Noninvasive Nicotine Quantitation and Flavor Differentiation of on! Nicotine Pouches Using Raman Spectroscopy: A Direct, Reliable, and Preparation-Free Approach

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Authors: Yoonji Kim, Haeseong Jeong, Seok Park, Fadi Aldeek, Hoeil Chung
Cited by: 1
References: 31

Abstract

High Resolution Image Download MS PowerPoint Slide Nicotine pouches are a growing category in the smoke-free market, serving as an alternative to traditional tobacco products due to their noncombustible nature. Liquid and gas chromatography techniques coupled to various detectors were proven to be effective for determining nicotine content in tobacco products, including nicotine pouches. However, they require multiple steps and labor-intensive procedures for analysis. In this study, we developed a novel Raman spectroscopic method for accurately determining nicotine content in nicotine pouch products using a wide-area illumination scheme providing a 6 mm laser illumination diameter and a long focal length. Using chemometric tools, we analyzed 15 nicotine pouch products from a single commercially available brand ( on! nicotine pouches), encompassing five flavor variants─Original, Mint, Wintergreen, Citrus, and Berry─across three nicotine levels (2, 4, and 8 mg). Partial least-squares regression was used to determine the nicotine content. The method accuracy was found to be 99.0–102.3% for all 4 and 8 mg nicotine pouch products, including all five flavor variants. For 2 mg nicotine pouches, method accuracy was calculated to be 93.1–108.8%, except for the Berry flavor due to the more significant fluorescence interference in lower nicotine content. Furthermore, the Raman spectra were analyzed using the k -nearest neighbor, allowing the classification of nicotine pouches into five groups based on their flavor variants. The results underscore the use of Raman spectroscopy as a rapid, direct, and noninvasive technique for product characterization, enabling accurate determination of nicotine content in nicotine pouches and facilitating their classification into distinct flavor-based groups.

Fields of Study & Subjects

Spectroscopy and Chemometric Analyses Smoking Behavior and Cessation Spectroscopy Techniques in Biomedical and Chemical Research

Publication details

Journal / source
ACS Omega
Publisher
American Chemical Society (ACS)
Volume
11
Issue
3
Pages
3866–3874
Publication date
8 January 2026
Language
EN