Evidence map›Paper›PMID 41341825›Full record

ArticleFrontiers in medicine2025

More evidence of the health risks of normal weight obesity: the association with systemic inflammation.

Rachel Liu-Galvin, Frank A Orlando, Aaron A Saguil, Ara Jo, Kristy B Smith, Andrew M Miller, Danielle S Nelson, Elizabeth C Sanders, Arch G Mainous

Abstract read
In one paragraph

Article in Frontiers in medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Trial
  2. Article
  3. Article
  4. Article
  5. Body mass index and gastrointestinal inflammation: Bio-molecular pathophysiology.World journal of gastrointestinal pathophysiology · 2026
    Review
  6. Article
  7. Article
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

9 authors.

Rachel Liu-GalvinDepartment of Health Services Research, Management and Policy, University of Florida, Gainesville, FL, United States.
Frank A OrlandoDepartment of Community Health and Family Medicine, University of Florida, Gainesville, FL, United States.
Aaron A SaguilDepartment of Community Health and Family Medicine, University of Florida, Gainesville, FL, United States.
Ara JoDepartment of Health Services Research, Management and Policy, University of Florida, Gainesville, FL, United States.
Kristy B SmithDepartment of Community Health and Family Medicine, University of Florida, Gainesville, FL, United States.
Andrew M MillerDepartment of Community Health and Family Medicine, University of Florida, Gainesville, FL, United States.
Danielle S NelsonDepartment of Community Health and Family Medicine, University of Florida, Gainesville, FL, United States.
Elizabeth C SandersDepartment of Community Health and Family Medicine, University of Florida, Gainesville, FL, United States.
Arch G MainousDepartment of Health Services Research, Management and Policy, University of Florida, Gainesville, FL, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Normal weight obesity (NWO) - a normal body mass index (BMI) with high body fat percentage (BF%) - has been linked to increased cardiometabolic risk. This study examined whether NWO is associated with systemic inflammation. Methods: Using 2017-2018 NHANES data, we categorized adult respondents aged 18-59 with BMI ≥ 18.5 into four groups:Reference: Normal BMI (18.5-24.9) with normal BF% (< 25% males/ < 35% females)NWO: Normal BMI with high BF% (≥ 25% males/ ≥ 35% females)Elevated BMI (≥ 25) with normal BF%Elevated BMI with high BF%Survey-weighted logistic regression examined associations with elevated hs-CRP (> 3.0 mg/L), adjusting for age and race/ethnicity. Sex-stratified analyses were also conducted. Results: Inflammation prevalence was 32.7% overall, highest among individuals with elevated BMI and high BF% (43.6%). Compared to the reference group, individuals with NWO had over 3-fold increased odds of inflammation [AOR 3.34 (95% CI: 1.83, 6.08)]; individuals with elevated BMI and high BF% had over 6-fold increased odds [AOR 6.19 (95% CI: 3.66, 10.50)]. Elevated BMI with normal BF% was not significantly associated with inflammation.In sex-stratified analyses, NWO was associated with inflammation in both males [AOR 4.44 (95% CI: 1.62, 12.10)] and females [AOR 2.78 (95% CI: 1.40, 5.52)]. Elevated BMI and high BF% was also associated with inflammation in both sexes. Conclusion: In this cross-sectional study, NWO was associated with inflammation, although causality cannot be inferred. Reliance on BMI alone may misclassify cardiometabolic risk therefore BF% should be considered in clinical assessments.

Indexed as

body compositionbody fat percentagebody mass indexcardiometabolic healthCRP - C-reactive proteininflammationnormal weight obesityscreening

Identifiers

PMID41341825
PMCPMC12670252

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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.