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Navratilova HF, Whetton AD, Geifman N. Artificial intelligence driven definition of food preference endotypes in UK Biobank volunteers is associated with distinctive health outcomes and blood based metabolomic and proteomic profiles. J Transl Med 2024; 22:881. [PMID: 39354608 PMCID: PMC11443809 DOI: 10.1186/s12967-024-05663-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 09/01/2024] [Indexed: 10/03/2024] Open
Abstract
BACKGROUND Specific food preferences can determine an individual's dietary patterns and therefore, may be associated with certain health risks and benefits. METHODS Using food preference questionnaire (FPQ) data from a subset comprising over 180,000 UK Biobank participants, we employed Latent Profile Analysis (LPA) approach to identify the main patterns or profiles among participants. blood biochemistry across groups/profiles was compared using the non-parametric Kruskal-Wallis test. We applied the Limma algorithm for differential abundance analysis on 168 metabolites and 2923 proteins, and utilized the Database for Annotation, Visualization and Integrated Discovery (DAVID) to identify enriched biological processes and pathways. Relative risks (RR) were calculated for chronic diseases and mental conditions per group, adjusting for sociodemographic factors. RESULTS Based on their food preferences, three profiles were termed: the putative Health-conscious group (low preference for animal-based or sweet foods, and high preference for vegetables and fruits), the Omnivore group (high preference for all foods), and the putative Sweet-tooth group (high preference for sweet foods and sweetened beverages). The Health-conscious group exhibited lower risk of heart failure (RR = 0.86, 95%CI 0.79-0.93) and chronic kidney disease (RR = 0.69, 95%CI 0.65-0.74) compared to the two other groups. The Sweet-tooth group had greater risk of depression (RR = 1.27, 95%CI 1.21-1.34), diabetes (RR = 1.15, 95%CI 1.01-1.31), and stroke (RR = 1.22, 95%CI 1.15-1.31) compared to the other two groups. Cancer (overall) relative risk showed little difference across the Health-conscious, Omnivore, and Sweet-tooth groups with RR of 0.98 (95%CI 0.96-1.01), 1.00 (95%CI 0.98-1.03), and 1.01 (95%CI 0.98-1.04), respectively. The Health-conscious group was associated with lower levels of inflammatory biomarkers (e.g., C-reactive Protein) which are also known to be elevated in those with common metabolic diseases (e.g., cardiovascular disease). Other markers modulated in the Health-conscious group, ketone bodies, insulin-like growth factor-binding protein (IGFBP), and Growth Hormone 1 were more abundant, while leptin was less abundant. Further, the IGFBP pathway, which influences IGF1 activity, may be significantly enhanced by dietary choices. CONCLUSIONS These observations align with previous findings from studies focusing on weight loss interventions, which include a reduction in leptin levels. Overall, the Health-conscious group, with preference to healthier food options, has better health outcomes, compared to Sweet-tooth and Omnivore groups.
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Affiliation(s)
- Hana F Navratilova
- School of Biosciences, Faculty of Health and Medical Sciences, University of Surrey, Guildford, GU2 7XH, UK
- Veterinary Health Innovation Engine, School of Veterinary Medicine, University of Surrey, Guildford, GU2 7AL, UK
- Department of Community Nutrition, Faculty of Human Ecology, IPB University, Bogor, 16680, Indonesia
| | - Anthony D Whetton
- School of Biosciences, Faculty of Health and Medical Sciences, University of Surrey, Guildford, GU2 7XH, UK
- Veterinary Health Innovation Engine, School of Veterinary Medicine, University of Surrey, Guildford, GU2 7AL, UK
| | - Nophar Geifman
- Veterinary Health Innovation Engine, School of Veterinary Medicine, University of Surrey, Guildford, GU2 7AL, UK
- School of Health Sciences, Faculty of Health and Medical Sciences, University of Surrey, Guildford, GU2 7YH, UK
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Graham CAM, Spedicati B, Pelliccione G, Gasparini P, Concas MP. Regulator of G-Protein Signalling 9: A New Candidate Gene for Sweet Food Liking? Foods 2023; 12:foods12091739. [PMID: 37174278 PMCID: PMC10178705 DOI: 10.3390/foods12091739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 04/10/2023] [Accepted: 04/20/2023] [Indexed: 05/15/2023] Open
Abstract
Genetics plays an important role in individual differences in food liking, which influences food choices and health. Sweet food liking is a complex trait and has been associated with increased body mass index (BMI) and related comorbidities. This genome-wide association study (GWAS) aimed to investigate the genetics of sweet food liking using two adult discovery cohorts (n = 1109, n = 373) and an independent replication cohort (n = 1073). In addition, we tested the association of our strongest result on parameters related to behaviour (food adventurousness (FA) and reward dependence (RD) and health status (BMI and blood glucose). The results demonstrate a novel strong association between the Regulator of G-Protein Signalling 9 (RGS9I) gene, strongest single nucleotide polymorphism (SNP) rs58931966 (p-value 7.05 × 10-9 in the combined sample of discovery and replication), and sweet food liking, with the minor allele (A) being associated with a decreased sweet food liking. We also found that the A allele of the rs58931966 SNP was associated with decreased FA and RD, and increased BMI and blood glucose (p-values < 0.05). Differences were highlighted in sex-specific analysis on BMI and glucose. Our results highlight a novel genetic association with food liking and are indicative of genetic variation influencing the psychological-biological drivers of food preference. If confirmed in other studies, such genetic associations could allow a greater understanding of chronic disease management from both a habitual dietary intake and reward-related perspective.
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Affiliation(s)
- Catherine Anna-Marie Graham
- Cereneo Foundation, Center for Interdisciplinary Research (CEFIR), Seestrasse 18, 6354 Vitznau, Switzerland
- Lake Lucerne Institute, Seestrasse 18, 6354 Vitznau, Switzerland
| | - Beatrice Spedicati
- Department of Medicine, Surgery and Health Sciences, University of Trieste, 34149 Trieste, Italy
- Institute for Maternal and Child Health-IRCCS, Burlo Garofolo, 34127 Trieste, Italy
| | - Giulia Pelliccione
- Institute for Maternal and Child Health-IRCCS, Burlo Garofolo, 34127 Trieste, Italy
| | - Paolo Gasparini
- Lake Lucerne Institute, Seestrasse 18, 6354 Vitznau, Switzerland
- Department of Medicine, Surgery and Health Sciences, University of Trieste, 34149 Trieste, Italy
- Institute for Maternal and Child Health-IRCCS, Burlo Garofolo, 34127 Trieste, Italy
| | - Maria Pina Concas
- Institute for Maternal and Child Health-IRCCS, Burlo Garofolo, 34127 Trieste, Italy
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Sensory Capacities and Eating Behavior: Intriguing Results from a Large Cohort of Italian Individuals. Foods 2022; 11:foods11050735. [PMID: 35267368 PMCID: PMC8909480 DOI: 10.3390/foods11050735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 02/25/2022] [Accepted: 02/28/2022] [Indexed: 11/16/2022] Open
Abstract
Eating behavior (EB) is a complex system influenced by many factors, but an undisputed role is played by the senses. In this work, we examined the effect of the sensory capacities on EB in 1152 Italian adult individuals. After administering a questionnaire on EB and assessing sensory performance through standard audiometric, olfactory, and taste tests, the prevalence of reduced sensory capacities (RSCs) and the correlation with selected risk factors were calculated. Regression models, structural equation modelling, and conditional recursive partitioning were used to investigate the relationship between variables. Around 70% of the subjects show reduced capacities in at least one sense, with taste being the most prevalent (55.21%). Male sex, aging, and low educational level are risk factors for RSCs. The increased number of senses with reduced capacities is a predictor of diminished food adventurousness and lower liking for vegetables, fish, and alcoholic beverages, while reduced capacities (RCs) in taste is a predictor of lower liking for alcoholic beverages and sweets. Overall, in addition to providing an overall picture of RSCs in Italian samples, our study reveals the association of RSCs with EB variables. This finding could have a relevant role in influencing individuals’ dietary habits and, therefore, health status.
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Concas MP, Cocca M, Catamo E, Gasparini P, Robino A. Eating disinhibition and food liking are influenced by variants in CAV1 (caveolin 1) gene. Food Qual Prefer 2022. [DOI: 10.1016/j.foodqual.2021.104447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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Eulalia C, Luciano N, Paolo G, Antonietta R. Are taste variations associated with the liking of sweetened and unsweetened coffee? Physiol Behav 2022; 244:113655. [PMID: 34813822 DOI: 10.1016/j.physbeh.2021.113655] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 11/11/2021] [Accepted: 11/18/2021] [Indexed: 11/16/2022]
Abstract
OBJECTIVE In this study, we evaluated the influence of taste phenotypes and genotypes on the hedonics of sweetened and unsweetened coffee. METHODS Liking of espresso coffee from food questionnaire and of a ready-to-drink unsweetened coffee beverage was measured using a 9-point hedonic scale in 1551 Italian individuals. Perception and liking for different bitter and sweet compounds were also collected. Genotyping of selected Single Nucleotide Polymorphisms (SNPs) in five taste genes (TAS1R3, GNAT3, TAS2R14, TAS2R19, TAS2R38) was performed. Linear and logistic regression models, including sex and gender as covariates, were used to test the relationship of taste phenotypes and selected SNPs with coffee liking. RESULTS We found that increased caffeine bitterness perception was associated with an increasing liking for sweetened coffee (p-value = 0.018) and decreased liking of unsweetened coffee (p-value = 0.034). The liking of unsweetened coffee beverage was also negatively associated with sweet intensity perception (p-value = 0.03). Analysis of SNPs in taste-related genes showed that rs6467192 G allele (intron 4 variant) in GNAT3 sweet taste gene was associated with higher liking of sweetened coffee (p-value = 0.002) and lower liking of unsweetened coffee (p-value = 0.01). An association also emerged between unsweetened coffee and SNPs in bitter receptor genes, with rs2597979 in TAS2R14 gene associated with liking of unsweetened coffee (p-value = 0.004) and rs10772420 in TAS2R19 gene associated with liking of both unsweetened espresso coffee and coffee beverage (p-value = 0.04 and p-value = 0.03, respectively). CONCLUSION These findings suggested that individual preference for sweetened and unsweetened coffee may be influenced by both phenotypic and nucleotide variations in bitter and sweet taste sensitivity.
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Affiliation(s)
- Catamo Eulalia
- Institute for Maternal and Child Health - IRCCS ''Burlo Garofolo", Via dell'Istria 65/1, 34137, Trieste, Italy; Department of Medical Sciences, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy.
| | | | - Gasparini Paolo
- Institute for Maternal and Child Health - IRCCS ''Burlo Garofolo", Via dell'Istria 65/1, 34137, Trieste, Italy; Department of Medical Sciences, University of Trieste, Strada di Fiume 447, 34149, Trieste, Italy
| | - Robino Antonietta
- Institute for Maternal and Child Health - IRCCS ''Burlo Garofolo", Via dell'Istria 65/1, 34137, Trieste, Italy
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Concas MP, Morgan A, Pelliccione G, Gasparini P, Girotto G. Genetics, odor perception and food liking: The intriguing role of cinnamon. Food Qual Prefer 2021. [DOI: 10.1016/j.foodqual.2021.104277] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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PEREIRA PAP, SOUZA VRD, SCHIASSI MCEV, DIAS ACC, QUEIROZ F, PINHEIRO ACM, BORGES SV, CIRILLO MÂ. The influence of sensory attributes on overall liking by a gamma regression model: an analysis of Cerrado mixed fruits jams. FOOD SCIENCE AND TECHNOLOGY 2021. [DOI: 10.1590/fst.17920] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Self-Rated Aversion to Taste Qualities and the PROP Taster Phenotype Associate with Alcoholic Beverage Intake and Preference. BEVERAGES 2021. [DOI: 10.3390/beverages7020037] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Consumers often identify “taste” as an important factor when selecting alcoholic beverages. Although it is assumed that reduced alcohol consumption in PROP super-tasters is due to a greater dislike of the nominally aversive sensations that they experience more intensely (e.g., bitterness) when compared to PROP non-tasters, this question has not been specifically asked to them. Therefore, we examined consumers’ self-reported aversion towards specific sensory attributes (bitter, hot/burn, dry, sour, sweet, carbonation) for four alcoholic beverage types (white wine, red wine, beer, spirits) using a convenience sample of U.S. wine consumers (n = 925). Participants rated 18 statements describing different combinations of sensory attributes and alcoholic beverages on a 5-point Likert scale (e.g., Beer tastes too bitter for me). Individuals who tended to agree more strongly with the statements (i.e., they were more averse; p(F) < 0.05) tended to (i) consume less of all beverage types, (ii) consume a higher proportion of white wine (p(r) < 0.05), and (iii) were more likely to be female or PROP super-tasters. The results suggest that self-reported aversion to specific sensory attributes is associated with not only lower overall intake of alcoholic beverages, but also a shift in the relative proportions of beverage type consumed; a key finding for studies investigating how taste perception impacts alcohol consumption.
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Chillà C, Cereghetti D, Cayeux I, Porcherot C, Delplanque S, Sander D. Measuring wanting without asking: The Pavlovian-to-instrumental transfer paradigm under test. Food Qual Prefer 2019. [DOI: 10.1016/j.foodqual.2019.103720] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Robino A, Concas MP, Catamo E, Gasparini P. A Brief Review of Genetic Approaches to the Study of Food Preferences: Current Knowledge and Future Directions. Nutrients 2019; 11:nu11081735. [PMID: 31357559 PMCID: PMC6722914 DOI: 10.3390/nu11081735] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2019] [Revised: 07/17/2019] [Accepted: 07/25/2019] [Indexed: 02/07/2023] Open
Abstract
Genetic variation plays a crucial role in individual differences in food preferences which ultimately influence food selection and health. Our current understanding of this pathway has been informed through twin studies (to assess the heritability of food preferences), candidate gene studies, and genome-wide association studies (GWAS). However, most of this literature is mainly focused on genes previously identified as having taste or smell functions. New data suggests that genes not associated with taste or smell perception may be involved in food preferences and contribute to health outcomes. This review highlights these emerging findings and suggests a polygenic risk assessment approach to explore new relationships between food preferences and health risks.
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Affiliation(s)
- Antonietta Robino
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo", Via dell'Istria 65/1, 34137, Trieste, Italy.
| | - Maria Pina Concas
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo", Via dell'Istria 65/1, 34137, Trieste, Italy
| | - Eulalia Catamo
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo", Via dell'Istria 65/1, 34137, Trieste, Italy
| | - Paolo Gasparini
- Institute for Maternal and Child Health, IRCCS "Burlo Garofolo", Via dell'Istria 65/1, 34137, Trieste, Italy
- Department of Medical Sciences, University of Trieste, Strada di Fiume, 447, 34149 Trieste, Italy
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