Evidence map›Paper›PMID 40584745›Full record

ArticleJournal of diabetes and metabolic disorders2025

Association between the serum Klotho levels and diabetic kidney disease: results from the NHANES 2007-2016 and Mendelian randomization study.

Xuankun Peng, Shengyuan Li, Yuqian Song, Yuanyuan Luo, Shuai Liu, Tongfeng Zhao

Abstract read
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Article in Journal of diabetes and metabolic disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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0cells of the map it votes in
2citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

2 citing papers in PubMed.

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4 · The record

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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.

Xuankun Peng *Department of Endocrinology, Guangdong Geriatrics Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, Guangdong 510080 PR China.
Shengyuan Li *Department of Endocrinology, Guangdong Geriatrics Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, Guangdong 510080 PR China.
Yuqian SongDepartment of Endocrinology, The Third Affiliated Hospital of Southern Medical University, Guangzhou, 510000 China.
Yuanyuan LuoDepartment of Endocrinology, The Chongqing University Three Gorges Hospital, Chongqing, 404000 China.
Shuai LiuDepartment of Endocrinology, Guangdong Geriatrics Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, Guangdong 510080 PR China.
Tongfeng ZhaoDepartment of Endocrinology, Guangdong Geriatrics Institute, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, Southern Medical University, Guangzhou, Guangdong 510080 PR China.ORCID 0000-0001-5293-0670

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objectives: The purpose of this research is to clarify the connection between the serum Klotho levels and diabetic kidney disease (DKD) in American adults with diabetes. Methods: Statistic from the 2007-2016 National Health and Nutrition Examination Survey was used to explore correlation between Klotho levels and the risk of diabetic kidney disease (DKD) with multivariate linear regression models. Smoothed curve fitting was conducted to find potential non-linear relationships. Subsequently, a two-sample Mendelian randomization (MR) analysis was conducted utilizing summary statistics from genome-wide association studies (GWAS). The primary method employed was inverse variance weighting (IVW), complemented by additional MR techniques to investigate the causal link between Klotho levels and diabetic kidney disease (DKD). Furthermore, sensitivity analyses were conducted to evaluate the robustness of the findings. Results: The cross-sectional study included a total of 3,214 individuals with diabetes mellitus from NHANES, with 1,967 of these participants being diagnosed as diabetic kidney disease (DKD).The multivariate logistic regression model showed that the higher the Klotho levels were, the lower incidence of DKD was. The MR results suggested the serum Klotho concentration to be a direct protective factor of diabetic nephropathy (IVW odds ratio (OR): 0.859 (95% confidence interval 0740-0.998), Conclusion: This investigation uncovered an inverse relationship between the serum Klotho levels and diabetic kidney disease. To further authenticate these findings, additional randomized controlled trials are essential, as they suggest a robust negative correlation between Klotho levels and DKD. Supplementary Information: The online version contains supplementary material available at 10.1007/s40200-025-01623-7.

Indexed as

Diabetic kidney diseaseMendelian randomizationNHANESThe serum Klotho levels

Identifiers

PMID40584745
PMCPMC12198090

What Socratic holds

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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 Socratic graph.