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An ingredient co-occurrence network gives insight into e-liquid flavor complexity
Jeroen L A Pennings1, Ina M Hellmich1,2, Sanne Boesveldt2
1Centre for Health Protection, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands.
E-liquid flavors often combine specific ingredients, with network analysis revealing distinct ingredient clusters based on chemical structure and flavor profiles. Understanding these combinations is crucial for regulating e-cigarette product appeal.
Area of Science:
- Food science
- Chemistry
- Public health
Background:
- E-cigarettes offer diverse flavors achieved through complex combinations of flavoring agents in e-liquids.
- Understanding ingredient co-occurrence is vital for assessing e-liquid composition and the impact of regulations.
Purpose of the Study:
- To identify frequently co-occurring ingredient combinations in e-liquids.
- To analyze patterns in e-liquid flavoring agents and their relationship to flavor profiles.
Main Methods:
- Utilized e-cigarette ingredient data from the European Common Entry Gate (EU-CEG) system up to December 31, 2022.
- Applied network analysis to identify ingredient co-occurrence patterns and clusters.
Main Results:
- Identified 214 ingredient pairs with high co-occurrence (odds ratio > 10), involving 62 unique ingredients.
- Discovered two main ingredient clusters: one with sweet-vanilla-creamy profiles and another with fruity notes, including compounds like alkyl carboxylic acids and dimethyl sulfide.
- Found that certain ingredients, initially perceived as unpleasant, contribute to complex sweet-fruity or refined fruity tastes.
Conclusions:
- E-liquid flavor is a complex interplay of ingredients, not merely additive.
- Big data analysis can reveal ingredient patterns, but expert interpretation is essential.
- Continuous monitoring of e-liquid ingredients and flavors is necessary for effective regulation of product attractiveness.
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