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Avery JA, Carrington M, Ingeholm JE, Darcey V, Simmons WK, Hall KD, Martin A. Automatic engagement of limbic and prefrontal networks in response to food images reflects distinct information about food hedonics and inhibitory control. Commun Biol 2025; 8:270. [PMID: 39979602 PMCID: PMC11842766 DOI: 10.1038/s42003-025-07704-w] [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: 08/29/2024] [Accepted: 02/07/2025] [Indexed: 02/22/2025] Open
Abstract
Adaptive regulation of food consumption involves both identifying food as well as evaluating whether it should be eaten, a process that requires assessing relevant properties such as healthfulness and hedonic value. In order to identify how these fine-grained food properties are represented in the brain, we analyzed functional Magnetic Resonance Imaging data from 43 participants who viewed images of 36 different foods. A data-driven clustering approach based on Representational Similarity Analysis partitioned food-responsive brain regions into two sub-networks based on their multivariate response to food pictures: a Prefrontal network composed of fronto-parietal brain regions and a Limbic network composed of cortico-limbic and sub-cortical brain regions. Further analysis, using similarity judgments of those foods from a large online sample, revealed that the Prefrontal network predominantly represented information related to food healthfulness or processing, the key factor underlying food similarity. In another imaging task, we found that responses in the Prefrontal network were strongly influenced by judgments of food-related self-control, while the Limbic network responses were more affected by hedonic food judgments. These results suggest that, upon viewing food images, behaviorally relevant information is automatically retrieved from distinct brain networks that act as opponent processes in guiding food consumption.
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Affiliation(s)
- Jason A Avery
- Laboratory of Brain and Cognition, National Institute of Mental Health, Bethesda, MD, USA.
| | - Madeline Carrington
- Laboratory of Brain and Cognition, National Institute of Mental Health, Bethesda, MD, USA
| | - John E Ingeholm
- Laboratory of Brain and Cognition, National Institute of Mental Health, Bethesda, MD, USA
| | - Valerie Darcey
- Integrative Physiology Section, National Institute of Diabetes & Digestive & Kidney Diseases, Bethesda, MD, USA
| | - W Kyle Simmons
- Department of Pharmacology and Physiology, Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
| | - Kevin D Hall
- Integrative Physiology Section, National Institute of Diabetes & Digestive & Kidney Diseases, Bethesda, MD, USA
| | - Alex Martin
- Laboratory of Brain and Cognition, National Institute of Mental Health, Bethesda, MD, USA
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2
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Félix SB, Poirier M, Pandeirada JNS. Is "earth" an animate thing? Cross-language and inter-age analyses of animacy word ratings in European Portuguese and British English young and older adults. PLoS One 2023; 18:e0289755. [PMID: 37540675 PMCID: PMC10403098 DOI: 10.1371/journal.pone.0289755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 07/25/2023] [Indexed: 08/06/2023] Open
Abstract
Animacy plays an important role in cognition (e.g., memory and language). Across languages, a processing advantage for animate words (representing living beings), comparatively to inanimate words (i.e., non-living things), has been found mostly in young adults. Evidence in older adults, though, is still unclear, possibly due to the use of stimuli not properly characterised for this age group. Indeed, whereas several animacy word-rating studies already exist for young adults, these are non-existent for older adults. This work provides animacy ratings for 500 British English and 224 European Portuguese words, rated by young and older adults from the corresponding countries. The comparisons across languages and ages revealed a high interrater agreement. Nonetheless, the Portuguese samples provided higher mean ratings of animacy than the British samples. Also, the older adults assigned, on average, higher animacy ratings than the young adults. The Age X Language interaction was non-significant. These results suggest an inter-age and inter-language consistency in whether a word represents an animate or an inanimate thing, although with some differences, emphasising the need for age- and language-specific word rating data. The animacy ratings are available via OSF: https://osf.io/6xjyv/.
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Affiliation(s)
- Sara B. Félix
- William James Center for Research, Department of Education and Psychology, University of Aveiro, Aveiro, Portugal
- Department of Psychology, School of Health and Psychological Sciences, University of London, London, United Kingdom
| | - Marie Poirier
- Department of Psychology, School of Health and Psychological Sciences, University of London, London, United Kingdom
| | - Josefa N. S. Pandeirada
- William James Center for Research, Department of Education and Psychology, University of Aveiro, Aveiro, Portugal
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3
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Coricelli C, Rumiati RI, Rioux C. Implicit and explicit safety evaluation of foods: The importance of food processing. Appetite 2022; 175:106062. [PMID: 35500724 DOI: 10.1016/j.appet.2022.106062] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 04/14/2022] [Accepted: 04/22/2022] [Indexed: 11/15/2022]
Abstract
Identifying beneficial foods in the environment, while avoiding ingesting something toxic, is a crucial task humans face on a daily basis. Here we directly examined adults' implicit and explicit safety evaluations of the same foods presented with different degrees of processing, ranging from unprocessed (raw) to processed (cut or cooked). Moreover, we investigated whether individual characteristics (e.g., Body Mass Index, food neophobia and hunger) modulated their evaluations. We hypothesized that adults would associate the processed form of a food with safety more than its unprocessed form since processing techniques, which are ubiquitously applied in different cultures, often reduce the toxicity of foods, and signal previous human intervention and intended consumption. Adults (N = 109, 43 females) performed an implicit Go/No-Go association task (GNAT) online, assessing the association between safety attributes and food images differing on their degree of processing, both unfamiliar and familiar foods were used. Then each food was explicitly evaluated. Results revealed that individual self-reported characteristics affected both implicit and explicit evaluations. Individuals with excess weight and obesity had a strong and positive implicit association between processed foods and safety attributes, but explicitly rated cooked foods as the least safe overall, this latter result was found in highly neophobic individuals as well. Yet, at the explicit level, when looking at unfamiliar foods only, processed foods were rated safer than unprocessed foods by all participants. Our results are the first evidence that directly highlights the relevance of the degree of processing in food safety evaluation and suggest that thinking of the important tasks humans face regarding food selection enriches our understanding of food behaviors.
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Affiliation(s)
- C Coricelli
- International School for Advanced Studies (SISSA), via Bonomea, 265 - 34136, Trieste, Italy; Western University, 1151 Richmond St, London, ON, N6A 3K7, Canada.
| | - R I Rumiati
- International School for Advanced Studies (SISSA), via Bonomea, 265 - 34136, Trieste, Italy.
| | - C Rioux
- Max Planck Institute for Human Development, Lentzeallee, 94, 14195, Berlin, Germany.
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Chen PJ, Coricelli C, Kaya S, Rumiati RI, Foroni F. The role of associative learning in healthy and sustainable food evaluations: An event-related potential study. Neurosci Res 2022; 183:61-75. [PMID: 35820553 DOI: 10.1016/j.neures.2022.07.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 05/30/2022] [Accepted: 07/06/2022] [Indexed: 11/25/2022]
Abstract
Individuals in industrialized societies frequently include processed foods in their diet. However, overconsumption of heavily processed foods leads to imbalanced calorie intakes as well as negative health consequences and environmental impacts. In the present study, normal-weight healthy individuals were recruited in order to test whether associative learning (Evaluative Conditioning, EC) could strengthen the association between food-types (minimally processed and heavily processed foods) and concepts (e.g., healthiness), and whether these changes would be reflected at the implicit associations, at the explicit ratings and in behavioral choices. A Semantic Congruency task (SC) during electroencephalography recordings was used to examine the neural signature of newly acquired associations between foods and concepts. The accuracy after EC towards minimally processed food (MP-food) in the SC task significantly increased, indicating strengthened associations between MP-food and the concept of healthiness through EC. At the neural level, a more negative amplitude of the N400 waveform, which reflects semantic incongruency, was shown in response to MP-foods paired with the concept of unhealthiness in proximity of the dorsal lateral prefrontal cortex (DLPFC). This implied the possible role of the left DLPFC in changing food representations by integrating stimuli's features with existing food-relevant information. Finally, the N400 effect was modulated by individuals' attentional impulsivity as well as restrained eating behavior.
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Affiliation(s)
| | - Carol Coricelli
- Area of Neuroscience, SISSA, Trieste, Italy; Department of Psychology, Western Interdisciplinary Research Building, Western University, London, Canada
| | - Sinem Kaya
- Area of Neuroscience, SISSA, Trieste, Italy
| | | | - Francesco Foroni
- Area of Neuroscience, SISSA, Trieste, Italy; School of Behavioural and Health Sciences, Australian Catholic University, NSW, Australia
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Foroni F, Esmaeilikia M, Rumiati RI. What makes a food healthy? Sex differences in what is associated to healthiness evaluations. Food Qual Prefer 2022. [DOI: 10.1016/j.foodqual.2021.104438] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
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CABAL-PRIETO A, TEODORO-BERNABÉ G, CORIA-RINCÓN C, SÁNCHEZ-ARELLANO L, RAMÓN-CANUL LG, RODRÍGUEZ-MIRANDA J, PRINYAWIWATKUL W, JUÁREZ-BARRIENTOS JM, HERRERA-CORREDOR JA, RAMÍREZ-RIVERA EDJ. Development of a memories vocabulary (MemVOC) for food products using coffee as a model. FOOD SCIENCE AND TECHNOLOGY 2022. [DOI: 10.1590/fst.44221] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Norms in French for 209 images of the “food-pics” image database. Food Qual Prefer 2021. [DOI: 10.1016/j.foodqual.2021.104274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Pinero de Plaza MA, Taghian M, Marmolejo-Ramos F, Barrera-Causil CJ, Hall J. Investigating salience strategies to counteract obesity. Health Promot Int 2021; 36:1539-1553. [PMID: 33599262 DOI: 10.1093/heapro/daaa123] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
The investigation of the characteristics and attributes that make a brand prominent for shoppers is known as salience research. This line of study concentrates on influencing buying behaviors via the manipulation of shopping environments and food products. Such promotional strategies successfully attract massive food sales and therefore have been associated with changes in dietary patterns and the epidemic expansion of non-communicable diseases, like obesity. Marketers have empirically proven that global buying patterns are influenced by their salience strategies and techniques. However, despite the significance of such methods, empirical salience investigations have rarely been extended beyond their primary business focus to the field of health promotion. Therefore, this study is presenting a way of transferring the salience knowledge to the health promotion field in order to track dietary choices and possibly gain information to identify buying and eating behaviors connected to obesity. The salience literature from various disciplines permits to hypothesize that consumers are more likely to have unhealthy diets when food-choices and conditions are saliently manipulated. A quasi-experimental method (combining salience measures with Bayesian analysis) was used to test this proposition. The results support the hypothesis and endorse the introduced research tool. As predicted, data reflect the latest national overweight and obesity statistics and suggest that habitual unhealthy diets are more likely when salience strategies link food products to taste, social and emotional attributes. These preliminary findings encourage further investigation to enhance the method as a possible epidemiological tool.
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Affiliation(s)
- Maria Alejandra Pinero de Plaza
- Caring Futures Institute, Flinders University, Bedford Park, Australia.,'National Health and Medical Research Council' (NHMRC) Centre of Research Excellence: Frailty and Healthy Ageing, Adelaide, Australia
| | - Mehdi Taghian
- Faculty of Business and Law, Deakin Business School, Melbourne, Australia
| | - Fernando Marmolejo-Ramos
- Center for Change and Complexity in Learning, University of South Australia, Adelaide, Australia
| | - Carlos J Barrera-Causil
- Facultad de Ciencias Exactas y Aplicadas, Instituto Tecnológico Metropolitano, Medellín, Colombia
| | - John Hall
- Faculty of Business and Law, Deakin Business School, Melbourne, Australia
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Sato W, Minemoto K, Sawada R, Miyazaki Y, Fushiki T. Image database of Japanese food samples with nutrition information. PeerJ 2020; 8:e9206. [PMID: 32596038 PMCID: PMC7305770 DOI: 10.7717/peerj.9206] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Accepted: 04/27/2020] [Indexed: 11/20/2022] Open
Abstract
Background Visual processing of food plays an important role in controlling eating behaviors. Several studies have developed image databases of food to investigate visual food processing. However, few databases include non-Western foods and objective nutrition information on the foods. Methods We developed an image database of Japanese food samples that has detailed nutrition information, including calorie, carbohydrate, fat and protein contents. To validate the database, we presented the images, together with Western food images selected from an existing database and had Japanese participants rate their affective (valence, arousal, liking and wanting) and cognitive (naturalness, recognizability and familiarity) appraisals and estimates of nutrition. Results The results showed that all affective and cognitive appraisals (except arousal) of the Japanese food images were higher than those of Western food. Correlational analyses found positive associations between the objective nutrition information and subjective estimates of the nutrition information, and between the objective calorie/fat content and affective appraisals. Conclusions These data suggest that by using our image database, researchers can investigate the visual processing of Japanese food and the relationships between objective nutrition information and the psychological/neural processing of food.
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Coricelli C, Toepel U, Notter ML, Murray MM, Rumiati RI. Distinct brain representations of processed and unprocessed foods. Eur J Neurosci 2019; 50:3389-3401. [PMID: 31228866 DOI: 10.1111/ejn.14498] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Revised: 04/30/2019] [Accepted: 06/13/2019] [Indexed: 11/28/2022]
Abstract
Among all of the stimuli surrounding us, food is arguably the most rewarding for the essential role it plays in our survival. In previous visual recognition research, it has already been demonstrated that the brain not only differentiates edible stimuli from non-edible stimuli but also is endowed with the ability to detect foods' idiosyncratic properties such as energy content. Given the contribution of the cooked diet to human evolution, in the present study we investigated whether the brain is sensitive to the level of processing food underwent, based solely on its visual appearance. We thus recorded visual evoked potentials (VEPs) from normal-weight healthy volunteers who viewed color images of unprocessed and processed foods equated in caloric content. Results showed that VEPs and underlying neural sources differed as early as 130 ms post-image onset when participants viewed unprocessed versus processed foods, suggesting a within-category early discrimination of food stimuli. Responses to unprocessed foods engaged the inferior frontal and temporal regions and the premotor cortices. In contrast, viewing processed foods led to the recruitment of occipito-temporal cortices bilaterally, consistently with other motivationally relevant stimuli. This is the first evidence of diverging brain responses to food as a function of the transformation undergone during its preparation that provides insights on the spatiotemporal dynamics of food recognition.
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Affiliation(s)
| | - Ulrike Toepel
- The Laboratory for Investigative Neurophysiology (The LINE), The Department of Radiology and Department of Clinical Neurosciences, University Hospital Center, University of Lausanne, Lausanne, Switzerland
| | - Marie-Laure Notter
- The Laboratory for Investigative Neurophysiology (The LINE), The Department of Radiology and Department of Clinical Neurosciences, University Hospital Center, University of Lausanne, Lausanne, Switzerland
| | - Micah M Murray
- The Laboratory for Investigative Neurophysiology (The LINE), The Department of Radiology and Department of Clinical Neurosciences, University Hospital Center, University of Lausanne, Lausanne, Switzerland.,Electroencephalography Brain Mapping Core, Center for Biomedical Imaging (CIBM) of Lausanne and Geneva, Lausanne, Switzerland.,Department of Ophthalmology, Fondation Asile des Aveugles, University of Lausanne, Lausanne, Switzerland.,Department of Hearing and Speech Sciences, Vanderbilt University, Nashville, Tennessee, USA
| | - Raffaella I Rumiati
- Neuroscience and Society Laboratory, SISSA, Trieste, Italy.,ANVUR, Rome, Italy
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Food knowledge depends upon the integrity of both sensory and functional properties: a VBM, TBSS and DTI tractography study. Sci Rep 2019; 9:7439. [PMID: 31092880 PMCID: PMC6520382 DOI: 10.1038/s41598-019-43919-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2018] [Accepted: 04/12/2019] [Indexed: 11/30/2022] Open
Abstract
Food constitutes a fuel of life for human beings. It is therefore of chief importance that their recognition system readily identifies the most relevant properties of food by drawing on semantic memory. One of the most relevant properties to be considered is the level of processing impressed by humans on food. We hypothesized that recognition of raw food capitalizes on sensory properties and that of transformed food on functional properties, consistently with the hypothesis of a sensory-functional organization of semantic knowledge. To test this hypothesis, patients with Alzheimer’s disease, frontotemporal dementia, primary progressive aphasia, and healthy controls performed lexical-semantic tasks with food (raw and transformed) and non-food (living and nonliving) stimuli. Correlations between task performance and local grey matter concentration (VBM) and white matter fractional anisotropy (TBSS) led to two main findings. First, recognition of raw food and living things implicated occipital cortices, typically involved in processing sensory information and, second, recognition of processed food and nonliving things implicated the middle temporal gyrus and surrounding white matter tracts, regions that have been associated with functional properties. In conclusion, the present study confirms and extends the hypothesis of a sensory and a functional organization of semantic knowledge.
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Coricelli C, Foroni F, Osimo SA, Rumiati RI. Implicit and explicit evaluations of foods: The natural and transformed dimension. Food Qual Prefer 2019. [DOI: 10.1016/j.foodqual.2018.11.014] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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Mengotti P, Foroni F, Rumiati RI. Neural correlates of the energetic value of food during visual processing and response inhibition. Neuroimage 2018; 184:130-139. [PMID: 30205209 DOI: 10.1016/j.neuroimage.2018.09.017] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Revised: 08/27/2018] [Accepted: 09/07/2018] [Indexed: 01/29/2023] Open
Abstract
Previous research showed that human brain regions involved in reward and cognitive control are responsive to visually presented food stimuli, in particular high-energy foods. However, it is still to be determined whether the preference towards high-energy foods depends on their higher energy density (kcal/gram), or is based on the difference in energy content of the food items (total amount of kcal). Here we report the results of an fMRI study in which normal-weight healthy participants processed food images during a one-back task or were required to inhibit their response towards food stimuli during a Go/No-Go task. High-energy density (HD) and low-energy density (LD) foods were matched for energy content displayed. Food-related kitchen objects (OBJ) were used as control stimuli. The lateral occipital complex and the orbitofrontal cortex showed consistent higher activity in response to HD than LD foods, both during visual processing and response inhibition. This result suggests that images of HD foods, even when the amount of food shown is not associated with a higher energy content, elicit preferential visual processing - possibly involving attentional processes - and trigger a response from the reward system. We conclude that the human brain is able to distinguish food energy densities of food items during both active visual processing and response inhibition.
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Affiliation(s)
- P Mengotti
- Area of Neuroscience, SISSA, Trieste, Italy; Cognitive Neuroscience, Institute of Neuroscience & Medicine (INM-3), Research Centre Juelich, Germany.
| | - F Foroni
- School of Psychology, Australian Catholic University, NSW, Australia; Area of Neuroscience, SISSA, Trieste, Italy
| | - R I Rumiati
- Area of Neuroscience, SISSA, Trieste, Italy; ANVUR, Rome, Italy
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15
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Tribute to Glyn W. Humphreys, 1954-2016. Cortex 2018; 107:1-3. [PMID: 30119895 DOI: 10.1016/j.cortex.2018.07.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Accepted: 07/04/2018] [Indexed: 11/23/2022]
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