Evidence map›Paper›PMID 39501238›Full record

ArticleLipids in health and disease2024

Systemic immune-inflammation mediates the association between Klotho protein and metabolic syndrome: findings from a large-scale population-based study.

Yongzhou Liang, Ying Liu, Qin Tan, Kaiyu Zhou, Yurong Wu, Li Yu

Abstract read
In one paragraph

Article in Lipids in health and disease, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Serum α-Klotho and SIRT1 - Relationship with graft function, inflammation and hospitalization rates in kidney transplant recipients.Transplant international : official journal of the European Society for Organ Transplantation · 2026
    Observational
  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

6 authors.

Yongzhou Liang *Key Laboratory of Birth Defects and Related Diseases of Women and Children, Department of Pediatric Cardiology, West China Second University Hospital, Sichuan University, Chengdu, China.
Ying Liu *Key Laboratory of Birth Defects and Related Diseases of Women and Children, Department of Pediatric Cardiology, West China Second University Hospital, Sichuan University, Chengdu, China.
Qin TanDepartment of Endocrine, Mianzhu People's Hospital, Mianzhu, China.
Kaiyu ZhouKey Laboratory of Birth Defects and Related Diseases of Women and Children, Department of Pediatric Cardiology, West China Second University Hospital, Sichuan University, Chengdu, China.
Yurong WuDepartment of Pediatric Cardiology, Xinhua Hospital, School of Medicine, Shanghai Jiao Tong University, 1665 Kongjiang Road, 1665 Kongjiang Road, 200092, 200092, Shanghai, China. wuyurong@xinhuamed.com.cn.
Li YuKey Laboratory of Birth Defects and Related Diseases of Women and Children, Department of Pediatric Cardiology, West China Second University Hospital, Sichuan University, Chengdu, China. yulischuaxi@scu.edu.cn.

Funding

National Natural Science Foundation of China 82171948National Natural Science Foundation of China 82370236
6 · The paper itself

Abstract

backgroundThis study utilized large-scale population data from the National Health and Nutrition Examination Survey (NHANES) to elucidate the relationship between the Klotho protein and metabolic syndrome along with its components. We further investigated the possible mediating effect of inflammation on these relationships. Our objective was to identify biomarkers for risk stratification and potential therapeutic targets for metabolic syndrome.

methodsThis study enrolled 13,119 participants aged 40-79 years, spanning five NHANES cycles from 2007 to 2016, with complete information on metabolic syndrome and the Klotho protein. The definition of metabolic syndrome followed the criteria of the National Cholesterol Education Program-Adult Treatment Panel III. Survey-weighted logistic regression and subgroup analysis were used to explore the associations between serum Klotho protein levels and metabolic syndrome, along with its components. Mediation analysis was performed to investigate the mediating effects of inflammation-related markers, including white blood cells, neutrophils, lymphocytes, monocytes, the neutrophil-to-lymphocyte ratio (NLR), the platelet-to-lymphocyte ratio (PLR), the systemic immune-inflammation index (SII) and the monocyte-to-HDL ratio (MHR), with the aim of elucidating how the Klotho protein influences the onset and progression of metabolic syndrome.

resultsThe study participants had an average age of 56.06 years (95% CI: 55.76-56.37), with a Klotho protein concentration of 798.10 pg/ml (95% CI: 656.50-980.50) and a 43.77% prevalence of metabolic syndrome (n = 5742). In the crude model, Klotho was negatively correlated with metabolic syndrome and its components, including central obesity, hypertension, and hypertriglyceridemia. After adjusting for all confounding factors, Klotho was demonstrated to be negatively associated only with metabolic syndrome (OR: 0.82, 95% CI: 0.70-0.97), hypertension (OR: 0.83, 95% CI: 0.70-0.98), and hypertriglyceridemia (OR: 0.78, 95% CI: 0.67-0.91). Subgroup and interaction analyses revealed significant interactions between age, sex, race/ethnicity, body mass index, and Klotho. Additionally, mediation analysis demonstrated that leukocytes, neutrophils and monocytes accounted for 34.78%, 31.91% and 7.13%, respectively, of the associations between Klotho and metabolic syndrome.

conclusionThe serum concentration of Klotho protein was negatively associated with metabolic syndrome, with the relationship being partly mediated by systemic immune inflammation. The findings of this research revealed that the Klotho protein may be a valuable biomarker for risk stratification and a potential therapeutic target for metabolic syndrome.

Indexed as

BiomarkersGlucuronidaseInflammationKlotho ProteinsMetabolic SyndromeAdultAgedFemaleHumansMaleMiddle AgedMonocytesNeutrophilsNutrition SurveysBiomarkersGlucuronidaseKlotho ProteinsKL protein, humanBiomarkersInflammationKlothoMetabolic syndromeNational Health and Nutrition Examination Survey

Identifiers

PMID39501238
PMCPMC11536849

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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 Socratic graph.