Comparative FT-IR Spectroscopy Salivary Profiles of University Students: E-Cigarette Users vs Nonusers
This study investigated whether the use of e-cigarettes induces detectable alterations in salivary composition through Fourier-transform infrared spectroscopy (FT-IR). Saliva samples were collected from 60 young university students (30 e-cigarette users and 30 nonusers) at the University of Taubaté (Taubaté-SP). A total of 181 spectra were acquired in triplicate, resulting in 90 spectra for e-cigarette users and 91 for controls, because one control was measured in quadruplicate. Data were preprocessed by baseline correction, Savitzky-Golay smoothing, and vector normalization. Three spectral regions were examined (3050-2800 cm<sup>-1</sup>, 1720-1490 cm<sup>-1</sup>, and 1200-900 cm<sup>-1</sup>), and discriminatory analysis was performed using a Support Vector Machine (SVM) classifier with repeated 10-fold cross-validation. In the 3050-2800 cm<sup>-1</sup> region, controls exhibited five peaks (3290, 2962, 2925, 2874, and 2853 cm<sup>-1</sup>), while e-cigarette users showed six, including a unique band at 3273 cm<sup>-1</sup> and shifts at 3288 and 2851 cm<sup>-1</sup>. In the 1720-1490 cm<sup>-1</sup> amide region, controls presented peaks at 1640 and 1546 cm<sup>-1</sup>, whereas users exhibited peaks at 1649 and 1544 cm<sup>-1</sup>, indicating possible protein alterations. This region yielded the best classification performance (accuracy ∼ 0.65; F1-score ∼ 0.72; AUC ∼ 0.73). In the 1200-900 cm<sup>-1</sup> fingerprint region, both groups shared a coincident peak at 1077 cm<sup>-1</sup> with only minor intensity differences. There was not a clear separation between cigarette user and nonsmokers groups by PCA analysis. Within the limitations of this study, the findings suggest that e-cigarette use may induce measurable biochemical changes in saliva, particularly in protein- and lipid-associated vibrational modes. These alterations could impair salivary defense functions, underscoring the importance of dental professionals in preventive counseling.
Authors
- Luis Felipe das Chagas e Silva de Carvalho (ORCID: https://orcid.org/0000-0003-1063-4624)
- Sara Maria Santos Dias da Silva (ORCID: https://orcid.org/0000-0002-0519-7688)
- Laurita dos Santos (ORCID: https://orcid.org/0000-0002-6363-6837)
- Camila Lopes Ferreira (ORCID: https://orcid.org/0000-0002-2320-6525)
- Elyrose Sousa Brito Rocha (ORCID: https://orcid.org/0000-0002-7722-6564)
- R. Paiva (ORCID: https://orcid.org/0009-0009-0305-012X)
- Raphael Zanon Guimarães (ORCID: https://orcid.org/0000-0002-9087-8313)
- Yasmin Ferreira Azevedo dos Reis
- Jean Patrick dos Santos Moraes
Institutions
- Universidade de Taubaté (BR)
- Postgraduate Center for Mental Health (US)
- Division of Undergraduate Education (US)
- Post Graduate Medical Institute (PK)
- UniBrasil Centro Universitário (BR)
Publication Details
- Journal
- ACS Omega
- Published
- 2025-12-18
- DOI
- https://doi.org/10.1021/acsomega.5c10219
- Primary Topic
- Salivary Gland Disorders and Functions
- Type
- article
- Field-Weighted Citation Impact
- 0.00