The DOI matches its Crossref record; 53 of the 53 references it cites were found in a registry or an index.
Prospective association between ultra-processed food consumption and incident depressive symptoms in the French NutriNet-Santé cohort
Open accessAbstract
BACKGROUND: Ultra-processed food (UPF) consumption has increased over the last decades in Westernized countries. Our objective was to investigate for the first time the association between the proportion of UPF (%UPF) in the diet and incident depressive symptoms in the NutriNet-Santé cohort. METHODS: The sample included 20,380 women and 6350 men (aged 18-86 years) without depressive symptoms at the first Center for Epidemiologic Studies Depression Scale (CES-D) measurement, using validated cut-offs (CES-D score ≥ 17 for men and ≥ 23 for women). The proportion of UPF in the diet was computed for each subject using the NOVA classification applied to dietary intakes collected by repeated 24-h records (mean = 8; SD = 2.3). The association between UPF and depressive symptoms was evaluated using multivariable Cox proportional hazards models. RESULTS: Over a mean follow-up of 5.4 years, 2221 incident cases of depressive symptoms were identified. After accounting for a wide range of potential confounders, an increased risk of depressive symptoms was observed with an increased %UPF in the diet. In the main model adjusted for sociodemographic characteristics, body mass index, and lifestyle factors, the estimated hazard ratio for a 10% increase in UPF was 1.21 (95% confidence interval = 1.15-1.27). Considering %UPF in food groups, the association was significant only for beverages and sauces or added fats. CONCLUSION: Overall, UPF consumption was positively associated with the risk of incident depressive symptoms, suggesting that accounting for this non-nutritional aspect of the diet could be important for mental health promotion.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Figures


Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“Another large French cohort of adults followed for a mean of 5.4 years demonstrated a positive association between ultra-processed food and the risk of incident depression [156].”
From Separating the Signal from the Noise: How Psychiatric Diagnoses Can Help Discern Food Addiction from Dietary Restraint (2020) · cites this paper as [156]
In the citing paper
“To our knowledge, although UPF consumption was previously found to be associated with increased risks of cancer, 31 cardiovascular diseases, 35 mortality, 32,36 depressive symptoms, 33,37 and metabolic disorders (obesity, 40 hypertension, 41 and dyslipidemia 39 ), no prior prospective epidemiological study had evaluated their association with T2D risk.”
From Ultraprocessed Food Consumption and Risk of Type 2 Diabetes Among Participants of the NutriNet-Santé Prospective Cohort (2020) · cites this paper as [31]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482
The CES-D Scale: A Self-Report Depression Scale for Research in the General Population
Radloff, L. S. (1977) · Applied Psychological Measurement · doi:10.1177/014662167700100306 · Cited by 53,267
James, S. L., Abate, D., Abate, K. H., Abay, S. M., Abbafati, C., Abbasi, N., Abbastabar, H., Abd-Allah, F., Abdela, J., Abdelalim, A., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)32279-7 · Cited by 13,867
Vos, T., Abajobir, A. A., Abate, K. H., Abbafati, C., Abbas, K. M., Abd-Allah, F., Abdulkader, R. S., Abdulle, A. M., Abebo, T. A., Abera, S. F., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(17)32154-2 · Cited by 13,220
Self-citationPredicting basal metabolic rate, new standards and review of previous work.
Wn, S. (1985) · PubMed · Cited by 2,955
The UN Decade of Nutrition, the NOVA food classification and the trouble with ultra-processing
Monteiro, C. A., Cannon, G., Moubarac, J.-C., Levy, R. B., Louzada, M. L. C., & Jaime, P. C. (2018) · Public Health Nutrition · doi:10.1017/s1368980017000234 · Cited by 2,333
Hagströmer, M., Oja, P., & Sjöstróm, M. (2006) · Public Health Nutrition · doi:10.1079/phn2005898 · Cited by 2,078
Ultra‐processed products are becoming dominant in the global food system
Monteiro, C. A., Moubarac, J. ‐., Cannon, G., Ng, S. W., & Popkin, B. (2013) · Obesity Reviews · doi:10.1111/obr.12107 · Cited by 1,827
Willett, W. C. (2012) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199754038.001.0001 · Cited by 1,754
Black, A. (2000) · International Journal of Obesity · doi:10.1038/sj.ijo.0801376 · Cited by 1,490
Research works printed but not linked: 2
- Le Moullec N, Deheeger M, Preziosi P, Monteiro P, Valeix P, Rolland-Cachera M, et al. Validation of the photo manual used for the collection of dietary data in the SU.VI.MAX study. Cah Nutr Diététique. 1996;31:158-64.
- NutriNet-Santé coordination. Table de composition des aliments - Etude NutriNet-Santé. Paris: Economica; 2013.
Cited by
Sorted by citations
Popkin, B. M., Du, S., Green, W. D., Beck, M. A., Algaith, T., Herbst, C. H., Alsukait, R. F., Alluhidan, M., Alazemi, N., & Shekar, M. (2020) · Obesity Reviews · doi:10.1111/obr.13128 · Cited by 1,150
Baker, P., Machado, P., Santos, T., Sievert, K., Backholer, K., Hadjikakou, M., Russell, C., Huse, O., Bell, C., Scrinis, G., et al. (2020) · Obesity Reviews · doi:10.1111/obr.13126 · Cited by 1,194
Consumption of ultra-processed foods and health status: a systematic review and meta-analysis
Pagliai, G., Dinu, M., Madarena, M. P., Bonaccio, M., Iacoviello, L., & Sofi, F. (2021) · British Journal of Nutrition · doi:10.1017/s0007114520002688 · Cited by 918
Ultra-Processed Foods and Health Outcomes: A Narrative Review
Elizabeth, L., Machado, P. P., Zinöcker, M. K., Baker, P., & Lawrence, M. A. (2020) · Nutrients · doi:10.3390/nu12071955 · Cited by 851
Lane, M. M., Davis, J. A., Beattie, S., Gómez‐Donoso, C., Loughman, A., O'Neil, A., Jacka, F., Berk, M., Page, R., Marx, W., et al. (2021) · Obesity Reviews · doi:10.1111/obr.13146 · Cited by 564
Chen, X., Zhang, Z., Yang, H., Qiu, P., Wang, H., Wang, F., Zhao, Q., Fang, J. Q., & Nie, J. (2020) · Nutrition Journal · doi:10.1186/s12937-020-00604-1 · Cited by 562
Srour, B., Fezeu, L. K., Kesse-Guyot, E., Allès, B., Debras, C., Druesne-Pecollo, N., Chazelas, E., Deschasaux, M., Hercberg, S., Galan, P., et al. (2020) · JAMA Internal Medicine · doi:10.1001/jamainternmed.2019.5942 · Cited by 465
Self-citationUltra-processed foods and human health: the main thesis and the evidence
Monteiro, C. A., Louzada, M. L., Steele-Martinez, E., Cannon, G., Andrade, G. C., Baker, P., Bes-Rastrollo, M., Bonaccio, M., Gearhardt, A. N., Khandpur, N., et al. (2025) · The Lancet · doi:10.1016/s0140-6736(25)01565-x · Cited by 339
Self-citationA Systematic Review of Worldwide Consumption of Ultra-Processed Foods: Findings and Criticisms
Marino, M., Puppo, F., Bo’, C. D., Vinelli, V., Riso, P., Porrini, M., & Martini, D. (2021) · Nutrients · doi:10.3390/nu13082778 · Cited by 387
Ultra-processed foods and human health: from epidemiological evidence to mechanistic insights
Srour, B., Kordahi, M. C., Bonazzi, E., Deschasaux-Tanguy, M., Touvier, M., & Chassaing, B. (2022) · The Lancet Gastroenterology & Hepatology · doi:10.1016/s2468-1253(22)00169-8 · Cited by 303
Self-citationLane, M. M., Gamage, E., Travica, N., Dissanayaka, T., Ashtree, D. N., Gauci, S., Lotfaliany, M., O’Neil, A., Jacka, F. N., & Marx, W. (2022) · Nutrients · doi:10.3390/nu14132568 · Cited by 320
Beslay, M., Srour, B., Méjean, C., Allès, B., Fiolet, T., Debras, C., Chazelas, E., Deschasaux, M., Wendeu-Foyet, M. G., Herçberg, S., et al. (2020) · PLoS Medicine · doi:10.1371/journal.pmed.1003256 · Cited by 304
Self-citationDicken, S. J., & Batterham, R. L. (2021) · Nutrients · doi:10.3390/nu14010023 · Cited by 256
Taillie, L. S., Hall, M. G., Popkin, B. M., Ng, S. W., & Murukutla, N. (2020) · Nutrients · doi:10.3390/nu12020569 · Cited by 215
Ultra-processed food consumption and obesity in the Australian adult population
Machado, P. P., Steele, E. M., Levy, R. B., Louzada, M. L. D. C., Rangan, A., Woods, J., Gill, T. P., Scrinis, G., & Monteiro, C. A. (2020) · Nutrition and Diabetes · doi:10.1038/s41387-020-00141-0 · Cited by 196
Evidence of the Importance of Dietary Habits Regarding Depressive Symptoms and Depression
Ljungberg, T., Bondza, E., & Lethin, C. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17051616 · Cited by 225
Machine learning prediction of the degree of food processing
Menichetti, G., Ravandi, B., Mozaffarian, D., & Barabási, A.-Ĺ. (2023) · Nature Communications · doi:10.1038/s41467-023-37457-1 · Cited by 178
Exposure to food additive mixtures in 106,000 French adults from the NutriNet-Santé cohort
Chazelas, E., Druesne‐Pecollo, N., Esseddik, Y., de Edelenyi, F. S., Agaësse, C., Sa, A. D., Lutchia, R., Rebouillat, P., Srour, B., Debras, C., et al. (2021) · Scientific Reports · doi:10.1038/s41598-021-98496-6 · Cited by 139
Self-citationUltra-processed foods: A new holistic paradigm?
Fardet, A., & Rock, E. (2019) · Trends in Food Science & Technology · doi:10.1016/j.tifs.2019.09.016 · Cited by 130
Matison, A. P., Mather, K. A., Flood, V. M., & Reppermund, S. (2021) · Ageing Research Reviews · doi:10.1016/j.arr.2021.101403 · Cited by 123
Gut Microbiota Differences According to Ultra-Processed Food Consumption in a Spanish Population
Cuevas‐Sierra, A., Milagro, F. I., Aranaz, P., Martínez, J. A., & Riezu‐Boj, J. I. (2021) · Nutrients · doi:10.3390/nu13082710 · Cited by 124
Association of Ultraprocessed Food Consumption With Risk of Dementia: A Prospective Cohort Study
Li, H., Li, S., Yang, H., Zhang, Y., Zhang, S., Ma, Y., Hou, Y., Zhang, X., Niu, K., Borné, Y., et al. (2022) · Neurology · doi:10.1212/wnl.0000000000200871 · Cited by 107
Reverse thinking: taking a healthy diet perspective towards food systems transformations
Brouwer, I. D., van Liere, M. J., de Brauw, A., Domínguez-Salas, P., Herforth, A., Kennedy, G., Lachat, C. K., Omosa, E., Talsma, E. F., Vandevijvere, S., et al. (2021) · Food Security · doi:10.1007/s12571-021-01204-5 · Cited by 114
Kliemann, N., Nahas, A. A., Vamos, E. P., Touvier, M., Kesse‐Guyot, E., Gunter, M. J., Millett, C. J., & Huybrechts, I. (2022) · British Journal of Cancer · doi:10.1038/s41416-022-01749-y · Cited by 117
Self-citationGut microbiota, nutrition, and mental health
Merlo, G., Bachtel, G., & Sugden, S. G. (2024) · Frontiers in Nutrition · doi:10.3389/fnut.2024.1337889 · Cited by 110
Consumption of Ultra-Processed Foods Increases the Likelihood of Having Obesity in Korean Women
Sung, H., Park, J. M., Oh, S. U., Ha, K., & Joung, H. (2021) · Nutrients · doi:10.3390/nu13020698 · Cited by 92
Andrade, G. C., Julia, C., Deschamps, V., Srour, B., Herçberg, S., Kesse‐Guyot, E., Allès, B., Chazelas, E., Deschasaux, M., Touvier, M., et al. (2021) · Nutrients · doi:10.3390/nu13020682 · Cited by 103
Self-citationDavidou, S., Christodoulou, A., Fardet, A., & Frank, K. (2020) · Food & Function · doi:10.1039/c9fo02271f · Cited by 100
Ultra-processed foods increase noncommunicable chronic disease risk
Jardim, M. Z., Costa, B. V. D. L., Pessoa, M. C., & Duarte, C. K. (2021) · Nutrition Research · doi:10.1016/j.nutres.2021.08.006 · Cited by 92
Louzada, M. L. D. C., Costa, C. D. S., Souza, T. N., da Cruz, G. L., Levy, R. B., & Monteiro, C. A. (2021) · Cadernos de Saúde Pública · doi:10.1590/0102-311x00323020 · Cited by 162
Consumption of Ultraprocessed Food and Risk of Depression
Samuthpongtorn, C., Nguyen, L. H., Okereke, O. I., Wang, D. D., Song, M., Chan, A. T., & Mehta, R. S. (2023) · JAMA Network Open · doi:10.1001/jamanetworkopen.2023.34770 · Cited by 83
Konieczna, J., Morey, M., Abete, I., Bes‐Rastrollo, M., Ruiz‐Canela, M., Vioqué, J., González‐Palacios, S., Daimiel, L., Salas‐Salvadó, J., Fiol, M., et al. (2021) · Clinical Nutrition · doi:10.1016/j.clnu.2021.01.019 · Cited by 92
Mazloomi, S. N., Talebi, S., Mehrabani, S., Bagheri, R., Ghavami, A., Zarpoosh, M., Mohammadi, H., Wong, A., Nordvall, M., Kermani, M. A. H., et al. (2022) · Nutritional Neuroscience · doi:10.1080/1028415x.2022.2110188 · Cited by 89
Wang, M., Du, X., Huang, W., & Xu, Y. (2022) · American Journal of Hypertension · doi:10.1093/ajh/hpac069 · Cited by 80
van Zonneveld, S. M., van den Oever, E. J., Haarman, B. C. M., Grandjean, E. L., Nuninga, J. O., van de Rest, O., & Sommer, I. E. (2024) · Nutrients · doi:10.3390/nu16162646 · Cited by 88
Bui, C., Lin, L.-Y., Wu, C.-Y., Chiu, Y.-W., & Chiou, H. (2021) · Nutrients · doi:10.3390/nu13082739 · Cited by 87
Gut Microbiota: An Important Link between Western Diet and Chronic Diseases
Shi, Z. (2019) · Nutrients · doi:10.3390/nu11102287 · Cited by 78
An 18-country analysis of the effectiveness of five front-of-pack nutrition labels
Pettigrew, S., Jongenelis, M. I., Jones, A., Herçberg, S., & Julia, C. (2022) · Food Quality and Preference · doi:10.1016/j.foodqual.2022.104691 · Cited by 70
Self-citationDissecting ultra-processed foods and drinks: Do they have a potential to impact the brain?
Contreras‐Rodríguez, O., Solanas, M., & Escorihuela, R. M. (2022) · Reviews in Endocrine and Metabolic Disorders · doi:10.1007/s11154-022-09711-2 · Cited by 78
de Miranda, R. C., Rauber, F., de Moraes, M. M., Afonso, C., Santos, C., Rodrigues, S. S. P., & Levy, R. B. (2020) · British Journal Of Nutrition · doi:10.1017/s000711452000344x · Cited by 68
Wiss, D., & Brewerton, T. (2020) · Nutrients · doi:10.3390/nu12102937 · Cited by 63
Drewnowski, A. (2021) · Advances in Nutrition · doi:10.1093/advances/nmab089 · Cited by 64
Ultra-Processed Food Is Positively Associated With Depressive Symptoms Among United States Adults
Zheng, L., Sun, J., Yu, X., & Zhang, D. (2020) · Frontiers in Nutrition · doi:10.3389/fnut.2020.600449 · Cited by 65
Intake of ultra-processed foods and sleep-related outcomes: A systematic review and meta-analysis
Delpino, F. M., Figueiredo, L. M., Flores, T. R., Silveira, E. A., Silva dos Santos, F., Werneck, A. O., Louzada, M. L. D. C., Arcêncio, R. A., & Nunes, B. P. (2023) · Nutrition · doi:10.1016/j.nut.2022.111908 · Cited by 58
Cross-sectional examination of ultra-processed food consumption and adverse mental health symptoms
Hecht, E. M., Rabil, A. M., Steele, E. M., Abrams, G. A., Ware, D. P., Landy, D. C., & Hennekens, C. H. (2022) · Public Health Nutrition · doi:10.1017/s1368980022001586 · Cited by 72
Li, M., & Shi, Z. (2021) · Nutrients · doi:10.3390/nu13082796 · Cited by 62
Contreras‐Rodríguez, O., Reales-Moreno, M., Fernández‐Barrés, S., Cimpean, A., Arnoriaga‐Rodríguez, M., Puig, J., Biarnés, C., Motger‐Albertí, A., Cano, M., & Fernández‐Real, J. M. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.05.009 · Cited by 68
Ejtahed, H., Mardi, P., Hejrani, B., Mahdavi, F. S., Ghoreshi, B., Gohari, K., Heidari‐Beni, M., & Qorbani, M. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05889-8 · Cited by 57
Coletro, H. N., Mendonça, R. D. D., Meireles, A. L., Machado-Coelho, G. L. L., & de Menezes, M. C. (2021) · Clinical Nutrition ESPEN · doi:10.1016/j.clnesp.2021.12.013 · Cited by 69
Lane, M. M., Lotfaliany, M., Hodge, A. M., O'Neil, A. E., Travica, N., Jacka, F. N., Rocks, T., Machado, P. P., Forbes, M., Ashtree, D. N., et al. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.04.124 · Cited by 87
Egnell, M., Galan, P., Fialon, M., Touvier, M., Péneau, S., Kesse‐Guyot, E., Herçberg, S., & Julia, C. (2021) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-021-01108-9 · Cited by 53
Self-citationLane, M., Howland, G., West, M., Hockey, M., Marx, W., Loughman, A., O’Hely, M., Jacka, F., & Rocks, T. (2020) · Obesity Research & Clinical Practice · doi:10.1016/j.orcp.2020.04.006 · Cited by 50
How and why ultra-processed foods harm human health
Levy, R. B., Barata, M. F., Leite, M. A., & Andrade, G. C. (2023) · Proceedings of The Nutrition Society · doi:10.1017/s0029665123003567 · Cited by 61
Health impacts of exposure to synthetic chemicals in food
Muncke, J., Touvier, M., Trasande, L., & Scheringer, M. (2025) · Nature Medicine · doi:10.1038/s41591-025-03697-5 · Cited by 50
Self-citationArshad, H., Head, J. A., Jacka, F. N., Lane, M. M., Mika Kivimaki, B., & Akbaraly, T. N. (2023) · Nutritional Neuroscience · doi:10.1080/1028415x.2022.2157927 · Cited by 49
Fazelian, S., Sadeghi, E., Firouzi, S., & Haghighatdoost, F. (2021) · Nutrition Reviews · doi:10.1093/nutrit/nuab013 · Cited by 50
Popkin, B. M., Miles, D. R., Taillie, L. S., & Dunford, E. (2024) · The Lancet Regional Health - Americas · doi:10.1016/j.lana.2024.100713 · Cited by 54
Meine, G. C., Picon, R. V., Santo, P. A. D. E., & Sander, G. B. (2024) · The American Journal of Gastroenterology · doi:10.14309/ajg.0000000000002826 · Cited by 47
Ultra-Processed Food Consumption and Depressive Symptoms in a Mediterranean Cohort
Godos, J., Bonaccio, M., Al-Qahtani, W. H., Marx, W., Lane, M. M., Leggio, G. M., & Grosso, G. (2023) · Nutrients · doi:10.3390/nu15030504 · Cited by 47
Werneck, A. O., Steele, E. M., Delpino, F. M., Lane, M. M., Marx, W., Jacka, F. N., Stubbs, B., Touvier, M., Srour, B., Louzada, M. L. D. C., et al. (2024) · Clinical Nutrition · doi:10.1016/j.clnu.2024.03.028 · Cited by 45
Self-citationEvaluation of the toxic effects of food additives, alone or in mixture, in four human cell models
Recoules, C., Touvier, M., Pierre, F. H. F., & Audebert, M. (2024) · Food and Chemical Toxicology · doi:10.1016/j.fct.2024.115198 · Cited by 48
Self-citationDickie, S., Woods, J., Baker, P., Elizabeth, L., & Lawrence, M. A. (2020) · Nutrients · doi:10.3390/nu12051463 · Cited by 42
Sources of Dietary Fiber Are Differently Associated with Prevalence of Depression
Kim, C.-S., Byeon, S., & Shin, D. (2020) · Nutrients · doi:10.3390/nu12092813 · Cited by 41
Wiss, D. A. (2022) · Current Addiction Reports · doi:10.1007/s40429-022-00411-0 · Cited by 40
Mesas, A. E., Gonzáléz, A. D., de Andrade, S. M., Martínez‐Vizcaíno, V., López‐Gil, J. F., & Jiménez‐López, E. (2022) · Nutrients · doi:10.3390/nu14245207 · Cited by 45
Babalola, O. O., Akinnusi, E., Ottu, P. O., Bridget, K., Oyubu, G., Ajiboye, S. A., Adio, W. S., Amafili, C. C., Adebimpe, H. O., Nwokafor, C. V., et al. (2025) · Aspects of Molecular Medicine · doi:10.1016/j.amolm.2025.100072 · Cited by 49
Gupta, S., Rose, C. M., Buszkiewicz, J., Ko, L. K., Mou, J., Cook, A. J., Aggarwal, A., & Drewnowski, A. (2020) · British Journal Of Nutrition · doi:10.1017/s0007114520004705 · Cited by 40
Preliminary Evidence that Tolerance and Withdrawal Occur in Response to Ultra-processed Foods
Parnarouskis, L., & Gearhardt, A. N. (2022) · Current Addiction Reports · doi:10.1007/s40429-022-00425-8 · Cited by 36
Lee, S., & Choi, M.-J. (2023) · Nutrients · doi:10.3390/nu15092169 · Cited by 35
Prescott, S. L., D’Adamo, C. R., Holton, K. F., Ortiz, S. E., Øverby, N. C., & Logan, A. C. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20156461 · Cited by 45
Coletro, H. N., Bressan, J., Diniz, A. P., Hermsdorff, H. H. M., Pimenta, A. M., Meireles, A. L., Mendonça, R. D. D., & Carraro, J. C. C. (2023) · International Journal of Food Sciences and Nutrition · doi:10.1080/09637486.2023.2190058 · Cited by 35
Decoding the Foodome: Molecular Networks Connecting Diet and Health
Menichetti, G., Barabási, A.-L., & Loscalzo, J. (2024) · Annual Review of Nutrition · doi:10.1146/annurev-nutr-062322-030557 · Cited by 32
A review of the impact of social disruptions on food security and food choice
Munialo, C. D., & Mellor, D. D. (2023) · Food Science & Nutrition · doi:10.1002/fsn3.3752 · Cited by 41
Wittich, W., Granberg, S., Wahlqvist, M., Pichora-Fuller, M. K., & Mäki‐Torkko, E. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-044873 · Cited by 31
Nutrient concentrations in food display universal behaviour
Menichetti, G., & Barabási, A.-Ĺ. (2022) · Nature Food · doi:10.1038/s43016-022-00511-0 · Cited by 29
Henney, A. E., Gillespie, C. S., Alam, U., Hydes, T., Boyland, E. J., & Cuthbertson, D. J. (2024) · Obesity Reviews · doi:10.1111/obr.13682 · Cited by 34
Prevalence of processed foods in major US grocery stores
Ravandi, B., Ispirova, G., Sebek, M., Mehler, P., Barabási, A.-Ĺ., & Menichetti, G. (2025) · Nature Food · doi:10.1038/s43016-024-01095-7 · Cited by 35
Scuto, M. C., Anfuso, C. D., Lombardo, C., Fatta, E. D., Ferri, R., Musso, N., Zerbo, G., Terrana, M., Majzúnová, M., Lupo, G., et al. (2025) · International Journal of Molecular Sciences · doi:10.3390/ijms26199391 · Cited by 31
Katidi, A., Vlassopoulos, A., Noutsos, S., & Kapsokefalou, M. (2023) · Foods · doi:10.3390/foods12071520 · Cited by 29
Kasani, P. H., Lee, J. E., Park, C., Yun, C., Jang, J., & Lee, S. (2023) · Frontiers in Nutrition · doi:10.3389/fnut.2023.1165854 · Cited by 27
Amadieu, C., Leclercq, S., Coste, V., Thijssen, V., Neyrinck, A. M., Bindels, L. B., Cani, P. D., Piessevaux, H. H., Stärkel, P., de Timary, P., et al. (2021) · Clinical Nutrition · doi:10.1016/j.clnu.2021.03.029 · Cited by 28
Huang, P., Lee, C., Griffiths, M. D., O’Brien, K., Lin, Y.-C., Gan, W. Y., Poon, W. C., Hung, C., Lee, K., & Lin, C. (2022) · Journal of Eating Disorders · doi:10.1186/s40337-022-00701-y · Cited by 26
Faisal‐Cury, A., Leite, M. A., Escuder, M. M. L., Levy, R. B., & Peres, M. F. T. (2021) · Public Health Nutrition · doi:10.1017/s1368980021004195 · Cited by 27
Leal, A. C. G., Juvanhol, L. L., Alves, K. R., Bressan, J., Pimenta, A. M., & Hermsdorff, H. H. M. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.01.120 · Cited by 30
Mengist, B., Lotfaliany, M., Pasco, J. A., Agustini, B., Berk, M., Forbes, M., Lane, M. M., Orchard, S. G., Ryan, J. L., Owen, A. J., et al. (2025) · BMC Medicine · doi:10.1186/s12916-025-04002-4 · Cited by 29
Ultraprocessed Foods and Neuropsychiatric Outcomes: Putative Mechanisms
Mariane Lutz, R., Marcelo Arancibia, M., Morán, J., & Manterola, M. (2025) · Nutrients · doi:10.3390/nu17071215 · Cited by 33
Sun, M., He, Q., Li, G., Zhao, H., Wang, Y., Ma, Z., Feng, Z., Li, T., Chu, J., Hu, W., et al. (2023) · Food & Function · doi:10.1039/d3fo01120h · Cited by 31
de Sousa, K. T., Marques, E. S., Levy, R. B., & Azeredo, C. M. (2019) · Cadernos de Saúde Pública · doi:10.1590/0102-311x00245818 · Cited by 23
Bonaccio, M., Costanzo, S., Bracone, F., Gialluisi, A., Castelnuovo, A. F. D., Ruggiero, E., Esposito, S., Olivieri, M., Persichillo, M., Cerletti, C., et al. (2021) · European Journal of Nutrition · doi:10.1007/s00394-021-02752-4 · Cited by 21
Ultra-processed food intake and eating disorders: Cross-sectional associations among French adults
Figueiredo, N., Kose, J., Srour, B., Julia, C., Kesse‐Guyot, E., Péneau, S., Allès, B., Paz‐Graniel, I., Chazelas, E., Deschasaux, M., et al. (2022) · Journal of Behavioral Addictions · doi:10.1556/2006.2022.00009 · Cited by 32
Self-citationPrescott, S. L., Logan, A. C., D’Adamo, C. R., Holton, K. F., Lowry, C. A., Marks, J., Moodie, R., & Poland, B. D. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21020120 · Cited by 27
Ultra-processed foods – a scoping review for Nordic Nutrition Recommendations 2023
Juul, F., & Bere, E. T. (2024) · Food & Nutrition Research · doi:10.29219/fnr.v68.10616 · Cited by 24
Hallinan, S., Rose, C. M., Buszkiewicz, J., & Drewnowski, A. (2021) · Nutrients · doi:10.3390/nu13113838 · Cited by 23
Cadenhead, J. W., Steele, E. M., Contento, I. R., Kushi, L. H., Lee, A. R., Nguyen, T. T. T., Lebwohl, B., Green, P. H. R., & Wolf, R. L. (2023) · Journal of Human Nutrition and Dietetics · doi:10.1111/jhn.13137 · Cited by 23
The impacts on food purchases and tax revenues of a tax based on Chile’s nutrient profiling model
Colchero, M. A., Paraje, G. R., & Popkin, B. M. (2021) · PLoS ONE · doi:10.1371/journal.pone.0260693 · Cited by 22
Contribution of ultra-processed foods to increased obesity and non-communicable diseases
Ahmed, A., Imran, A., Wei, C. R., Nadeem, R., Shankar, A., Balaji, J., Islam, F., & Kinki, A. B. (2024) · Cogent Food & Agriculture · doi:10.1080/23311932.2024.2438405 · Cited by 23
Association between watching eating shows and unhealthy food consumption in Korean adolescents
Joo, M. J., Kim, D. B., Ko, J., Lim, J. H., Park, E., & Shin, J. (2024) · Nutrition Journal · doi:10.1186/s12937-024-00961-1 · Cited by 22
Factors Affecting Ultra‐Processed Food Consumption: Hedonic Hunger, Food Addiction, and Mood
Çelik, Ö. M., Güler, Ü., & Ekici, E. M. (2025) · Food Science & Nutrition · doi:10.1002/fsn3.70248 · Cited by 25
Werneck, A. O., Schuch, F. B., Stubbs, B., Oyeyemi, A. L., Szwarcwald, C. L., Vancampfort, D., & da Silva, D. R. P. (2020) · Brazilian Journal of Psychiatry · doi:10.1590/1516-4446-2020-1073 · Cited by 15
Machine Learning Prediction of Food ProcessingPreprint
Menichetti, G., Ravandi, B., Mozaffarian, D., & Barabási, A.-Ĺ. (2021) · medRxiv · doi:10.1101/2021.05.22.21257615 · Cited by 16
Metadata
- Authors
- Adjibade, M., Julia, C., Allès, B., Touvier, M., Lemogne, C., Srour, B., Hercberg, S., Galan, P., Assmann, K. E., & Kesse-Guyot, E.
- Affiliations
- Inserm (FR)
- Corresponding author
- Adjibade, Moufidath
- ORCID
- Venue
- BMC Medicine
- Published
- 2019-04-15
- Volume
- 17
- Issue
- 1
- Pages
- 78-78
- ISSN
- 1741-7015 (ISSN-L)
- PMC
- PMC6463641
- OpenAlex
- W2935870862
- Cited by
- 227
- References
- 53
- Citations by year
- 2026: 22 · 2025: 34 · 2024: 32 · 2023: 43 · 2022: 26 · 2021: 40 · 2020: 22 · 2019: 6
- FWCI
- 21.63
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMC Medicine (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- HAL (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Fondation pour la Recherche Médicale
- Fondation ARC pour la Recherche sur le Cancer
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Consumer Attitudes and Food Labeling
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Nutritional Studies and Diet
- Health Sciences › Nursing › Nutrition and Dietetics › Nutrition, Health and Food Behavior
- Keywords
- ultra-processed foods, depressive symptoms, incident depression, NOVA classification, diet and mental health, NutriNet-Santé cohort, beverages, dietary intake
- MeSH terms
- Adolescent, Adult, Aged, Aged, 80 and over, Depression, Diet, Female, France, Humans, Male, Middle Aged, Prospective Studies, Cohort Studies, Young Adult, Fast Foods
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review