Evidence map›Paper›PMID 41947203›Full record

ArticleBMC nutrition2026

Enhancing health outcomes through genetic-based personalized nutrition: investigating the effects of dietary behavior change.

Hector Guillen-Ahlers, Rajni Nigam, Hannah Pekarek, Kelly Van Gorden, Frankie O'Brien, Kristin Ricklefs-Johnson, Jignesh M Patel, Yi Zhang

Abstract read
In one paragraph

Article in BMC nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

Hector Guillen-AhlersGenoPalate Inc., 10437 W Innovation Drive, Suite #465, Milwaukee, WI, 53226, USA. hector@genopalate.com.
Rajni NigamGenoPalate Inc., 10437 W Innovation Drive, Suite #465, Milwaukee, WI, 53226, USA.
Hannah PekarekGenoPalate Inc., 10437 W Innovation Drive, Suite #465, Milwaukee, WI, 53226, USA.
Kelly Van GordenGenoPalate Inc., 10437 W Innovation Drive, Suite #465, Milwaukee, WI, 53226, USA.
Frankie O'BrienGenoPalate Inc., 10437 W Innovation Drive, Suite #465, Milwaukee, WI, 53226, USA.
Kristin Ricklefs-JohnsonGenoPalate Inc., 10437 W Innovation Drive, Suite #465, Milwaukee, WI, 53226, USA.
Jignesh M PatelCarnegie Mellon University, Pittsburgh, PA, USA.
Yi ZhangGenoPalate Inc., 10437 W Innovation Drive, Suite #465, Milwaukee, WI, 53226, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPersonalized nutrition, an approach using individual-specific information to tailor dietary recommendations, has emerged as a promising strategy for promoting healthier eating behaviors and improving health outcomes. This study aimed to assess the impact of genetically informed dietary behavior changes on health improvement.

methodsData related to behavior changes and health improvements were collected from 874 research participants who had received a genetics-based personalized nutrition report for at least one year, as part of a retrospective cohort study. Changes related to improvements in health associated with behavioral change and key genotypes were analyzed using chi-square tests, paired t-tests, one-way ANOVA, and linear and logistic regression models.

resultsBehavior changes had a significant impact on participants’ health, with an average of 57% reporting health improvement, compared to 12% for those who did not modify their behaviors (p < 0.001). Weight changes, albeit modest, were also significantly different, with individuals averaging a weight change of –0.5% and + 1.5% for those who changed and did not change their behavior, respectively. The results showed segregation according to key genotypes in the FTO, TCFL2, LEPR, and PPARG genes. The duration of the behavior change also showed a positive effect on health improvement rates.

conclusionFindings suggest that an actionable, genetics-based personalized nutrition service can help foster sustainable behavioral changes, leading to higher rates of health improvements.

Indexed as

Behavioral changesDirect-to-consumer genetic testingMetabolic healthNutrigenomicsPersonalized nutrition

Identifiers

PMID41947203
PMCPMC13192085

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.