Evidence map›Paper›PMID 36854188›Full record

ArticleDiabetes care2023

Ultra-Processed Food Consumption and Risk of Type 2 Diabetes: Three Large Prospective U.S. Cohort Studies.

Zhangling Chen, Neha Khandpur, Clémence Desjardins, Lu Wang, Carlos A Monteiro, Sinara L Rossato, Teresa T Fung, JoAnn E Manson, Walter C Willett, Eric B Rimm and 3 more

Registry-linked trialOpen access · bronzeAbstract read
In one paragraph

Article in Diabetes care, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06737276 (Dietary Advice Training in Nursing Using Simulation and Interactive Fiction), which is not on this map. Cited by 157 papers, 11 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
157citing papers in PubMed, 11 pooled it
58.0field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT06737276 nacompletednot on this map

Dietary Advice Training in Nursing Using Simulation and Interactive Fiction: a Randomised Controlled Trial

TypeinterventionalSponsorUniversity of CadizRan2022 to 2022Enrolled60ConditionsSimulation Training, Computer Simulation, Diet, Food, and Nutrition, Nutrition AssessmentArmsInteractive fiction activities, Role-play simulation
3 · Its place in the literature

Who cites it

157 citing papers in PubMed, 11 syntheses or guidelines pooled it, 200 citations in OpenAlex.

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97 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

13 authors at 4 institutions in 4 countries.

Zhangling Chen1Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.ORCID 0000-0002-4995-8485
Neha Khandpur1Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.
Clémence Desjardins5Centre Nutrition, Santé et Société, Institut sur la Nutrition et les Aliments Fonctionnels, Université Laval, Québec, Canada.
Lu Wang7Friedman School of Nutrition Science and Policy, Boston, MA.
Carlos A Monteiro3Department of Nutrition, School of Public Health, University of São Paulo, São Paulo, Brazil.
Sinara L Rossato1Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.
Teresa T Fung1Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.
JoAnn E Manson10Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA.
Walter C Willett1Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.
Eric B Rimm1Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.
Frank B Hu1Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.ORCID 0000-0002-8233-6274
Qi Sun1Department of Nutrition, Harvard T.H. Chan School of Public Health, Boston, MA.ORCID 0000-0002-8480-1563
Jean-Philippe Drouin-Chartier5Centre Nutrition, Santé et Société, Institut sur la Nutrition et les Aliments Fonctionnels, Université Laval, Québec, Canada.ORCID 0000-0002-6733-4801
Brigham and Women's Hospital · USHarvard University · USUniversité Laval · CAUniversidade de São Paulo · BR

Funding

Statistical MethodsP01CA087969 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI TWOROGER, SHELLEY S · 2000 to 2019
$77.8M
Life Course Cancer Epidemiology Cohort in WomenU01CA176726 · NCI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI ELIASSEN, A. HEATHER, WILLETT, WALTER C. · 2018 to 2025
$22.4M
Long Term Multidisciplinary Study of Cancer in Women: The Nurses Health StudyUM1CA186107 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI ELIASSEN, A. HEATHER, STAMPFER, MEIR · 2014 to 2023
$22.3M
Integrating lifecourse approaches, biologic and digital phenotypes in support of heart and lung disease epidemiologic researchU01HL145386 · NHLBI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI CHAVARRO, JORGE EDUARDO, MANSON, JOANN ELISABETH · 2019 to 2025
$17.8M
Cancer Epidemiology Cohort in Male Health ProfessionalsU01CA167552 · NCI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI Lorelei Mucci, Walter C. Willett · 2017 to 2026
$17.0M
RISK FACTORS FOR CVD IN WOMENR01HL034594 · NHLBI · TULANE UNIVERSITY OF LOUISIANA · PI JoAnn Elisabeth Manson, Lu Qi · 1985 to 2026
$13.8M
Dietary Etiology of Heart DiseaseR01HL035464 · NHLBI · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI ERIC B RIMM, Qi Sun · 1986 to 2026
$13.6M
Premonopausal Hormone Levels and Risk of Breast CancerR01CA067262 · NCI · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI HANKINSON, SUSAN E · 2002 to 2011
$11.9M
BIOCHEMICAL MARKERS IN THE NURSES'HEALTH STUDY COHORTR01CA049449 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI HANKINSON, SUSAN E · 1989 to 2008
$11.3M
Risk Factors for Ischemic Stroke in WomenR01HL088521 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI REXRODE, KATHRYN M · 2008 to 2025
$9.9M
DIETARY PATTERNS AND RISK OF CARDIOVASCULAR DISEASER01HL060712 · NHLBI · HARVARD UNIVERSITY (SCH OF PUBLIC HLTH) · PI HU, FRANK B, QI, QIBIN · 1998 to 2021
$8.0M
Ultra-processed Foods, Diet Quality, and Cardiometabolic Health: An Inter-disciplinary Trans-Atlantic Collaborative ProjectR01DK120870 · NIDDK · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI Qibin Qi, Qi Sun · 2019 to 2026
$4.2M
NCI NIH HHS P01 CA087969NCI NIH HHS R01 CA049449NCI NIH HHS R01 CA067262NCI NIH HHS U01 CA167552NCI NIH HHS U01 CA176726NCI NIH HHS UM1 CA186107NHLBI NIH HHS R01 HL034594NHLBI NIH HHS R01 HL035464NHLBI NIH HHS R01 HL060712NHLBI NIH HHS R01 HL088521NHLBI NIH HHS U01 HL145386NIDDK NIH HHS R01 DK120870
6 · The paper itself

Abstract

objectiveWe examined the relationship between ultra-processed food (UPF) intake and type 2 diabetes (T2D) risk among 3 large U.S. cohorts, conducted a meta-analysis of prospective cohort studies, and assessed meta-evidence quality. RESEARCH DESIGN AND

methodsWe included 71,871 women from the Nurses' Health Study, 87,918 women from the Nurses' Health Study II, and 38,847 men from the Health Professional Follow-Up Study. Diet was assessed using food frequency questionnaires and UPF was categorized per the NOVA classification. Associations of total and subgroups of UPF with T2D were assessed using Cox proportional hazards models. We subsequently conducted a meta-analysis of prospective cohort studies on total UPF and T2D risk, and assessed meta-evidence quality using the NutriGrade scoring system.

resultsAmong the U.S. cohorts (5,187,678 person-years; n = 19,503 T2D cases), the hazard ratio for T2D comparing extreme quintiles of total UPF intake (percentage of grams per day) was 1.46 (95% CI 1.39-1.54). Among subgroups, refined breads; sauces, spreads, and condiments; artificially and sugar-sweetened beverages; animal-based products; and ready-to-eat mixed dishes were associated with higher T2D risk. Cereals; dark and whole-grain breads; packaged sweet and savory snacks; fruit-based products; and yogurt and dairy-based desserts were associated with lower T2D risk. In the meta-analysis (n = 415,554 participants; n = 21,932 T2D cases), each 10% increment in total UPF was associated with a 12% (95% CI 10%-13%) higher risk. Per NutriGrade, high-quality evidence supports this relationship.

conclusionsHigh-quality meta-evidence shows that total UPF consumption is associated with higher T2D risk. However, some UPF subgroups were associated with lower risk in the U.S. cohorts.

Indexed as

Diabetes Mellitus, Type 2Cohort StudiesDietFast FoodsFemaleFollow-Up StudiesFood, ProcessedFruitHumansMaleProspective Studies

Identifiers

PMID36854188
PMCPMC10300524
OpenAlexW4322622390

What OpenQuestion holds

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.