Submitted:
02 January 2025
Posted:
07 January 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Subjects and Saliva Collection
2.2. Saliva Protein Profile
2.2.1. Two-Dimensional Gel Electrophoresis (2-DE)
2.2.2. Protein Identification by MALDI FTICR MS
- (i)
- Tryptic digestion
- (ii)
- Mass spectrometry and database search
2.3. Western Blotting
2.4. Statistical Analysis
3. Results
3.1. Individuals’ Anthropometric Parameters
3.2. Two-Dimensional Salivary Protein Profiles
3.3. Western Blotting Analysis of Carbonic Anhydrase VI
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Yumuk, V.; Tsigos, C.; Fried, M.; Schindler, K.; Busetto, L.; Micic, D.; Toplak, H. European Guidelines for Obesity Management in Adults. Obes. Facts 2015, 8, 402–424. [CrossRef]
- WHO. WHO European Regional Obesity Report 2022. Copenhagen: WHO Regional Office for Europe; 2022. Licence: CC BY-NC-SA 3.0 IGO.
- Lowe, M.R.; Butryn, M.L.; Thomas, J.G.; Coletta, M. Meal replacements, reduced energy density eating and weight loss maintenance in primary care patients: A randomized controlled trial. Obes. (Silver Spring) 2014, 22, 94–100. [CrossRef]
- Stubbs, R.J.; Whybrow, S. Energy density, diet composition and palatability: influences on overall food energy intake in humans. Physiol. Behav. 2004, 81, 755–764. [CrossRef]
- Rodrigues, L.; da Costa, G.; Cordeiro, C.; Pinheiro, C.C.; Amado, F.; Lamy, E. Relationship between saliva protein composition and 6-n-Propylthiouracil bitter taste responsiveness in young adults. J. Sens. Stud. 2017, 32, e12275. [CrossRef]
- Rodrigues, L.; Costa, G.; Cordeiro, C.; Pinheiro, C.; Amado, F.; Lamy, E. Salivary proteome and glucose levels are related with sweet taste sensitivity in young adults. Food Nutr. Res. 2017, 61, 1389208. [CrossRef]
- Dinnella, C.; Recchia, A.; Vincenzi, S.; Tuorila, H.; Monteleone, E. Temporary modification of salivary protein profile and individual responses to repeated phenolic astringent stimuli. Chem. Senses 2010, 35, 75–85. [CrossRef]
- Lamy, E.; Mowe, M.; Pinheiro, C.; Rodrigues, L.; Lopes, O.; Capela e Silva, F. Oral food perception and polyphenol-rich foods acceptance - the importance of knowing individuals saliva characteristics for promoting consumption. J. Int. Soc. Antioxidants 2016, 3, 1-4. [CrossRef]
- Piombino, P.; Genovese, A.; Esposito, S.; Moio, L.; Cutolo, P.P.; Chambery, A.; Severino, V.; Moneta, E.; Smith, D.P.; Owens, S.M.; Gilbert, J.A.; Ercolini, D. Saliva from obese individuals suppresses the release of aroma compounds from wine. PLoS One 2014, 9, e85611. [CrossRef]
- Lamy, E.; Simões, C.; Rodrigues, L.; Costa, A.R.; Vitorino, R.; Amado, F.; Antunes, C.; do Carmo, I. Changes in the salivary protein profile of morbidly obese women either previously subjected to bariatric surgery or not. J. Physiol. Biochem. 2015, 71, 691-702. [CrossRef]
- Rodrigues, L.; Mouta, R.; Costa, A.R.; Pereira, A.; Capela E Silva, F.; Amado, F.; Antunes, C.M.; Lamy, E. Effects of high fat diet on salivary α-amylase, serum parameters and food consumption in rats. Arch. Oral Biol. 2015, 60, 854-862. [CrossRef]
- Dsamou, M.; Palicki, O.; Septier, C.; Chabanet, C.; Lucchi, G.; Ducoroy, P.; Chagnon, M.-C.; Morzel, M. Salivary protein profiles and sensitivity to the bitter taste of caffeine. Chem. Senses 2012, 37, 87–95. [CrossRef]
- Cabras, T.; Melis, M.; Castagnola, M.; Padiglia, A.; Tepper, B.J.; Messana, I.; Tomassini Barbarossa, I. Responsiveness to 6-n-propylthiouracil (PROP) is associated with salivary levels of two specific basic proline-rich proteins in humans. PLoS One 2012, 7, e30962. [CrossRef]
- Vignini, A.; Borroni, F.; Sabbatinelli, J.; Pugnaloni, S.; Alia, S.; Taus, M.; Ferrante, L.; Mazzanti, L.; Fabri, M. General decrease of taste sensitivity is related to increase of BMI: A simple method to monitor eating behavior. Dis. Markers 2019, 2019. [CrossRef]
- Ahmed, K.; Penney, N.; Darzi, A.; Purkayastha, S. Taste Changes after Bariatric Surgery: a Systematic Review. Obes. Surg. 2018, 28, 3321–3332. [CrossRef]
- Ribeiro, G.; Camacho, M.; Fernandes, A.B.; Cotovio, G.; Torres, S.; Oliveira-Maia, A.J. Reward-related gustatory and psy-chometric predictors of weight loss following bariatric surgery: A multicenter cohort study. Am. J. Clin. Nutr. 2021, 113, 751-761. [CrossRef]
- Lucena, S.; Coelho, A.V.; Muñoz-Prieto, A.; Anjo, S.I.; Manadas, B.; Capela e Silva, F.; Lamy, E.; Tvarijonaviciute, A. Changes in the salivary proteome of beagle dogs after weight loss. Domest. Anim. Endocrinol. 2020, 72, 106474. [CrossRef]
- Rodrigues, L.; Espanca, R.; Costa, A.R.; Antunes, C.M.; Pomar, C.; Capela-Silva, F.; Pinheiro, C.C.; Domingues P.; Amado, F.; Lamy, E. Comparison of salivary proteome of children with different sensitivities for bitter and sweet tastes: association with body mass index. Int. J. Obes. 2019, 43, 701–712. [CrossRef]
- Nater, U.M.; Rohleder, N. Salivary alpha-amylase as a non-invasive biomarker for the sympathetic nervous system: Current state of research. Psychoneuroendocrinology 2009, 34, 486-496. [CrossRef]
- Lamy, E.; Neves, S.; Ferreira, J.; Rodrigues, L.; da Costa, G.; Cordeiro, C.; Fialho, L.; Lima, M.; Costa, A.R.; Antunes, C.M.; Lopes, O.; Amado, F.; Capela e Silva, F. Effects of hyperleptinemia in rat saliva composition, histology and ultrastructure of the major salivary glands. Arch. Oral Biol. 2018, 96, 1-12. [CrossRef]
- An, Z.; Wang, H.; Mokadem, M. Role of the Autonomic Nervous System in Mechanism of Energy and Glucose Regulation Post Bariatric Surgery. Front Neurosci. 2021, 15, 770690. [CrossRef]
- Koibuchi, E.; Suzuki, Y. Exercise upregulates salivary amylase in humans. Exp. Ther. Med. 2014, 7, 773-777. [CrossRef]
- Polito, R.; Valenzano, A.; Scarinci, A.; Villano, I.; Monda, M.; Messina, A.; Cibelli, G.; Porro, C.; La Torre, E.; Pisanelli, D.; Moscatelli, F.; Messina, G.; Monda, V. Very low-calorie ketogenic diet modulates the autonomic nervous system activity through salivary amylase in obese population subjects. Int. J. Environ. Res. Public Health 2021, 18, 8475. [CrossRef]
- Lamy, E.; Santos, V.; Barrambana, S.; Simões, C.; Carreira, L.; Infante, P.; Capela e Silva, F. Saliva Protein Composition Relates with Interindividual Variations in Bread Sensory Ratings. Starch - Stärke 2020, 73, 2000052. [CrossRef]
- Cai, H.; Daimon, C.M.; Cong, W.N.; Wang, R.; Chirdon, P.; De Cabo, R.; Sévigny, J.; Maudsley, S.; Martin, B. Longitudinal analysis of calorie restriction on rat taste bud morphology and expression of sweet taste modulators. J Gerontol A Biol Sci Med Sci. 2014, 69, 532-544. [CrossRef]
- Keller, K.L.; Steinmann, L.; Nurse, R.J.; Tepper, B.J. Genetic taste sensitivity to 6-n-propylthiouracil influences food preference and reported intake in preschool children. Appetite 2002, 38, 3–12. [CrossRef]
- Perkins, D.N.; Pappin, D.J.; Creasy, D.M.; Cottrell, J.S. Probability-based protein identification by searching sequence databases using mass spectrometry data. Electrophoresis 1999, 20, 3551-3567. [CrossRef]
- Xia, J.; Wishart, D.S. Using metaboanalyst 3.0 for comprehensive metabolomics data analysis. Curr. Protoc. Bioinformatics. 2016, 55, 14.10.1-14.10.91. [CrossRef]




| Ind | Sex | Age | Before | After | Weight loss (%) |
Abdom. fat loss (%) | Total fat loss (%) |
||
|---|---|---|---|---|---|---|---|---|---|
| Weight (kg) | BMI (kg/m2) | Weight (kg) | BMI (kg/m2) |
||||||
| 1 | M | 32 | 133.7 | 46.81 | 92.6 | 32.4 | 30.7 | 15.0 | 10.6 |
| 2 | F | 24 | 117.6 | 42.68 | 94.8 | 34.4 | 19.4 | 11.9 | 7.8 |
| 3 | F | 25 | 100.0 | 39.56 | 68.2 | 27.0 | 31.8 | 20.1 | 13.8 |
| 4 | M | 35 | 131.6 | 39.73 | 105.7 | 31.9 | 19.7 | 12.7 | 9.5 |
| 5 | F | 31 | 103.4 | 34.15 | 78.7 | 26.0 | 23.9 | 15.5 | 14.0 |
| 6 | F | 21 | 126.6 | 49.45 | 95.9 | 37.5 | 24.3 | 8.6 | 4.6 |
| 7 | M | 22 | 129.8 | 40.06 | 85.2 | 26.3 | 34.4 | 30.7 | 20.6 |
| 8 | M | 34 | 197.3 | 58.28 | 176.2 | 52.0 | 10.7 | 6.2 | 4.5 |
| 9 | M | 39 | 150.7 | 49.78 | 106.2 | 35.1 | 29.5 | 15.0 | 11.4 |
| 10 | F | 19 | 115.9 | 38.72 | 101.1 | 33.8 | 12.8 | 6.0 | 3.8 |
| Spot | Protein | Uniprot entry | Id Score | Seq. Cov.(%) | % Vol (mean ± s.e.) | Δ | ||
|---|---|---|---|---|---|---|---|---|
| Before WL | After WL | Ratio (A/B)1 | ||||||
| 9 | Cystatin S | P01036 | 57 | 45 | 4.45±1.59 | 0.16±0.12 | 0.036 | ↓ |
| 18 | Polymeric immunoglobulin receptor | P01833 | 120 | 14 | 0.27±0.10 | 0.03±0.01 | 0.11 | ↓ |
| 32 | Immunoglobulin J chain | P01591 | 56 | 26 | 0.75±0.19 | 1.49±0.12 | 1.99 | ↑ |
| 47 | Alpha-amylase 1 | P04745 | 138 | 31 | 1.53±0.14 | 5.16±1.69 | 3.37 | ↑ |
| 70 | n.i. | 1.32±0.49 | 0.11±0.06 | 0,083 | ↓ | |||
| 86 | Alpha-amylase 1 | P04745 | 117 | 33 | 0.66±0.32 | 2.05±0.22 | 3,10 | ↑ |
| 87 | Alpha-amylase 1 | P04745 | 104 | 17 | 0.66±0.17 | 1.83±0.45 | 2,77 | ↑ |
| 88 | Alpha-amylase 1 | P04745 | 159 | 40 | 0.19±0.14 | 0.95±0.24 | 5.00 | ↑ |
| 97 | Serum albumin | Q86YG0 | 255 | 45 | 0.07±0.06 | 0.23±0.04 | 3.29 | ↑ |
| 109 | Polymeric immunoglobulin receptor | P01833 | 116 | 17 | 0.05±0.04 | 0.44±0.05 | 8.80 | ↑ |
| 110 | Polymeric immunoglobulin receptor | P01833 | 120 | 14 | 0.12±0.11 | 0.67±0.21 | 5.58 | ↑ |
| 124 | Ig alpha-2 chain C region | P01877 | 109 | 33 | 0.02±0.02 | 1.11±0.38 | 55,5 | ↑ |
| 183 | Mixture (Cystatin-S + Prolactin inducible protein) | P01036 + P12273 | 103 (82 + 64) | 43 + 40 | 7.26±2.51 | 0.63±0.33 | 0.09 | ↓ |
| % abdominal fat loss | % total fat loss | weight loss (kg) | ||
| Total (N=10) | ||||
| CA VI | Corr coef. | .358 | .394 | .418 |
| p-value | .310 | .260 | .229 | |
| Men (N=5) | ||||
| CA VI | Corr coef. | .800 | .900 | .900 |
| p-value | .104 | .037* | .037* | |
| Women (N=5) | ||||
| CA VI | Corr coef. | -.200 | -.100 | -.800 |
| p-value | .747 | .873 | .104 | |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).