modified by age, sex, urbanicity, and smoking status. Hypertension might play a mediating effect in formaldehyde-induced angina pectoris symptoms.
Collapse
Affiliation(s)
- Jiahong Xu
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Yan Shi
- Shanghai Municipal Centre for Disease Control and Prevention Shanghai China
| | - Guanhao He
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Yanfei Guo
- Shanghai Municipal Centre for Disease Control and Prevention Shanghai China
| | - Ye Ruan
- Shanghai Municipal Centre for Disease Control and Prevention Shanghai China
| | - Jianxiong Hu
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Qijiong Zhu
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Zhiqing Chen
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Shuru Liang
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Yuan Zheng
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Zhongguo Huang
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Siwen Yu
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
| | - Ruotong Zhu
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
| | - Xiaomei Dong
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
| | - Fan Wu
- Department of Epidemiology, School of Public Health Fudan University Shanghai China
- Shanghai Institute of Infectious Disease and Biosecurity Fudan University Shanghai China
| | - Wenjun Ma
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control(Jinan University) Ministry of Education Guangzhou China
| | - Tao Liu
- Department of Public Health and Preventive Medicine, School of Medicine Jinan University Guangzhou China
- China Greater Bay Area Research Center of Environmental Health, School of Medicine Jinan University Guangzhou China
- Key Laboratory of Viral Pathogenesis & Infection Prevention and Control(Jinan University) Ministry of Education Guangzhou China
| |
Collapse
|
13
|
Ren J, Sun X, Zhang Z, Pei H, Zhang Y, Wen R, Qiao S, Wang Z, Zhang W, Zuo J, Ma Y. Exposure to volatile organic compounds and growth indicators in adolescents: Unveiling the association and potential intervention strategies. JOURNAL OF HAZARDOUS MATERIALS 2024; 477:135422. [PMID: 39106727 DOI: 10.1016/j.jhazmat.2024.135422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 07/31/2024] [Accepted: 08/01/2024] [Indexed: 08/09/2024]
Abstract
Environmental pollutant is considered to be one of the important factors affecting adolescent growth. However, the effects of volatile organic compounds (VOCs) exposure on adolescent growth have not been assessed. Data from the National Health and Nutrition Examination Survey (NHANES) 2011-2018 was used to examine the associations between VOCs exposure and adolescent growth indicators through three statistical models. The mediating effect of bone mineral density (BMD) on these associations was examined. The potential pathways and key targets were identified by the network pharmacology analysis methods. This study included 746 adolescents. Three statistical methods consistently showed a negative correlation between VOCs exposure and adolescent growth indicators. Furthermore, BMD mediated the relationship between VOCs exposure and adolescent growth indicators, with mediated proportion ranging from 4.3 % to 53.4 %. Network pharmacology analysis found a significant enrichment in IL-17 signaling pathway. Moreover, the adverse effects of VOCs exposure on adolescent growth were observed to significantly attenuate in adolescents with high serum vitamin D levels. Our results suggested that VOCs exposure was an adverse factor affecting adolescent growth, with BMD playing a significant regulatory role, and IL-17 signaling pathway was the underlying mechanism. Vitamin D supplementation may be a viable strategy to prevent VOCs exposure from affecting adolescent growth.
Collapse
Affiliation(s)
- Jingyi Ren
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Xiaoya Sun
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Zhenao Zhang
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Huanting Pei
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Yadong Zhang
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Rui Wen
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Simeng Qiao
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Zidan Wang
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Weican Zhang
- Undergraduate of College of Public Health, Hebei Medical University, Shijiazhuang 050017, China
| | - Jinshi Zuo
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China
| | - Yuxia Ma
- Department of Nutrition and Food Hygiene, School of Public Health, Hebei Medical University, Hebei Key Laboratory of Environment and Human Health, Shijiazhuang 050017, China.
| |
Collapse
|
14
|
McGraw KE, Domingo-Relloso A, Riggs DW, Medgyesi DN, Neupane R, Stingone JA, Sanchez TR. Urinary Volatile Organic Compound Metabolites are Associated with High Blood Pressure Among Non-smoking Participants in the National Health and Nutrition Examination Survey (2011-2018). MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.07.18.24310671. [PMID: 39072015 PMCID: PMC11275677 DOI: 10.1101/2024.07.18.24310671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/30/2024]
Abstract
Background Volatile organic compounds (VOCs) are ubiquitous environmental pollutants. Exposure to VOCs is associated with cardiovascular disease (CVD) risk factors, including elevated blood pressure (BP) in susceptible populations. However, research in the general population, particularly among non-smoking adults, is limited. We hypothesized that higher VOC exposure is associated with higher BP and hypertension, among non-smokers. Methods We included four cycles of data (2011-2018) of non-smoking adults (n=4,430) from the National Health and Nutrition Examination Survey (NHANES). Urinary VOC metabolites were measured by ultra-performance liquid chromatography-mass spectrometry, adjusted for urine dilution, and log-transformed. We estimated mean differences in BP using linear models and prevalence ratio of stage 2 hypertension using modified Poisson models with robust standard errors. Models were adjusted for age, sex, race and ethnicity, education, body mass index, estimated glomerular filtration rate and NHANES cycle. Results Participants were 54% female, with a median age of 48 years, 32.3% had hypertension, and 7.9% had diabetes. The mean differences (95% CI) in systolic BP were 1.61 (0.07, 3.15) and 2.46 (1.01, 3.92) mmHg when comparing the highest to lowest quartile of urinary acrolein (CEMA) and 1,3-butadiene (DHBMA) metabolites. The prevalence ratios (PR) for hypertension were 1.06 (1.02, 1.09) and 1.05 (1.01, 1.09) when comparing the highest to lowest quartiles of urinary acrolein (CEMA) and 1,3-butadiene (DHBMA), respectively. Conclusions Exposure to VOCs may be relevant yet understudied environmental contributors to CVD risk in the non-smoking, US population.
Collapse
Affiliation(s)
- Katlyn E. McGraw
- Columbia University Mailman School of Public Health, Department of Environmental Health Science, 722 W 168th St, New York, NY 10032
| | - Arce Domingo-Relloso
- Columbia University Mailman School of Public Health, Department of Environmental Health Science, 722 W 168th St, New York, NY 10032
| | - Daniel W. Riggs
- Christina Lee Browne Envirome Institute University of Louisville, 322 W Muhammad Ali Blvd, Louisville, KY 40202
| | - Danielle N. Medgyesi
- Columbia University Mailman School of Public Health, Department of Environmental Health Science, 722 W 168th St, New York, NY 10032
| | - Raghavee Neupane
- Dr. Kiran C. Patel College of Osteopathic Medicine, Nova Southeastern University, 3200 S University Dr, Fort Lauderdale, FL 33328
| | - Jeanette A. Stingone
- Columbia University Mailman School of Public Health, Department of Epidemiology, 722 W 168th St, New York, NY 10032
| | - Tiffany R. Sanchez
- Columbia University Mailman School of Public Health, Department of Environmental Health Science, 722 W 168th St, New York, NY 10032
| |
Collapse
|
15
|
Feng X, Qiu F, Zheng L, Zhang Y, Wang Y, Wang M, Xia H, Tang B, Yan C, Liang R. Exposure to volatile organic compounds and mortality in US adults: A population-based prospective cohort study. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 928:172512. [PMID: 38636853 DOI: 10.1016/j.scitotenv.2024.172512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Revised: 03/25/2024] [Accepted: 04/14/2024] [Indexed: 04/20/2024]
Abstract
Volatile organic compounds (VOCs) are ubiquitous in both indoor and outdoor environments. Evidence on the associations of individual and joint VOC exposure with all-cause and cause-specific mortality is limited. Measurements of 15 urinary VOC metabolites were available to estimate exposure to 12 VOCs in the National Health and Nutritional Examination Survey (NHANES) 2005-2006 and 2011-2018. The environment risk score (ERS) was calculated using LASSO regression to reflect joint exposure to VOCs. Follow-up data on death were obtained from the NHANES Public-Use Linked Mortality File through December 31, 2019. Cox proportional hazard models and restricted cubic spline models were applied to evaluate the associations of individual and joint VOC exposures with all-cause and cause-specific mortality. Population attributable fractions were calculated to assess the death burden attributable to VOC exposure. During a median follow-up of 6.17 years, 734 (8.34 %) deaths occurred among 8799 adults. Urinary metabolites of acrolein, acrylonitrile, 1,3-butadiene, and ethylbenzene/styrene were significantly associated with all-cause, cardiovascular disease (CVD), respiratory disease (RD), and cancer mortality in a linear dose-response manner. Linear and robust dose-response relationships were also observed between ERS and all-cause and cause-specific mortality. Each 1-unit increase in ERS was associated with a 33.6 %, 39.1 %, 109.8 %, and 67.8 % increase for all-cause, CVD, RD, and cancer mortality risk, respectively. Moreover, joint exposure to VOCs contributed to 17.95 % of all-cause deaths, 13.49 % of CVD deaths, 35.65 % of RD deaths, and 33.85 % of cancer deaths. Individual and joint exposure to VOCs may enhance the risk of all-cause and cause-specific mortality. Reducing exposure to VOCs may alleviate the all-cause and cause-specific death burden.
Collapse
Affiliation(s)
- Xiaobing Feng
- Department of Medical Records Statistics, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430016, China
| | - Feng Qiu
- Department of Occupational and Environmental Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China; Key Laboratory of Environment and Health, Ministry of Education & Ministry of Environmental Protection, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Ling Zheng
- Department of Medical Records Statistics, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430016, China
| | - Yue Zhang
- Department of Medical Records Statistics, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430016, China
| | - Yuji Wang
- Department of Medical Records Statistics, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430016, China
| | - Min Wang
- Department of Medical Records Statistics, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430016, China
| | - Han Xia
- Department of Medical Records Statistics, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430016, China
| | - Bingrong Tang
- Department of Medical Records Statistics, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430016, China
| | - Chunxiang Yan
- Department of Medical Records Statistics, Wuhan Children's Hospital (Wuhan Maternal and Child Health Care Hospital), Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430016, China.
| | - Ruyi Liang
- Department of Occupational and Environmental Health, School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China; Key Laboratory of Environment and Health, Ministry of Education & Ministry of Environmental Protection, State Key Laboratory of Environmental Health (Incubating), School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
| |
Collapse
|
16
|
Han S, Xie M, Cheng S, Han Y, Li P, Guo J. Associations between specific volatile organic chemical exposures and cardiovascular disease risks: insights from NHANES. Front Public Health 2024; 12:1378444. [PMID: 38846604 PMCID: PMC11153666 DOI: 10.3389/fpubh.2024.1378444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 05/06/2024] [Indexed: 06/09/2024] Open
Abstract
Introduction An increasing body of research has demonstrated a correlation between pollutants from the environment and the development of cardiovascular diseases (CVD). However, the impact of volatile organic chemicals (VOC) on CVD remains unknown and needs further investigation. Objectives This study assessed whether exposure to VOC was associated with CVD in the general population. Methods A cross-sectional analysis was conducted utilizing data from five survey cycles (2005-2006, 2011-2012, 2013-2014, 2015-2016, and 2017-2018) of the National Health and Nutrition Examination Survey (NHANES) program. We analyzed the association between urinary VOC metabolites (VOCs) and participants by multiple logistic regression models, further Bayesian Kernel Machine Regression (BKMR) models and Weighted Quantile Sum (WQS) regression were performed for mixture exposure analysis. Results Total VOCs were found to be positively linked with CVD in multivariable-adjusted models (p for trend = 0.025), independent of established CVD risk variables, such as hypertension, diabetes, drinking and smoking, and total cholesterol levels. Compared with the reference quartile of total VOCs levels, the multivariable-adjusted odds ratios in increasing quartiles were 1.01 [95% confidence interval (CI): 0.78-1.31], 1.26 (95% CI: 1.05-1.21) and 1.75 (95% CI: 1.36-1.64) for total CVD. Similar positive associations were found when considering individual VOCs, including AAMA, CEMA, CYMA, 2HPMA, 3HPMA, IPM3 and MHBMA3 (acrolein, acrylamide, acrylonitrile, propylene oxide, isoprene, and 1,3-butadiene). In BKMR analysis, the overall effect of a mixture is significantly related to VOCs when all chemicals reach or exceed the 75th percentile. Moreover, in the WQS models, the most influential VOCs were found to be CEMA (40.30%), DHBMA (21.00%), and AMCC (19.70%). Conclusion The results of our study indicated that VOC was all found to have a significant association with CVD when comparing results from different models. These findings hold significant potential for public health implications and offer valuable insights for future research directions.
Collapse
Affiliation(s)
- Shaojie Han
- The First Clinical Medical College, Jinan University, Guangzhou, China
- Department of Cardiology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Min Xie
- Department of Cardiology, Seventh People’s Hospital of Chengdu, Chengdu, China
| | - Siyuan Cheng
- The First Clinical Medical College, Jinan University, Guangzhou, China
- Department of Cardiology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Yuchen Han
- The First Clinical Medical College, Jinan University, Guangzhou, China
- Department of Cardiology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Panpan Li
- The First Clinical Medical College, Jinan University, Guangzhou, China
- Department of Cardiology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| | - Jun Guo
- The First Clinical Medical College, Jinan University, Guangzhou, China
- Department of Cardiology, The First Affiliated Hospital of Jinan University, Guangzhou, China
| |
Collapse
|
17
|
Tang L, Liu M, Tian J. Volatile organic compounds exposure associated with depression among U.S. adults: Results from NHANES 2011-2020. CHEMOSPHERE 2024; 349:140690. [PMID: 37995973 DOI: 10.1016/j.chemosphere.2023.140690] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Revised: 10/18/2023] [Accepted: 11/09/2023] [Indexed: 11/25/2023]
Abstract
Volatile organic compounds (VOCs) are important contributors to air pollution. VOCs exposure was associated with various human diseases. Depression is one of the most prevalent mental disorders and poses a serious mental health burden. Although VOCs are neurotoxic and can damage the central nervous system, the association between VOCs exposure and depression remains obscure. Based on data from the National Health and Nutrition Examination Survey, we included 5676 adult individuals and 15 major components of urinary volatile organic compound metabolites (mVOCs). We comprehensively evaluated the potential association between each single urinary mVOC exposure and depressive symptoms using binary logistic and restricted cubic spline regression, whereas the weighted quantile sum regression and least absolute shrinkage and selection operator regression model were used to explore the mixture co-exposure association. The results indicated significantly higher mean concentrations of the 11 urinary mVOC components in the depression group than that in the non-depression group. And 12 mVOC components had a significantly positive association with depression. The overall effect of all 15 mVOCs components was also significantly positive. The corresponding odds ratio was 1.56 (95%CI: 1.2-2.03) in the categorical variable model and the regression coefficient was 0.36 (95%CI: 0.12-0.6) in the numerical variable model. Five urinary mVOCs (URXCYM, URXPHG, URX34 M, URXMB3, and URXAMC) were identified as the most relevant components associated with depression, with 89.06% total weights in the categorical variable model and 89.39% in the numerical variable model. The mVOCs were the biomarkers of VOCs, their concentrations in urine could specifically represent the contents of their metabolic parents in the human body. Considering that the metabolic parents of the above five mVOCs were predominantly acrylonitrile, toluene, styrene, acrylamide, 1,3-Butadiene, and xylenes, our results further indicated that exposure to these VOCs was closely related to depression, and more attention should be paid to the mental health risks of VOCs exposure.
Collapse
Affiliation(s)
- Liwei Tang
- Shenzhen Key Laboratory of Marine Biotechnology and Ecology, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, Guangdong, 518055, China
| | - Min Liu
- Shenzhen Key Laboratory of Marine Biotechnology and Ecology, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, Guangdong, 518055, China; Brain Cognition and Brain Disease Institute, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, 518055, China
| | - Jing Tian
- Shenzhen Key Laboratory of Marine Biotechnology and Ecology, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen, Guangdong, 518055, China.
| |
Collapse
|
18
|
Wu M, Liu M, Zhang Y, Wu J, Gao M, Huang F, Chen H, Zhu Z. Serum HDL partially mediates the association between exposure to volatile organic compounds and kidney stones: A nationally representative cross-sectional study from NHANES. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 907:167915. [PMID: 37858818 DOI: 10.1016/j.scitotenv.2023.167915] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 10/09/2023] [Accepted: 10/16/2023] [Indexed: 10/21/2023]
Abstract
Environmental exposure to volatile organic compounds (VOCs) is ubiquitous, and this study explored whether exposure to VOCs is associated with the risk of kidney stones. We performed a nationally representative US cross-sectional study using data from five survey cycles (2011-2020) of the National Health and Nutrition Examination Survey (NHANES) program. Exposure to VOCs was determined by urine creatinine-corrected metabolites of VOCs (mVOCs). In total 5505 participants and 15 urine mVOCs were included for analysis, and the prevalence of kidney stones was 9.57 % (527/5505). Multivariable logistic regression showed that urine AMCC (parent VOCs (pVOCs): N, N-Dimethylformamide), 3,4-MHA (pVOCs: xylene), MA (pVOCs: ethylbenzene; styrene), DHBMA (pVOCs: 1,3-butadiene), HMPMA (pVOCs: crotonaldehyde) and 2HPMA (pVOCs: propylene oxide) were significantly associated with an increased risk of kidney stones in US general population. Sub-analysis revealed that there was a more pronounced association in women and the overweight/obesity group (body mass index ≥ 25). Moreover, the weighted quantile sum (WQS) regression model and the Bayesian kernel machine regression (BKMR) model consistently identified a positive association between co-exposure to VOCs and the risk of kidney stones, in which AMCC played the most important role among the 15 mVOCs. Mediation analysis further identified serum high-density lipoprotein cholesterol (HDL) as a mediator of the association between VOC co-exposure and kidney stones. Our study draws attention to the previously unknown positive associations between non-occupational VOC exposure and the risk of kidney stones in the general population. However, further studies are required to clarify the existence of such causation.
Collapse
Affiliation(s)
- Maolan Wu
- Department of Pediatrics, Xiangya Hospital, Central South University, Changsha, Hunan, China; National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Minghui Liu
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Youjie Zhang
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Jian Wu
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Meng Gao
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Fang Huang
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Hequn Chen
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Zewu Zhu
- Department of Urology, Xiangya Hospital, Central South University, Changsha, Hunan, China; National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China; Department of Internal Medicine, Section Endocrinology, Yale University School of Medicine, New Haven, CT, USA.
| |
Collapse
|