Evidence map›Paper›PMID 41752116›Full record

ArticleInternational journal of molecular sciences2026

Associations Between Klotho/FGF-Related Protein Expression in Peripheral Blood Mononuclear Cells, Inflammation, and Muscle Function in Middle-Aged Adults with Obesity: A Pilot Study.

Diana G Ariadel-Cobo, Brisamar Estébanez, Elena González-Arnáiz, María Pilar García-Pérez, Marta Rivera Viloria, Alejandra Villasante Santos, Begoña Pintor de la Maza, David Emilio Barajas-Galindo, Diana García-Sastre, María José Cuevas González and 1 more

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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
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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

11 authors.

Diana G Ariadel-CoboInstitute of Biomedicine (IBIOMED), University of León, 24071 León, Spain.
Brisamar EstébanezInstitute of Biomedicine (IBIOMED), University of León, 24071 León, Spain.ORCID 0000-0001-5034-9508
Elena González-ArnáizInstitute of Biomedicine (IBIOMED), University of León, 24071 León, Spain.ORCID 0000-0001-8124-6042
María Pilar García-PérezDepartment of Endocrinology and Nutrition, Complejo Asistencial Universitario de León (CAULE), 24071 León, Spain.
Marta Rivera ViloriaInstitute of Biomedicine (IBIOMED), University of León, 24071 León, Spain.ORCID 0000-0003-2109-1338
Alejandra Villasante SantosInstitute of Biomedicine (IBIOMED), University of León, 24071 León, Spain.ORCID 0009-0006-1076-5711
Begoña Pintor de la MazaDepartment of Endocrinology and Nutrition, Complejo Asistencial Universitario de León (CAULE), 24071 León, Spain.
David Emilio Barajas-GalindoDepartment of Endocrinology and Nutrition, Complejo Asistencial Universitario de León (CAULE), 24071 León, Spain.ORCID 0000-0002-4728-2346
Diana García-SastreDepartment of Endocrinology and Nutrition, Complejo Asistencial Universitario de León (CAULE), 24071 León, Spain.ORCID 0009-0006-3916-4661
María José Cuevas GonzálezInstitute of Biomedicine (IBIOMED), University of León, 24071 León, Spain.
María D Ballesteros-PomarInstitute of Biomedicine (IBIOMED), University of León, 24071 León, Spain.ORCID 0000-0002-5729-9926

Funding

Gerencia Regional de Salud of Junta de Castilla y León, Spain Ref. GRS 2326/A/21 and Ref. GRS 2516/A/22
6 · The paper itself

Abstract

This pilot study aimed to investigate the role of the Klotho/FGF (fibroblast growth factor) system in biological features associated with premature aging, particularly inflammation and muscle dysfunction, focusing on its association with inflammatory markers, body composition, and muscle function in middle-aged adults. A total of 45 participants aged 50-60 years were enrolled, including 30 patients with obesity (22F/8M) and 15 healthy controls (11F/4M). Comprehensive assessments were conducted, including body composition analysis and muscle function tests. Evaluations of protein expression of Klotho, β-Klotho, FGF19, FGF21, FGF23, TFN-α and IL-10 were assessed in peripheral blood mononuclear cells (PBMCs). A Principal Component Analysis (PCA) was carried out to explore the relationships among variables. Significant differences were observed between the obese and control groups, with obese individuals exhibiting lower levels of Klotho and higher levels of TFN-α. The PCA revealed that higher Klotho levels were positively associated with better muscle function and lower inflammatory markers. These associations suggest that Klotho-related alterations may reflect biological processes linked to inflammation and muscle dysfunction in obesity. These findings suggest that alterations in the Klotho/FGF system may reflect biological pathways commonly associated with aging-related phenotypes in obesity, rather than direct measures of chronological aging. Given the exploratory design and limited sample size, these findings should be interpreted as hypothesis-generating rather than evidence of causal mechanisms.

Indexed as

Fibroblast Growth FactorsGlucuronidaseInflammationLeukocytes, MononuclearMuscle, SkeletalObesityBiomarkersBody CompositionFemaleFibroblast Growth Factor-23HumansKlotho ProteinsMaleMiddle AgedPilot ProjectsBiomarkersFGF23 protein, humanFibroblast Growth Factor-23Fibroblast Growth FactorsGlucuronidaseKlotho ProteinsKL protein, humaninflammagingmuscle massobesityPBMCspremature agingsarcopenia

Identifiers

PMID41752116
PMCPMC12940495

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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.