Evidence map›Paper›PMID 40386170›Full record

ArticleTobacco induced diseases2025

Clustering analysis of volatile organic compound biomarkers with tobacco exposure and the association with cardiovascular health outcomes in an observation study cohort.

Juan Zhao, Haoyun Hong, Joseph Zhai, Remy Poudel, Sanjay Srivastava, Andrew C Stokes, Pawel K Lorkiewicz, Tian Jiang, Rose Marie Robertson, Aruni Bhatnagar and 3 more

Abstract read
In one paragraph

Article in Tobacco induced diseases, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

13 authors.

Juan ZhaoAmerican Heart Association, Dallas, United States.
Haoyun HongAmerican Heart Association, Dallas, United States.
Joseph ZhaiAmerican Heart Association, Dallas, United States.
Remy PoudelAmerican Heart Association, Dallas, United States.
Sanjay SrivastavaAmerican Heart Association Tobacco Regulation and Addiction Center, University of Louisville, Louisville, United States.
Andrew C StokesDepartment of Global Health, Boston University School of Public Health, Boston, United States.
Pawel K LorkiewiczAmerican Heart Association Tobacco Regulation and Addiction Center, University of Louisville, Louisville, United States.
Tian JiangAmerican Heart Association, Dallas, United States.
Rose Marie RobertsonAmerican Heart Association, Dallas, United States.
Aruni BhatnagarAmerican Heart Association Tobacco Regulation and Addiction Center, University of Louisville, Louisville, United States.
Jennifer L HallAmerican Heart Association, Dallas, United States.
Naomi M HamburgVascular Biology Section, Whitaker Cardiovascular Institute, Boston University School of Medicine, Boston, United States.
Rachel J KeithAmerican Heart Association Tobacco Regulation and Addiction Center, University of Louisville, Louisville, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionVolatile organic compounds (VOCs) are toxic compounds found in tobacco smoke. Despite research on cigarette generated single VOCs, scant evidence exists on the mixtures of VOCs associated with different tobacco products. We aimed to explore whether distinct VOC exposure profiles exist among users of combustible cigarettes, e-cigarettes, and non-users, and to assess their associations with cardiovascular (CV) health markers.

methodsParticipants who self-reported use of e-cigarettes, cigarettes, or no tobacco (n=348; mean age 26 ± 7 years) enrolled in The Cardiovascular Injury due to Tobacco Use (CITU) 2.0 study from July 2018 to July 2023 at two US sites (Boston, MA, and Louisville, KY). VOC metabolites were analyzed in urine one-hour post-use of a tobacco product via ultraperformance liquid chromatography. We applied unsupervised K-Means clustering on the creatinine-adjusted VOC metabolite data and explored the association between each cluster and blood pressure, adjusting for age, sex, and race.

resultsThe clustering analysis identified two distinct clusters. Cluster 1 (302 individuals, 86.8%) was characterized by low VOC metabolite levels with individuals predominantly e-cigarette users (59.3%), non-users (29.1%), and a smaller proportion of cigarette smokers (11.6%). Cluster 2 (46 individuals, 13.2%) had higher levels of VOC metabolites including CYMA, HPMMA, MHBMA3, and 3HPMA, and included most of the individuals who used cigarettes (91.3%). After adjustment for age, sex, and race, Cluster 2 was associated with a higher heart rate (β=3.29; 95% CI: -0.26-6.84; p<0.05) compared to Cluster 1. No significant differences were observed for systolic (β= -0.66; 95% CI: -4.60-3.28) or diastolic blood pressure (β=0.34; 95% CI: -2.51-3.2) between clusters.

conclusionsThese findings suggest that cigarette-induced VOC exposure may not impact cardiovascular function after acute exposure. Additionally, VOC exposure profiles vary across tobacco product types, suggesting that regulatory assessments of tobacco products could consider exposure patterns rather than product types. Clustering analyses may offer a powerful tool to assess the safety and risks of new and emerging tobacco products based on real-world exposure patterns.

Indexed as

cardiovascular healthcombustible cigarettese-cigaretteshazardous and potentially harmful chemicalsvolatile organic compounds

Identifiers

PMID40386170
PMCPMC12083078

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.