Skip to main content

Advertisement

Log in

Positive association of the anti-aging protein α-Klotho with insulin resistance and its inverse L-shaped relationship with glycaemic control in the middle-aged and elderly population

  • Original Article
  • Published:
Endocrine Aims and scope Submit manuscript

Abstract

Purpose

α-Klotho has been linked to insulin resistance (IR) in basic research. However, experimental evidence is inconsistent, and there is a lack of data from human research. This study seeks to elucidate the association of α-Klotho with IR in a nationwide, multiracial population.

Methods

A total of 5289 participants aged 40–79 years were included in the National Health and Nutrition Examination Survey (NHANES) spanning 2007–2016. Serum α-Klotho was measured using enzyme-linked immunosorbent assays (ELISA), and IR was evaluated by the homeostatic model assessment of insulin resistance (HOMA-IR). Weighted multivariate logistic and linear regression analysis, subgroup analysis stratified by demographic characteristics, medical condition or obesity status, and sensitivity analysis using propensity score matching (PSM) were performed. Restricted cubic splines (RCS) were performed to explore the nonlinear relationship.

Results

In the fully adjusted logistic regression model, a significant positive association was observed between log-transformed α-Klotho and IR (OR = 3.63, 95% CI: 1.56, 8.45), particularly in males or nonobese individuals (Pinteraction < 0.05). In the linear regression model, log10(α-Klotho) was associated with fasting blood glucose (FBG, β = 1.25, 95% CI: 0.74, 1.76) and glycosylated hemoglobin (HbA1c, β = 0.49, 95% CI: 0.20, 0.77). RCS revealed an inverse L-shaped dose-response relationship of α-Klotho with FBG and HbA1c (Pnonlinear <0.05). Beyond the inflection point of log10(α-Klotho) at 2.79, β coefficients sharply rose for these glycaemic control indicators.

Conclusion

The study provides clinical evidence supporting a positive association between α-Klotho and IR. Moreover, the inverse L-shaped relationship suggests that α-Klotho should reach a certain level to predict glycaemic changes effectively.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Data availability

The data sets used and/or analyzed during this study are available from the National Health and Nutrition Examination Survey (NHANES) database https://www.cdc.gov/nchs/nhanes/index.htm.

References

  1. G. Wilcox, Insulin and insulin resistance. Clin. Biochem. Rev. 26(2), 19–39 (2005)

    PubMed  PubMed Central  Google Scholar 

  2. D.E. Moller, New drug targets for type 2 diabetes and the metabolic syndrome. Nature 414(6865), 821–827 (2001)

    Article  CAS  PubMed  Google Scholar 

  3. M.A. Hill, Y. Yang, L. Zhang, Z. Sun, G. Jia, A.R. Parrish, J.R. Sowers, Insulin resistance, cardiovascular stiffening and cardiovascular disease. Metabolism 119, 154766 (2021)

    Article  CAS  PubMed  Google Scholar 

  4. E. Muzurovic, D.P. Mikhailidis, C. Mantzoros, Non-alcoholic fatty liver disease, insulin resistance, metabolic syndrome and their association with vascular risk. Metabolism 119, 154770 (2021)

    Article  CAS  PubMed  Google Scholar 

  5. T. Chen, Y. Yu, F. Jia, P. Luan, X. Liu, The relationship between polycystic ovary syndrome and insulin resistance from 1983 to 2022: A bibliometric analysis. Front. Public Health 10, 960965 (2022)

    Article  PubMed  PubMed Central  Google Scholar 

  6. J.H. Yoon, J. Hwang, S.U. Son, J. Choi, S.W. You, H. Park, S.Y. Cha, S. Maeng, How Can Insulin Resistance Cause Alzheimer’s Disease? Int. J. Mol. Sci. 24(4) 3506 (2023)

  7. M. Kuro-o, Y. Matsumura, H. Aizawa, H. Kawaguchi, T. Suga, T. Utsugi, Y. Ohyama, M. Kurabayashi, T. Kaname, E. Kume et al. Mutation of the mouse klotho gene leads to a syndrome resembling ageing. Nature 390(6655), 45–51 (1997)

    Article  CAS  PubMed  Google Scholar 

  8. O.M. Kuro, The Klotho proteins in health and disease. Nat. Rev. Nephrol. 15(1), 27–44 (2019)

    Article  Google Scholar 

  9. Y. Wang, Z. Sun, Current understanding of klotho. Ageing Res Rev. 8(1), 43–51 (2009)

    Article  PubMed  Google Scholar 

  10. M.S. Razzaque, The role of Klotho in energy metabolism. Nat. Rev. Endocrinol. 8(10), 579–587 (2012)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. S. Hua, Q. Liu, J. Li, M. Fan, K. Yan, D. Ye, Beta-klotho in type 2 diabetes mellitus: From pathophysiology to therapeutic strategies. Rev. Endocr. Metab. Disord. 22(4), 1091–1109 (2021)

    Article  CAS  PubMed  Google Scholar 

  12. A. Bartke, Long-lived Klotho mice: new insights into the roles of IGF-1 and insulin in aging. Trends Endocrinol. Metab. 17(2), 33–35 (2006)

    Article  CAS  PubMed  Google Scholar 

  13. H. Kurosu, M. Yamamoto, J.D. Clark, J.V. Pastor, A. Nandi, P. Gurnani, O.P. McGuinness, H. Chikuda, M. Yamaguchi, H. Kawaguchi et al. Suppression of aging in mice by the hormone Klotho. Science 309(5742), 1829–1833 (2005)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  14. T. Utsugi, T. Ohno, Y. Ohyama, T. Uchiyama, Y. Saito, Y. Matsumura, H. Aizawa, H. Itoh, M. Kurabayashi, S. Kawazu et al. Decreased insulin production and increased insulin sensitivity in the klotho mutant mouse, a novel animal model for human aging. Metabolism 49(9), 1118–1123 (2000)

    Article  CAS  PubMed  Google Scholar 

  15. O. Lorenzi, C. Veyrat-Durebex, C.B. Wollheim, P. Villemin, F. Rohner-Jeanrenaud, A. Zanchi, U.M. Vischer, Evidence against a direct role of klotho in insulin resistance. Pflug. Arch. 459(3), 465–473 (2010)

    Article  CAS  Google Scholar 

  16. H. Gu, W. Jiang, N. You, X. Huang, Y. Li, X. Peng, R. Dong, Z. Wang, Y. Zhu, K. Wu et al. Soluble Klotho Improves Hepatic Glucose and Lipid Homeostasis in Type 2 Diabetes. Mol. Ther. Methods Clin. Dev. 18, 811–823 (2020)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Y. Matsumura, H. Aizawa, T. Shiraki-Iida, R. Nagai, M. Kuro-o, Y. Nabeshima, Identification of the human klotho gene and its two transcripts encoding membrane and secreted klotho protein. Biochem. Biophys. Res. Commun. 242(3), 626–630 (1998)

    Article  CAS  PubMed  Google Scholar 

  18. T. Shiraki-Iida, H. Aizawa, Y. Matsumura, S. Sekine, A. Iida, H. Anazawa, R. Nagai, M. Kuro-o, Y. Nabeshima, Structure of the mouse klotho gene and its two transcripts encoding membrane and secreted protein. FEBS Lett. 424(1-2), 6–10 (1998)

    Article  CAS  PubMed  Google Scholar 

  19. O. Tohyama, A. Imura, A. Iwano, J.N. Freund, B. Henrissat, T. Fujimori, Y. Nabeshima, Klotho is a novel beta-glucuronidase capable of hydrolyzing steroid beta-glucuronides. J. Biol. Chem. 279(11), 9777–9784 (2004)

    Article  CAS  PubMed  Google Scholar 

  20. A.J. Scheen, Diabetes mellitus in the elderly: insulin resistance and/or impaired insulin secretion? Diab. Metab. 31(Spec No 2), 5S27–25S34 (2005)

    CAS  Google Scholar 

  21. M.R. Refaie, N.A. Sayed-Ahmed, A.M. Bakr, M.Y. Abdel Aziz, M.H. El Kannishi, S.S. Abdel-Gawad, Aging is an Inevitable Risk Factor for Insulin Resistance. J. Taibah Univ. Med. Sci. 1(1), 30–41 (2006)

    Google Scholar 

  22. T. Landry, D. Shookster, H. Huang, Circulating alpha-klotho regulates metabolism via distinct central and peripheral mechanisms. Metabolism 121, 154819 (2021)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  23. T.M. Wallace, J.C. Levy, D.R. Matthews, Use and abuse of HOMA modeling. Diab. Care 27(6), 1487–1495 (2004)

    Article  Google Scholar 

  24. A. Sanchez-Garcia, R. Rodriguez-Gutierrez, L. Mancillas-Adame, V. Gonzalez-Nava, A. Diaz Gonzalez-Colmenero, R.C. Solis, N.A. Alvarez-Villalobos, J.G. Gonzalez-Gonzalez, Diagnostic Accuracy of the Triglyceride and Glucose Index for Insulin Resistance: A Systematic Review. Int J. Endocrinol. 2020, 4678526 (2020)

    Article  PubMed  PubMed Central  Google Scholar 

  25. D.L. Tahapary, L.B. Pratisthita, N.A. Fitri, C. Marcella, S. Wafa, F. Kurniawan, A. Rizka, T.J.E. Tarigan, D.S. Harbuwono, D. Purnamasari et al. Challenges in the diagnosis of insulin resistance: Focusing on the role of HOMA-IR and Tryglyceride/glucose index. Diab. Metab. Syndr. 16(8), 102581 (2022)

    Article  CAS  Google Scholar 

  26. World Health Organization, Waist circumference and waist-hip ratio: report of a WHO expert consultation, Geneva, 8-11 December 2008 (Geneva, World Health Organization, 2011)

  27. A.L. Missel, L.R. Saslow, D.H. Griauzde, D. Marvicsin, A. Sen, C.R. Richardson, X. Liu, Association between fasting insulin and C-reactive protein among adults without diabetes using a two-part model: NHANES 2005-2010. Diabetol. Metab. Syndr. 13(1), 29 (2021)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  28. C. Yang, X. Jia, Y. Wang, J. Fan, C. Zhao, Y. Yang, X. Shi, Trends and influence factors in the prevalence, intervention, and control of metabolic syndrome among US adults, 1999-2018. BMC Geriatr. 22(1), 979 (2022)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  29. P.K. Whelton, R.M. Carey, W.S. Aronow, D.E. Casey Jr., K.J. Collins, C. Dennison Himmelfarb, S.M. DePalma, S. Gidding, K.A. Jamerson, D.W. Jones et al. 2017 ACC/AHA/AAPA/ABC/ACPM/AGS/APhA/ASH/ASPC/NMA/PCNA Guideline for the Prevention, Detection, Evaluation, and Management of High Blood Pressure in Adults: A Report of the American College of Cardiology/American Heart Association Task Force on Clinical Practice Guidelines. Hypertension 71(6), e13–e115 (2018)

    CAS  PubMed  Google Scholar 

  30. M. Almohamad, E. Krall Kaye, D. Mofleh, N.L. Spartano, The association of sedentary behaviour and physical activity with periodontal disease in NHANES 2011–2012. J. Clin. Periodontol. 49(8), 758–767 (2022)

    Article  PubMed  Google Scholar 

  31. Division of the National Health and Nutrition Examination Surveys, The National Health and Nutrition Examination Survey (NHANES) Analytic and Reporting Guidelines (Division of the National Health and Nutrition Examination Surveys, Washington, D.C, USA, 2018). https://wwwn.cdc.gov/nchs/nhanes/analyticguidelines.aspx

  32. D. Kim, S. Lee, J.Y. Choi, J. Lee, H.J. Lee, J.Y. Min, K.B. Min, Association of alpha-klotho and lead and cadmium: A cross-sectional study. Sci. Total Environ. 843, 156938 (2022)

    Article  CAS  PubMed  Google Scholar 

  33. J.P. Vandenbroucke, E. von Elm, D.G. Altman, P.C. Gotzsche, C.D. Mulrow, S.J. Pocock, C. Poole, J.J. Schlesselman, M. Egger, S. Initiative, Strengthening the Reporting of Observational Studies in Epidemiology (STROBE): explanation and elaboration. Ann. Intern. Med. 147(8), W163–W194 (2007)

    Article  PubMed  Google Scholar 

  34. M. Hasannejad, S.Z. Samsamshariat, A. Esmaili, A. Jahanian-Najafabadi, Klotho induces insulin resistance possibly through interference with GLUT4 translocation and activation of Akt, GSK3beta, and PFKfbeta3 in 3T3-L1 adipocyte cells. Res. Pharm. Sci. 14(4), 369–377 (2019)

    Article  PubMed  PubMed Central  Google Scholar 

  35. L. Lin, X. Wang, W. Zhao, Y. Chen, Upregulation of Klotho Aggravates Insulin Resistance in Gestational Diabetes Mellitus Trophoblast Cells. Genet Res. 2022, 1500768 (2022)

    Article  Google Scholar 

  36. A. Kautzky-Willer, M. Leutner, J. Harreiter, Sex differences in type 2 diabetes. Diabetologia 66(6), 986–1002 (2023)

    Article  PubMed  PubMed Central  Google Scholar 

  37. International Diabetes Federation, IDF Diabetes Atlas, 10th ed. (International Diabetes Federation, Brussels, Belgium. 2021). https://diabetesatlas.org/atlas/tenth-edition/

  38. G. Pucci, R. Alcidi, L. Tap, F. Battista, F. Mattace-Raso, G. Schillaci, Sex- and gender-related prevalence, cardiovascular risk and therapeutic approach in metabolic syndrome: A review of the literature. Pharm. Res. 120, 34–42 (2017)

    Article  Google Scholar 

  39. M.H. Faulds, C. Zhao, K. Dahlman-Wright, J.A. Gustafsson, The diversity of sex steroid action: regulation of metabolism by estrogen signaling. J. Endocrinol. 212(1), 3–12 (2012)

    Article  CAS  PubMed  Google Scholar 

  40. R.H. Unger, Klotho-induced insulin resistance: a blessing in disguise? Nat. Med. 12(1), 56–57 (2006)

    Article  CAS  PubMed  Google Scholar 

  41. E. Zeldich, C.D. Chen, T.A. Colvin, E.A. Bove-Fenderson, J. Liang, T.B. Tucker Zhou, D.A. Harris, C.R. Abraham, The neuroprotective effect of Klotho is mediated via regulation of members of the redox system. J. Biol. Chem. 289(35), 24700–24715 (2014)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  42. C.D. Chen, J.A. Sloane, H. Li, N. Aytan, E.L. Giannaris, E. Zeldich, J.D. Hinman, A. Dedeoglu, D.L. Rosene, R. Bansal et al. The antiaging protein Klotho enhances oligodendrocyte maturation and myelination of the CNS. J. Neurosci. 33(5), 1927–1939 (2013)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  43. Y. Lin, Z. Sun, In vivo pancreatic beta-cell-specific expression of antiaging gene Klotho: a novel approach for preserving beta-cells in type 2 diabetes. Diabetes 64(4), 1444–1458 (2015)

    Article  CAS  PubMed  Google Scholar 

  44. Y. Lin, Z. Sun, Antiaging Gene Klotho Attenuates Pancreatic beta-Cell Apoptosis in Type 1 Diabetes. Diabetes 64(12), 4298–4311 (2015)

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  45. M. Tatar, A. Bartke, A. Antebi, The endocrine regulation of aging by insulin-like signals. Science 299(5611), 1346–1351 (2003)

    Article  CAS  PubMed  Google Scholar 

  46. C. Kenyon, J. Chang, E. Gensch, A. Rudner, R. Tabtiang, A C. elegans mutant that lives twice as long as wild type. Nature 366(6454), 461–464 (1993)

    Article  CAS  PubMed  Google Scholar 

  47. D.J. Clancy, D. Gems, L.G. Harshman, S. Oldham, H. Stocker, E. Hafen, S.J. Leevers, L. Partridge, Extension of life-span by loss of CHICO, a Drosophila insulin receptor substrate protein. Science 292(5514), 104–106 (2001)

    Article  CAS  PubMed  Google Scholar 

  48. A. Bartke, H. Brown-Borg, J. Mattison, B. Kinney, S. Hauck, C. Wright, Prolonged longevity of hypopituitary dwarf mice. Exp. Gerontol. 36(1), 21–28 (2001)

    Article  CAS  PubMed  Google Scholar 

  49. M. Holzenberger, J. Dupont, B. Ducos, P. Leneuve, A. Geloen, P.C. Even, P. Cervera, Y. Le Bouc, IGF-1 receptor regulates lifespan and resistance to oxidative stress in mice. Nature 421(6919), 182–187 (2003)

    Article  CAS  PubMed  Google Scholar 

  50. A. Taguchi, L.M. Wartschow, M.F. White, Brain IRS2 signaling coordinates life span and nutrient homeostasis. Science 317(5836), 369–372 (2007)

    Article  CAS  PubMed  Google Scholar 

  51. M. Yamamoto, J.D. Clark, J.V. Pastor, P. Gurnani, A. Nandi, H. Kurosu, M. Miyoshi, Y. Ogawa, D.H. Castrillon, K.P. Rosenblatt et al. Regulation of oxidative stress by the anti-aging hormone klotho. J. Biol. Chem. 280(45), 38029–38034 (2005)

    Article  CAS  PubMed  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Contributions

All authors contributed to the study’s conception and design. Data collection and analysis were performed by K.W. The first draft of the manuscript was written by J.L. All authors reviewed this manuscript. All authors approved the final manuscript.

Corresponding author

Correspondence to Jianing Liu.

Ethics declarations

Conflict of interest

The authors declare no competing interests.

Ethics approval

NHANES was implemented by the National Center for Health Statistics of the US Centers for Disease Control and Prevention (CDC) and approved by the National Center for Health Statistics Institutional Review Board. All participants have provided written informed consent.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wang, K., Liu, J. Positive association of the anti-aging protein α-Klotho with insulin resistance and its inverse L-shaped relationship with glycaemic control in the middle-aged and elderly population. Endocrine (2024). https://doi.org/10.1007/s12020-024-03874-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s12020-024-03874-5

Keywords

Navigation