Evidence map›Paper›PMID 34226163›Full record

ArticleJournal of the Academy of Nutrition and Dietetics2022

The Gut Microbiome Is Associated with Circulating Dietary Biomarkers of Fruit and Vegetable Intake in a Multiethnic Cohort.

Cara L Frankenfeld, Meredith A J Hullar, Gertraud Maskarinec, Kristine R Monroe, John A Shepherd, Adrian A Franke, Timothy W Randolph, Lynne R Wilkens, Carol J Boushey, Loïc Le Marchand and 2 more

Open access · greenAbstract read
In one paragraph

Article in Journal of the Academy of Nutrition and Dietetics, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed, 1 pooled it
1.9field-weighted citation impact, top 13% 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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

22 citing papers in PubMed, 1 synthesis or guideline pooled it, 27 citations in OpenAlex.

  1. Pooled it
  2. Article
  3. The gut microbiome connects nutrition and human health.Nature reviews. Gastroenterology & hepatology · 2025
    Review
  4. Article
  5. Article
  6. Risk and Protective Factors of COPD Among Smokers: A Cross-Sectional Study Using NHANES Database.International journal of chronic obstructive pulmonary disease · 2025
    Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors at 5 institutions in 1 country.

Cara L FrankenfeldDepartment of Global and Community Health, George Mason University, Fairfax, VA.
Meredith A J HullarFred Hutchinson Cancer Research Center, Seattle, WA.
Gertraud MaskarinecUniversity of Hawaii Cancer Center, Honolulu.
Kristine R MonroeKeck School of Medicine, University of Southern California, Los Angeles.
John A ShepherdPopulation Sciences in the Pacific Program, University of Hawaii Cancer Center, Honolulu.
Adrian A FrankeCancer Biology Program, University of Hawaii Cancer Center, Honolulu.
Timothy W RandolphFred Hutchinson Cancer Research Center, Seattle, WA.
Lynne R WilkensPopulation Sciences in the Pacific Program, University of Hawaii Cancer Center, Honolulu.
Carol J BousheyUniversity of Hawaii Cancer Center, Honolulu.
Loïc Le MarchandUniversity of Hawaii Cancer Center, Honolulu.
Unhee LimPopulation Sciences in the Pacific Program, University of Hawaii Cancer Center, Honolulu.
Johanna W LampeFred Hutchinson Cancer Research Center, Seattle, WA. Electronic address: jlampe@fredhutch.org.
University of Hawaii System · USFred Hutch Cancer Center · USGeorge Mason University · USUniversity of Hawaiʻi at Mānoa · USUniversity of Southern California · US

Funding

Translational Bioimaging Core Shared ResourceP30CA015704 · NCI · FRED HUTCHINSON CANCER RESEARCH CENTER · PI Eric Collisson · 1985 to 2026
$296.4M
Southern California Clinical and Translational Science InstituteUL1TR001855 · NCATS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI Thomas A Buchanan, Michele D. Kipke · 2016 to 2026
$81.3M
University of Hawaii Cancer Center CCSGP30CA071789 · NCI · UNIVERSITY OF HAWAII AT MANOA · PI GERTRAUD MASKARINEC · 1996 to 2026
$56.2M
Understanding Population Differences in Cancer: The MEC StudyU01CA164973 · NCI · UNIVERSITY OF HAWAII AT MANOA · PI HAIMAN, CHRISTOPHER ALAN, LE MARCHAND, LOIC · 2015 to 2025
$37.4M
Southern California Clinical and Translational Science InstituteUL1TR000130 · NCATS · UNIVERSITY OF SOUTHERN CALIFORNIA · PI BUCHANAN, THOMAS A · 2012 to 2015
$36.0M
Recruitment and Data CollectionP01CA168530 · NCI · UNIVERSITY OF HAWAII AT MANOA · PI LE MARCHAND, LOIC · 2012 to 2016
$19.9M
NCATS NIH HHS UL1 TR000130NCATS NIH HHS UL1 TR001855NCI NIH HHS P01 CA168530NCI NIH HHS P30 CA015704NCI NIH HHS P30 CA071789NCI NIH HHS U01 CA164973
6 · The paper itself

Abstract

backgroundResults from observational studies suggest high diet quality favorably influences the human gut microbiome. Fruit and vegetable consumption is often a key contributor to high diet quality.

objectiveTo evaluate measures of gut bacterial diversity and abundance in relation to serum biomarkers of fruit and vegetable intake.

designSecondary analysis of cross-sectional data. PARTICIPANTS AND

settingMen and women from Los Angeles, CA, and Hawai'i who participated in the Multiethnic Cohort-Adiposity Phenotype Study from 2013 to 2016 (N = 1,709).

main outcome measuresGut microbiome diversity and composition in relation to dietary biomarkers. STATISTICAL ANALYSIS: Carotenoid (beta carotene, alpha carotene, cryptoxanthins, lutein, lycopene, and zeaxanthin), tocopherol (α, β + γ, and δ), and retinol concentrations were assessed in serum. The α and β diversity and composition of the gut microbiome were classified based on 16S rRNA gene sequencing of bacterial DNA from self-collected fecal samples. Global differences in microbial community profiles in relation dietary biomarkers were evaluated using multivariable permutational analysis of variance. Associations of α diversity (Shannon index), β diversity (weighted and unweighted UniFrac) with center log-ratio-transformed phyla and genera abundances were evaluated using linear regression, adjusted for covariates.

resultsIncreasing total carotenoid, beta carotene, alpha carotene, cryptoxanthin, and lycopene concentrations were associated with higher gut bacterial diversity (Shannon Index) (P < 0.001). Total tocopherol, α-tocopherol, and δ-tocopherol concentrations contributed significantly to more than 1% of the microbiome variation in gut bacterial community: total tocopherol: 1.74%; α-tocopherol: 1.70%; and δ-tocopherol: 1.16% (P < 0.001). Higher total carotenoid was associated with greater abundance of some genera relevant for microbial macronutrient metabolism (P < 0.001).

conclusionsObjective biomarkers of fruit and vegetable intake, particularly carotenoids, were favorably associated with gut bacterial composition and diversity in this multiethnic population. These observations provide supportive evidence that fruit and vegetable intake is related to gut bacterial composition; more work is needed to elucidate how this influences host health.

Indexed as

FruitGastrointestinal MicrobiomeVegetablesAgedBiomarkersCarotenoidsCross-Sectional StudiesDietEthnicityFemaleHawaiiHumansLos AngelesMaleMiddle AgedTocopherolsBiomarkersCarotenoidsTocopherolsVitamin ABiomarkersEthnicityFoodMicrobiomeNutrient

Identifiers

PMID34226163
PMCPMC9019929
OpenAlexW3179283556

What OpenQuestion holds

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Registered trials

None linked

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.