Observational studyThe American journal of clinical nutrition2017
Identifying biomarkers of dietary patterns by using metabolomics.
Observational study in The American journal of clinical nutrition, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT00342992 (Alpha-Tocopherol, Beta-Carotene Cancer Prevention Study), which is not on this map. Cited by 144 papers, 2 of them syntheses that pooled 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.
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.
Alpha-Tocopherol, Beta-Carotene Cancer Prevention Study (ATBC Study) Population
Who cites it
144 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- A metabolome and microbiome wide association study of healthy eating index points to the mechanisms linking dietary pattern and metabolic status.European journal of nutrition · 2021Pooled it
- Pooled it
- Trial
- Serum Metabolite Profiles in Adults With Abdominal Obesity in Response to Consuming 1 Avocado Daily for 6 Months: An Exploratory Analysis.Journal of the American Heart Association · 2026Trial
- Metabolomic Profiling and Diet Quality Scoring in a Randomized Crossover Trial of Healthy and Typical Dietary Patterns.Molecular nutrition & food research · 2025Trial
- Salmon Food-Specific Compounds and Their Metabolites Increase in Human Plasma and Are Associated with Cardiometabolic Health Indicators Following a Mediterranean-Style Diet Intervention.The Journal of nutrition · 2024Trial
- Plasma metabolite profiles associated with the World Cancer Research Fund/American Institute for Cancer Research lifestyle score and future risk of cardiovascular disease and type 2 diabetes.Cardiovascular diabetology · 2023Trial
- Plasma Metabolites Associated with a Protein-Rich Dietary Pattern: Results from the OmniHeart Trial.Molecular nutrition & food research · 2022Trial
- Urine Metabolites Associated with the Dietary Approaches to Stop Hypertension (DASH) Diet: Results from the DASH-Sodium Trial.Molecular nutrition & food research · 2021Trial
- Trial
- Identification of Milk and Cheese Intake Biomarkers in Healthy Adults Reveals High Interindividual Variability of Lewis System-Related Oligosaccharides.The Journal of nutrition · 2020Trial
- Trial
- Application of blood concentration biomarkers in nutritional epidemiology: example of carotenoid and tocopherol intake in relation to chronic disease risk.The American journal of clinical nutrition · 2019Trial
- Navy Beans Impact the Stool Metabolome and Metabolic Pathways for Colon Health in Cancer Survivors.Nutrients · 2018Trial
- Serum untargeted metabolomic profile of the Dietary Approaches to Stop Hypertension (DASH) dietary pattern.The American journal of clinical nutrition · 2018Trial
- Article
- EAT-Lancet Diet-Associated Serum Metabolites Are Linked to Cardiovascular Disease and Mortality.The Journal of nutrition · 2026Article
- Characterization of a metabolomics signature of the brain-health-promoting MIND diet in older persons.The journal of prevention of Alzheimer's disease · 2026Article
- Calibrated dietary patterns and cancer risk in the women's health initiative cohorts.American journal of epidemiology · 2026Observational
- Dietary intake, fatty acid in adipose tissue and cardio-metabolic health: cross-sectional study from the TwinsUK cohort.Nutrition & diabetes · 2026Article
84 more citing papers are in PubMed but not listed here.
Corrections and comments
- Commented on by
Authors and funding
17 authors.
Funding
Abstract
backgroundHealthy dietary patterns that conform to national dietary guidelines are related to lower chronic disease incidence and longer life span. However, the precise mechanisms involved are unclear. Identifying biomarkers of dietary patterns may provide tools to validate diet quality measurement and determine underlying metabolic pathways influenced by diet quality.
objectiveThe objective of this study was to examine the correlation of 4 diet quality indexes [the Healthy Eating Index (HEI) 2010, the Alternate Mediterranean Diet Score (aMED), the WHO Healthy Diet Indicator (HDI), and the Baltic Sea Diet (BSD)] with serum metabolites.
designWe evaluated dietary patterns and metabolites in male Finnish smokers (n = 1336) from 5 nested case-control studies within the Alpha-Tocopherol, Beta-Carotene Cancer Prevention Study cohort. Participants completed a validated food-frequency questionnaire and provided a fasting serum sample before study randomization (1985-1988). Metabolites were measured with the use of mass spectrometry. We analyzed cross-sectional partial correlations of 1316 metabolites with 4 diet quality indexes, adjusting for age, body mass index, smoking, energy intake, education, and physical activity. We pooled estimates across studies with the use of fixed-effects meta-analysis with Bonferroni correction for multiple comparisons, and conducted metabolic pathway analyses.
resultsThe HEI-2010, aMED, HDI, and BSD were associated with 23, 46, 23, and 33 metabolites, respectively (17, 21, 11, and 10 metabolites, respectively, were chemically identified; r-range: -0.30 to 0.20; P = 6 × 10
conclusionsDiet quality, measured by healthy diet indexes, is associated with serum metabolites, with the specific metabolite profile of each diet index related to the diet components used to score adherence. This trial was registered at clinicaltrials.gov as NCT00342992.
Indexed as
Identifiers
What OpenQuestion holds
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.