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Article

Biomarkers of Metabolism and Inflammation in Individuals with Obesity and Normal Weight: A Comparative Analysis Exploring Sex Differences

by
Eveline Gart
1,*,†,
Jessica Snabel
1,†,
Jelle C. B. C. de Jong
2,
Lars Verschuren
2,
Anita M. van den Hoek
1,
Martine C. Morrison
1 and
Robert Kleemann
1
1
Department of Metabolic Health Research, The Netherlands Organisation for Applied Scientific Research (TNO), 2333 BE Leiden, The Netherlands
2
Department of Microbiology and Systems Biology, The Netherlands Organisation for Applied Scientific Research (TNO), 2333 BE Leiden, The Netherlands
*
Author to whom correspondence should be addressed.
Shared first authors.
Int. J. Mol. Sci. 2025, 26(15), 7576; https://doi.org/10.3390/ijms26157576 (registering DOI)
Submission received: 27 June 2025 / Revised: 30 July 2025 / Accepted: 1 August 2025 / Published: 5 August 2025

Abstract

Blood-based biomarkers allow monitoring of an individual’s health status and provide insights into metabolic and inflammatory processes in conditions like obesity, cardiovascular, and liver diseases. However, selecting suitable biomarkers and optimizing analytical assays presents challenges, is time-consuming and laborious. Moreover, knowledge of potential sex differences remains incomplete as research is often carried out in men. This study aims at enabling researchers to make informed choices on the type of biomarkers, analytical assays, and dilutions being used. More specifically, we analyzed plasma concentrations of >90 biomarkers using commonly available ELISA or electrochemiluminescence-based multiplex methods, comparing normal weight (BMI < 25; n = 40) with obese (BMI > 30; n = 40) adult blood donors of comparable age. To help choose optimal biomarker sets, we grouped frequently employed biomarkers into biological categories (e.g., adipokines, acute-phase proteins, complement factors, cytokines, myokines, iron metabolism, vascular inflammation), first comparing normal-weight with obese persons, and thereafter exploratively comparing women and men within each BMI group. Many biomarkers linked to chronic inflammation and dysmetabolism were elevated in persons with obesity, including several adipokines, interleukins, chemokines, acute-phase proteins, complement factors, and oxidized LDL. Further exploration suggests sex disparities in biomarker levels within both normal-weight and obese groups. This comprehensive dataset of biomarkers across diverse biological domains constitutes a reference resource that may provide valuable guidance for researchers in selecting appropriate biomarkers and analytical assays for own studies. Moreover, the dataset highlights the importance of taking possible sex differences into account.
Keywords: metabolic risk factors; immunoassays; obesity; sex differences metabolic risk factors; immunoassays; obesity; sex differences
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MDPI and ACS Style

Gart, E.; Snabel, J.; de Jong, J.C.B.C.; Verschuren, L.; van den Hoek, A.M.; Morrison, M.C.; Kleemann, R. Biomarkers of Metabolism and Inflammation in Individuals with Obesity and Normal Weight: A Comparative Analysis Exploring Sex Differences. Int. J. Mol. Sci. 2025, 26, 7576. https://doi.org/10.3390/ijms26157576

AMA Style

Gart E, Snabel J, de Jong JCBC, Verschuren L, van den Hoek AM, Morrison MC, Kleemann R. Biomarkers of Metabolism and Inflammation in Individuals with Obesity and Normal Weight: A Comparative Analysis Exploring Sex Differences. International Journal of Molecular Sciences. 2025; 26(15):7576. https://doi.org/10.3390/ijms26157576

Chicago/Turabian Style

Gart, Eveline, Jessica Snabel, Jelle C. B. C. de Jong, Lars Verschuren, Anita M. van den Hoek, Martine C. Morrison, and Robert Kleemann. 2025. "Biomarkers of Metabolism and Inflammation in Individuals with Obesity and Normal Weight: A Comparative Analysis Exploring Sex Differences" International Journal of Molecular Sciences 26, no. 15: 7576. https://doi.org/10.3390/ijms26157576

APA Style

Gart, E., Snabel, J., de Jong, J. C. B. C., Verschuren, L., van den Hoek, A. M., Morrison, M. C., & Kleemann, R. (2025). Biomarkers of Metabolism and Inflammation in Individuals with Obesity and Normal Weight: A Comparative Analysis Exploring Sex Differences. International Journal of Molecular Sciences, 26(15), 7576. https://doi.org/10.3390/ijms26157576

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