ArticleThe Journal of nutrition2023
Identifying and Estimating Ultraprocessed Food Intake in the US NHANES According to the Nova Classification System of Food Processing.
Article in The Journal of nutrition, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 96 papers.
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Who cites it
96 citing papers in PubMed, 118 citations in OpenAlex.
- Changes in Ultra-Processed Food Intake During a Single-Arm Behavioral Weight Management Intervention: A Secondary Analysis.Obesity (Silver Spring, Md.) · 2026Trial
- Beyond Nutrients: NOVA-Defined Dietary Patterns in Crohn's Disease and Healthy Adults.Nutrients · 2026Trial
- The Change Club intervention: 2-year impacts from a cluster-randomized trial in rural communities in New York and Texas.Frontiers in public health · 2026Trial
- Identification and validation of poly-metabolite scores for diets high in ultra-processed food: An observational study and post-hoc randomized controlled crossover-feeding trial.PLoS medicine · 2025Trial
- Nutritional quality of foods according to the Nova food classification system after a behavioral economics intervention in food pantries.Frontiers in public health · 2025Trial
- Metabolomic Profiling of an Ultraprocessed Dietary Pattern in a Domiciled Randomized Controlled Crossover Feeding Trial.The Journal of nutrition · 2023Trial
- Human gut microbiome as a composite health biomarker.Gut microbes · 2026Article
- Ultra-processed food intake and risk of renal cell carcinoma in the NIH-AARP Diet and health study: a prospective cohort analysis.Lancet regional health. Americas · 2026Article
- Household food security and urinary phthalate metabolite concentrations among US adults: Evidence from NHANES 2003-2018.Environmental epidemiology (Philadelphia, Pa.) · 2026Article
- Ultraprocessed food intake and postmenopausal breast cancer risk in the NIH-AARP Diet and Health Study.Journal of the National Cancer Institute · 2026Article
- Inorganic phosphate: a link between processed food and exercise intolerance in the modern world.Clinical science (London, England : 1979) · 2026Review
- Ultra-processed foods and continuous glucose monitoring metrics in adults with type 2 diabetes.Diabetes research and clinical practice · 2026Article
- Ultra-Processed Food Dietary Patterns and Obesity: A Cross-Sectional Analysis of NHANES 2021-2023.Health science reports · 2026Article
- Early-Life Cumulative Intake of Ultra-Processed Foods and Subcortical Brain Volume at Age Six Years: A Prospective Cohort Study.The American journal of clinical nutrition · 2026Article
- Association Between Ultra-Processed Food Consumption and Lymphocyte Profile in People Living with HIV: A Cross-Sectional Study.Medical sciences (Basel, Switzerland) · 2026Article
- Review
- Trends in "Healthy" Food Consumption Overall and by Nova Food Processing Categories among United States Adults from 2003 to March 2020.The Journal of nutrition · 2026Article
- The Intersection of Diet Quality and Ultraprocessed Food Intake: Using Evidence-Based Categories to Characterize Differences in Cardiometabolic Profiles.American journal of public health · 2026Article
- Associations Between Household Food Insecurity and Participation in Nutrition Assistance Programs, and Ultraprocessed Food Consumption and Diet Quality Among Pregnant Women in NHANES, 2001-2018.American journal of public health · 2026Article
- The 2025-2030 Dietary Guidelines for Americans are associated with higher land, water and nitrogen use, and greenhouse gas emissions.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
36 more citing papers are in PubMed but not listed here.
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Authors and funding
8 authors at 4 institutions in 3 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe degree of food processing may be an important dimension of diet in how it relates to health outcomes. A major challenge is standardizing food processing classification systems for commonly used datasets.
objectivesTo standardize and increase transparency in its application, we describe the approach used to classify foods and beverages according to the Nova food processing classification in the 24-h dietary recalls from the 2001-2018 cycles of What We Eat in America (WWEIA), NHANES, and investigate variability and potential for Nova misclassification within WWEIA, NHANES 2017-2018 data via various sensitivity analyses.
methodsFirst, we described how the Nova classification system was applied to the 2001-2018 WWEIA, NHANES data using the reference approach. Second, we calculated the percentage energy from Nova groups [1: unprocessed or minimally processed foods, 2: processed culinary ingredients, 3: processed foods, and 4: ultraprocessed foods (UPFs)] for the reference approach using day 1 dietary recall data from non-breastfed participants aged ≥1 y from the 2017-2018 WWEIA, NHANES. We then conducted 4 sensitivity analyses comparing potential alternative approaches (e.g., opting for more vs. less degree of processing for ambiguous items) to the reference approach, to assess how estimates differed.
resultsThe energy contribution of UPFs using the reference approach was 58.2% ± 0.9% of the total energy; unprocessed or minimally processed foods contributed 27.6% ± 0.7%, processed culinary ingredients contributed 5.2% ± 0.1%, and processed foods contributed 9.0% ± 0.3%. In sensitivity analyses, the dietary energy contribution of UPFs ranged from 53.4% ± 0.8% to 60.1% ± 0.8% across alternative approaches.
conclusionsWe present a reference approach for applying the Nova classification system to WWEIA, NHANES 2001-2018 data to promote standardization and comparability of future research. Alternative approaches are also described, with total energy from UPFs differing by ∼6% between approaches for 2017-2018 WWEIA, NHANES.
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