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Kishimoto A, Wu D, O'Shea DF. Forecasting vaping health risks through neural network model prediction of flavour pyrolysis reactions. Sci Rep 2024; 14:9591. [PMID: 38719814 PMCID: PMC11079048 DOI: 10.1038/s41598-024-59619-x] [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: 08/23/2023] [Accepted: 04/11/2024] [Indexed: 05/12/2024] Open
Abstract
Vaping involves the heating of chemical solutions (e-liquids) to high temperatures prior to lung inhalation. A risk exists that these chemicals undergo thermal decomposition to new chemical entities, the composition and health implications of which are largely unknown. To address this concern, a graph-convolutional neural network (NN) model was used to predict pyrolysis reactivity of 180 e-liquid chemical flavours. The output of this supervised machine learning approach was a dataset of probability ranked pyrolysis transformations and their associated 7307 products. To refine this dataset, the molecular weight of each NN predicted product was automatically correlated with experimental mass spectrometry (MS) fragmentation data for each flavour chemical. This blending of deep learning methods with experimental MS data identified 1169 molecular weight matches that prioritized these compounds for further analysis. The average number of discrete matches per flavour between NN predictions and MS fragmentation was 6.4 with 92.8% of flavours having at least one match. Globally harmonized system classifications for NN/MS matches were extracted from PubChem, revealing that 127 acute toxic, 153 health hazard and 225 irritant classifications were predicted. This approach may reveal the longer-term health risks of vaping in advance of clinical diseases emerging in the general population.
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Affiliation(s)
| | - Dan Wu
- Department of Chemistry, Royal College of Surgeons in Ireland (RCSI), Dublin 2, Ireland.
| | - Donal F O'Shea
- Department of Chemistry, Royal College of Surgeons in Ireland (RCSI), Dublin 2, Ireland.
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2
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Shimamura Y, Wada Y, Tashiro M, Honda H, Masuda S. A comparison of the exposure system of glycidol-related chemicals on the formation of glycidol-hemoglobin adducts. Food Sci Nutr 2024; 12:471-480. [PMID: 38268888 PMCID: PMC10804089 DOI: 10.1002/fsn3.3770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 09/15/2023] [Accepted: 10/04/2023] [Indexed: 01/26/2024] Open
Abstract
Glycidol fatty acid esters that are present in foods are degraded in vivo to the animal carcinogen glycidol, which binds to the N-terminal valine of hemoglobin (Hb) to form N-(2,3-dihydroxypropyl)valine (diHOPrVal) adducts. The existence of other chemicals that are converted to glycidol is unknown. To determine the effect of different exposure conditions on the formation of diHOPrVal adducts, several glycidol-related chemicals (3-monochloropropane-1,2-diol; 3-MCPD, epichlorohydrin, glyceraldehyde, acrylic acid, and 1,2-propanediol) were evaluated using in vitro and in vivo (single/repeated dose) methods. In vitro, the reaction of 3-MCPD or epichlorohydrin with human Hb produced 17% and 0.7% of diHOPrVal, as compared to equimolar glycidol, respectively. Following a single administration of glycidol-related compounds to ICR mice, diHOPrVal formation was observed only in the epichlorohydrin-treated group after day 5 of exposure. After 14 days of repeated dosing, the amounts of diHOPrVal produced by epichlorohydrin and 3-MCPD in vivo were <1% of diHOPrVal produced by an equal molar concentration of glycidol. Furthermore, glyceraldehyde group produced 0.2% of diHOPrVal at the same molar concentration of glycidol equivalents, in which diHOPrVal formation could not be confirmed by the in vitro assay. The results indicate the usefulness of diHOPrVal as an exposure marker for glycidol; however, the contribution of its formation in vivo by exposure to various chemicals will be necessary to validate and interpret the results.
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Affiliation(s)
- Yuko Shimamura
- School of Food and Nutritional SciencesUniversity of ShizuokaShizuokaJapan
| | - Yuri Wada
- School of Food and Nutritional SciencesUniversity of ShizuokaShizuokaJapan
| | - Moeka Tashiro
- School of Food and Nutritional SciencesUniversity of ShizuokaShizuokaJapan
| | - Hiroshi Honda
- R&D Safety Science Research, Kao CorporationTochigiJapan
| | - Shuichi Masuda
- School of Food and Nutritional SciencesUniversity of ShizuokaShizuokaJapan
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Deng H, Tang S, Yang F, Chen D, Bian Z, Wang Y, Tang G, Lee HK. Recent advances in the analysis of electronic cigarette liquids and aerosols: Sample preparation and chromatographic characterization. J Chromatogr A 2023; 1712:464495. [PMID: 37952386 DOI: 10.1016/j.chroma.2023.464495] [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: 09/20/2023] [Revised: 10/21/2023] [Accepted: 11/06/2023] [Indexed: 11/14/2023]
Abstract
Electronic cigarette (e-cigarette) usage has risen dramatically worldwide in recent years. It has been publicized as a safer alternative to the conventional combustible cigarette. This, however, has not yet been supported by robust toxicological research evidence. Analysis of the chemical compositions of e-liquids and generated aerosols is an important step in evaluating the toxicity effects of e-cigarettes. Currently, a broad spectrum of analytical methods have been employed for qualitative and quantitative analysis of chemical compositions of e-cigarette liquids and aerosols. The aim of this article is to review the advances in the chromatographic characterization of chemical composition of the latter in the recent five years. In addition, sample preparation methods for e-liquids and aerosols are surveyed and discussed. A study of the relevant literature indicates that, expectedly, gas chromatography and liquid chromatography with a variety of detection systems, particularly mass spectrometry, have been the main analytical techniques used in this field. Sample preparation procedures primarily include headspace sampling, dilute-and-shoot approach, liquid-liquid extraction and sorbent-based extraction for e-liquids and for aerosols (the latter usually with laboratory-built collection devices). Some challenges of current e-cigarette analytical research, and an overview on prospective work are also presented.
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Affiliation(s)
- Huimin Deng
- China National Tobacco Quality Supervision and Test Center, High and New Technology Industries Development Zone, No.6 Cuizhu Street, Zhengzhou 450001, China
| | - Sheng Tang
- School of Environmental and Chemical Engineering, Jiangsu University of Science and Technology, Zhenjiang, Jiangsu Province 212003, China
| | - Fei Yang
- China National Tobacco Quality Supervision and Test Center, High and New Technology Industries Development Zone, No.6 Cuizhu Street, Zhengzhou 450001, China
| | - Dan Chen
- Yunnan Institute of Tobacco Quality Inspection & Supervision, Kunming 650106, China; School of Materials Science and Engineering, Peking University, Beijing 100871, China
| | - Zhaoyang Bian
- China National Tobacco Quality Supervision and Test Center, High and New Technology Industries Development Zone, No.6 Cuizhu Street, Zhengzhou 450001, China
| | - Ying Wang
- China National Tobacco Quality Supervision and Test Center, High and New Technology Industries Development Zone, No.6 Cuizhu Street, Zhengzhou 450001, China
| | - Gangling Tang
- China National Tobacco Quality Supervision and Test Center, High and New Technology Industries Development Zone, No.6 Cuizhu Street, Zhengzhou 450001, China.
| | - Hian Kee Lee
- School of Environmental and Chemical Engineering, Jiangsu University of Science and Technology, Zhenjiang, Jiangsu Province 212003, China; Department of Chemistry, National University of Singapore, 3 Science Drive 3, Singapore 117543, Singapore.
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4
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Canchola A, Langmo S, Meletz R, Lum M, Lin YH. External Factors Modulating Vaping-Induced Thermal Degradation of Vitamin E Acetate. Chem Res Toxicol 2023; 36:83-93. [PMID: 36534744 PMCID: PMC9846828 DOI: 10.1021/acs.chemrestox.2c00298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Indexed: 12/23/2022]
Abstract
Despite previous studies indicating the thermal stability of vitamin E acetate (VEA) at low temperatures, VEA has been shown to readily decompose into various degradation products such as alkenes, long-chain alcohols, and carbonyls such as duroquinone (DQ) at vaping temperatures of <200 °C. While most models simulate the thermal decomposition of e-liquids under pyrolysis conditions, numerous factors, including vaping behavior, device construction, and the surrounding environment, may impact the thermal degradation process. In this study, we investigated the role of the presence of molecular oxygen (O2) and transition metals in promoting thermal oxidation of e-liquids, resulting in greater degradation than predicted by pure pyrolysis. Thermal degradation of VEA was performed in inert (N2) and oxidizing atmospheres (clean air) in the absence and presence of Ni-Cr and Cu-Ni alloy nanopowders, metals commonly found in the heating coil and body of e-cigarettes. VEA degradation was analyzed using thermogravimetric analysis (TGA) and gas chromatography/mass spectrometry (GC/MS). While the presence of O2 was found to significantly enhance the degradation of VEA at both high (356 °C) and low (176 °C) temperatures, the addition of Cu-Ni to oxidizing atmospheres was found to greatly enhance VEA degradation, resulting in the formation of numerous degradation products previously identified in VEA vaping emissions. O2 and Cu-Ni nanopowder together were also found to significantly increase the production of OH radicals, which has implications for e-liquid degradation pathways as well as the potential risk of oxidative damage to biological systems in real-world vaping scenarios. Ultimately, the results presented in this study highlight the importance of oxidation pathways in VEA thermal degradation and may aid in the prediction of thermal degradation products from e-liquids.
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Affiliation(s)
- Alexa Canchola
- Environmental
Toxicology Graduate Program, University
of California, Riverside, California 92521, United States
| | - Siri Langmo
- Department
of Evolution, Ecology, and Organismal Biology, University of California, Riverside, California 92521, United States
| | - Ruth Meletz
- Department
of Environmental Sciences, University of
California, Riverside, California 92521, United States
| | - Michael Lum
- Department
of Environmental Sciences, University of
California, Riverside, California 92521, United States
| | - Ying-Hsuan Lin
- Environmental
Toxicology Graduate Program, University
of California, Riverside, California 92521, United States
- Department
of Environmental Sciences, University of
California, Riverside, California 92521, United States
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Kerber PJ, Duell AK, Powers M, Strongin RM, Peyton DH. Effects of Common e-Liquid Flavorants and Added Nicotine on Toxicant Formation during Vaping Analyzed by 1H NMR Spectroscopy. Chem Res Toxicol 2022; 35:1267-1276. [PMID: 35735356 PMCID: PMC10861143 DOI: 10.1021/acs.chemrestox.2c00110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
A broad variety of e-liquids are used by e-cigarette consumers. Additives to the e-liquid carrier solvents, propylene glycol and glycerol, often include flavorants and nicotine at various concentrations. Flavorants in general have been reported to increase toxicant formation in e-cigarette aerosols, yet there is still much that remains unknown about the effects of flavorants, nicotine, and flavorants + nicotine on harmful and potentially harmful constituents (HPHCs) when aerosolizing e-liquids. Common flavorants benzaldehyde, vanillin, benzyl alcohol, and trans-cinnamaldehyde have been identified as some of the most concentrated flavorants in some commercial e-liquids, yet there is limited information on their effects on HPHC formation. E-liquids containing flavorants + nicotine are also common, but the specific effects of flavorants + nicotine on toxicant formation remain understudied. We used 1H NMR spectroscopy to evaluate HPHCs and herein report that benzaldehyde, vanillin, benzyl alcohol, trans-cinnamaldehyde, and mixtures of these flavorants significantly increased toxicant formation produced during e-liquid aerosolization compared to unflavored e-liquids. However, e-liquids aerosolized with flavorants + nicotine decreased the HPHCs for benzaldehyde, vanillin, benzyl alcohol, and a "flavorant mixture" but increased the HPHCs for e-liquids containing trans-cinnamaldehyde compared to e-liquids with flavorants and no nicotine. We determined how nicotine affects the production of HPHCs from e-liquids with flavorant + nicotine versus flavorant, herein referred to as the "nicotine degradation factor". Benzaldehyde, vanillin, benzyl alcohol, and a "flavorant mixture" with nicotine showed lower HPHC levels, having nicotine degradation factors <1 for acetaldehyde, acrolein, and total formaldehyde. HPHC formation was most inhibited in e-liquids containing vanillin + nicotine, with a degradation factor of ∼0.5, while trans-cinnamaldehyde gave more HPHC formation when nicotine was present, with a degradation factor of ∼2.5 under the conditions studied. Thus, the effects of flavorant molecules and nicotine are complex and warrant further studies on their impacts in other e-liquid formulations as well as with more devices and heating element types.
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Affiliation(s)
- Paul J Kerber
- Department of Chemistry, Portland State University, Portland, Oregon 97207-0751, United States
| | - Anna K Duell
- Department of Chemistry, Portland State University, Portland, Oregon 97207-0751, United States
| | - Marley Powers
- Department of Chemistry, Portland State University, Portland, Oregon 97207-0751, United States
| | - Robert M Strongin
- Department of Chemistry, Portland State University, Portland, Oregon 97207-0751, United States
| | - David H Peyton
- Department of Chemistry, Portland State University, Portland, Oregon 97207-0751, United States
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Canchola A, Meletz R, Khandakar RA, Woods M, Lin YH. Temperature dependence of emission product distribution from vaping of vitamin E acetate. PLoS One 2022; 17:e0265365. [PMID: 35324938 PMCID: PMC8947410 DOI: 10.1371/journal.pone.0265365] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 02/26/2022] [Indexed: 01/01/2023] Open
Abstract
Nearly two years after vitamin E acetate (VEA) was identified as the potential cause of the 2019–2020 outbreak of e-cigarette, or vaping product-associated lung injuries (EVALI), the toxicity mechanisms of VEA vaping are still yet to be fully understood. Studies since the outbreak have found that e-liquids such as VEA undergo thermal degradation during the vaping process to produce various degradation products, which may pose a greater risk of toxicity than exposure to unvaped VEA. Additionally, a wide range of customizable parameters–including the model of e-cigarette used, puffing topography, or the applied power/temperature used to generate aerosols–have been found to influence the physical properties and chemical compositions of vaping emissions. However, the impact of heating coil temperature on the chemical composition of VEA vaping emissions has not been fully assessed. In this study, we investigated the emission product distribution of VEA vaping emissions produced at temperatures ranging from 176 to 356°C, corresponding to a variable voltage vape pen set at 3.3 to 4.8V. VEA degradation was found to be greatly enhanced with increasing temperature, resulting in a shift towards the production of lower molecular weight compounds, such as the redox active duroquinone (DQ) and short-chain alkenes. Low temperature vaping of VEA resulted in the production of long-chain molecules, such as phytol, exposure to which has been suggested to induce lung damage in previous studies. Furthermore, differential product distribution was observed in VEA degradation products generated from vaping and from pyrolysis using a tube furnace in the absence of the heating coil at equivalent temperatures, suggesting the presence of external factors such as metals or oxidation that may enhance VEA degradation during vaping. Overall, our findings indicate that vaping behavior may significantly impact the risk of exposure to toxic vaping products and potential for vaping-related health concerns.
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Affiliation(s)
- Alexa Canchola
- Environmental Toxicology Graduate Program, University of California, Riverside, CA, United States of America
| | - Ruth Meletz
- Department of Environmental Sciences, University of California, Riverside, CA, United States of America
| | - Riste Ara Khandakar
- Department of Environmental Sciences, University of California, Riverside, CA, United States of America
| | - Megan Woods
- Department of Chemistry, University of California, Riverside, CA, United States of America
| | - Ying-Hsuan Lin
- Environmental Toxicology Graduate Program, University of California, Riverside, CA, United States of America
- Department of Environmental Sciences, University of California, Riverside, CA, United States of America
- * E-mail:
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Canchola A, Sabbir Ahmed C, Chen K, Chen JY, Lin YH. Formation of Redox-Active Duroquinone from Vaping of Vitamin E Acetate Contributes to Oxidative Lung Injury. Chem Res Toxicol 2022; 35:254-264. [PMID: 35077135 PMCID: PMC8860880 DOI: 10.1021/acs.chemrestox.1c00309] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
In late 2019, the outbreak of e-cigarette or vaping-associated lung injuries (EVALIs) in the United States demonstrated to the public the potential health risks of vaping. While studies since the outbreak have identified vitamin E acetate (VEA), a diluent of tetrahydrocannabinol (THC) in vape cartridges, as a potential contributor to lung injuries, the molecular mechanisms through which VEA may cause damage are still unclear. Recent studies have found that the thermal degradation of e-liquids during vaping can result in the formation of products that are more toxic than the parent compounds. In this study, we assessed the role of duroquinone (DQ) in VEA vaping emissions that may act as a mechanism through which VEA vaping causes lung damage. VEA vaping emissions were collected and analyzed for their potential to generate reactive oxygen species (ROS) and induce oxidative stress-associated gene expression in human bronchial epithelial cells (BEAS-2B). Significant ROS generation by VEA vaping emissions was observed in both acellular and cellular systems. Furthermore, exposure to vaping emissions resulted in significant upregulation of NQO1 and HMOX-1 genes in BEAS-2B cells, indicating a strong potential for vaped VEA to cause oxidative damage and acute lung injury; the effects are more profound than exposure to equivalent concentrations of DQ alone. Our findings suggest that there may be synergistic interactions between thermal decomposition products of VEA, highlighting the multifaceted nature of vaping toxicity.
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Affiliation(s)
- Alexa Canchola
- Environmental Toxicology Graduate Program, University of California, Riverside, CA, USA
| | - C.M. Sabbir Ahmed
- Environmental Toxicology Graduate Program, University of California, Riverside, CA, USA
| | - Kunpeng Chen
- Department of Environmental Sciences, University of California, Riverside, CA, USA
| | - Jin Y. Chen
- Environmental Toxicology Graduate Program, University of California, Riverside, CA, USA
| | - Ying-Hsuan Lin
- Environmental Toxicology Graduate Program, University of California, Riverside, CA, USA,Department of Environmental Sciences, University of California, Riverside, CA, USA,Corresponding Author Ying-Hsuan Lin - Department of Environmental Sciences, University of California, Riverside, California 92521, United States; Environmental Toxicology Graduate Program, University of California, Riverside, California 92521, United States; Phone: +1-951-827-3785,
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