Skip to main content
Top
Published in: European Journal of Medical Research 1/2023

Open Access 01-12-2023 | Insulins | Research

HOMA-IR is positively correlated with biological age and advanced aging in the US adult population

Authors: Haifang Yang, Rongpeng Gong, Moli Liu, Ying Deng, Xiaoyu Zheng, Tianyang Hu

Published in: European Journal of Medical Research | Issue 1/2023

Login to get access

Abstract

Background

Insulin resistance (IR) had been reported to be associated with age; however, few studies have explored the association between IR and biological age (BA). The HOMA-IR value is a useful indicator of the extent of IR. This cross-sectional study is to explore the relationship between HOMA-IR and BA/advanced aging in the US population.

Methods

This study is a cross-sectional analysis of National Health and Nutrition Examination Survey (NHANES) data. The survey comprised 12,266 people from the NHANES, and their full HOMA-IR data as well as BA data were extracted. Four multiple linear regressions were performed to analyze the association between HOMA-IR and BA, and four multiple logistic regression models were performed to analyze the association between HOMA-IR and advanced aging. In addition, trend tests and stratified analysis were performed and smoothed fitted curves were plotted to test the robustness of the results.

Results

HOMA-IR was positively correlated with BA [β: 0.51 (0.39, 0.63)], and it was the same to advanced aging [OR: 1.05 (1.02, 1.07)], and both showed a monotonically increasing trend. The trend tests showed that the results were stable (all P for trend < 0.0001). The smoothed fitted curves showed that there were non-linear relationships between HOMA-IR and BA/advanced aging. And the stratified analysis indicated that the relationship between HOMA-IR and BA/advanced aging remained robust in all subgroups.

Conclusion

The study suggested that HOMA-IR is positively correlated with BA and advanced aging in the US adult population, with a monotonic upward trend. This is a new finding to reveal the relationship between HOMA-IR and age from new standpoint of BA rather than chronological age (CA). And it may contribute to a better understanding of human health aging and may aid future research in this field.
Literature
12.
13.
go back to reference Avilés-Jurado FX, Flores JC, Gumà J, Ceperuelo-Mallafré V, Casanova-Marqués R, Gómez D, Vendrell JJ, León X, Vilaseca I, Terra X. Prognostic relevance of insulin resistance on disease-free survival in head and neck squamous cell carcinomas: Preliminary results. Head Neck. 2017. https://doi.org/10.1002/hed.24919.CrossRefPubMed Avilés-Jurado FX, Flores JC, Gumà J, Ceperuelo-Mallafré V, Casanova-Marqués R, Gómez D, Vendrell JJ, León X, Vilaseca I, Terra X. Prognostic relevance of insulin resistance on disease-free survival in head and neck squamous cell carcinomas: Preliminary results. Head Neck. 2017. https://​doi.​org/​10.​1002/​hed.​24919.CrossRefPubMed
19.
go back to reference Drewelies J, Hueluer G, Duezel S, Vetter VM, Pawelec G, Steinhagen-Thiessen E, Wagner GG, Lindenberger U, Lill CM, Bertram L, Gerstorf D, Demuth I. Using blood test parameters to define biological age among older adults: association with morbidity and mortality independent of chronological age validated in two separate birth cohorts. GeroScience. 2022. https://doi.org/10.1007/s11357-022-00662-9.CrossRefPubMedPubMedCentral Drewelies J, Hueluer G, Duezel S, Vetter VM, Pawelec G, Steinhagen-Thiessen E, Wagner GG, Lindenberger U, Lill CM, Bertram L, Gerstorf D, Demuth I. Using blood test parameters to define biological age among older adults: association with morbidity and mortality independent of chronological age validated in two separate birth cohorts. GeroScience. 2022. https://​doi.​org/​10.​1007/​s11357-022-00662-9.CrossRefPubMedPubMedCentral
22.
go back to reference Sayed N, Huang Y, Nguyen K, Krejciova-Rajaniemi Z, Grawe AP, Gao T, Tibshirani R, Hastie T, Alpert A, Cui L, Kuznetsova T, Rosenberg-Hasson Y, Ostan R, Monti D, Lehallier B, Shen-Orr SS, Maecker HT, Dekker CL, Wyss-Coray T, Franceschi C, Jojic V, Haddad F, Montoya JG, Wu JC, Davis MM, Furman D. An inflammatory aging clock (iAge) based on deep learning tracks multimorbidity, immunosenescence, frailty and cardiovascular aging. Nat Aging. 2021;1:598–615. https://doi.org/10.1038/s43587-021-00082-y.CrossRefPubMedPubMedCentral Sayed N, Huang Y, Nguyen K, Krejciova-Rajaniemi Z, Grawe AP, Gao T, Tibshirani R, Hastie T, Alpert A, Cui L, Kuznetsova T, Rosenberg-Hasson Y, Ostan R, Monti D, Lehallier B, Shen-Orr SS, Maecker HT, Dekker CL, Wyss-Coray T, Franceschi C, Jojic V, Haddad F, Montoya JG, Wu JC, Davis MM, Furman D. An inflammatory aging clock (iAge) based on deep learning tracks multimorbidity, immunosenescence, frailty and cardiovascular aging. Nat Aging. 2021;1:598–615. https://​doi.​org/​10.​1038/​s43587-021-00082-y.CrossRefPubMedPubMedCentral
36.
go back to reference Hitsumoto T, Iizuka T, Takahashi M, Yoshinaga K, Matsumoto J, Shimizu K, Kaku M, Sugiyama Y, Sakurai T, Aoyagi K, Kanai M, Noike H, Ohsawa H, Watanabe H, Shirai K. Relationship between insulin resistance and oxidative stress in vivo. J Cardiol. 2003;42:119–27.PubMed Hitsumoto T, Iizuka T, Takahashi M, Yoshinaga K, Matsumoto J, Shimizu K, Kaku M, Sugiyama Y, Sakurai T, Aoyagi K, Kanai M, Noike H, Ohsawa H, Watanabe H, Shirai K. Relationship between insulin resistance and oxidative stress in vivo. J Cardiol. 2003;42:119–27.PubMed
45.
go back to reference Mukli P, Wu DH, Csipo T, Owens CD, Lipecz A, Racz FS, Zouein FA, Tabak A, Csiszar A, Ungvari Z, Tsitouras PD, Yabluchanskiy A. Urinary biomarkers of oxidative stress in aging: implications for prediction of accelerated biological age in prospective cohort studies. Oxid Med Cell Longev. 2022;2022:1–12. https://doi.org/10.1155/2022/6110226.CrossRef Mukli P, Wu DH, Csipo T, Owens CD, Lipecz A, Racz FS, Zouein FA, Tabak A, Csiszar A, Ungvari Z, Tsitouras PD, Yabluchanskiy A. Urinary biomarkers of oxidative stress in aging: implications for prediction of accelerated biological age in prospective cohort studies. Oxid Med Cell Longev. 2022;2022:1–12. https://​doi.​org/​10.​1155/​2022/​6110226.CrossRef
52.
go back to reference Jenny NS, French B, Arnold AM, Strotmeyer ES, Cushman M, Chaves PHM, Ding J, Fried LP, Kritchevsky SB, Rifkin DE, Sarnak MJ, Newman AB. Long-term assessment of inflammation and healthy aging in late life: the cardiovascular health study all stars. J Gerontol Series A. 2012;67:970–6. https://doi.org/10.1093/gerona/glr261.CrossRef Jenny NS, French B, Arnold AM, Strotmeyer ES, Cushman M, Chaves PHM, Ding J, Fried LP, Kritchevsky SB, Rifkin DE, Sarnak MJ, Newman AB. Long-term assessment of inflammation and healthy aging in late life: the cardiovascular health study all stars. J Gerontol Series A. 2012;67:970–6. https://​doi.​org/​10.​1093/​gerona/​glr261.CrossRef
53.
go back to reference Lassale C, Batty GD, Steptoe A, Cadar D, Akbaraly TN, Kivimäki M, Zaninotto P. Association of 10-year C-reactive protein trajectories with markers of healthy aging: findings from the english longitudinal study of aging. The Journals of Gerontology: Series A. 2019;74:195–203. https://doi.org/10.1093/gerona/gly028.CrossRef Lassale C, Batty GD, Steptoe A, Cadar D, Akbaraly TN, Kivimäki M, Zaninotto P. Association of 10-year C-reactive protein trajectories with markers of healthy aging: findings from the english longitudinal study of aging. The Journals of Gerontology: Series A. 2019;74:195–203. https://​doi.​org/​10.​1093/​gerona/​gly028.CrossRef
63.
go back to reference Martin-Montalvo A, Mercken EM, Mitchell SJ, Palacios HH, Mote PL, Scheibye-Knudsen M, Gomes AP, Ward TM, Minor RK, Blouin M-J, Schwab M, Pollak M, Zhang Y, Yu Y, Becker KG, Bohr VA, Ingram DK, Sinclair DA, Wolf NS, Spindler SR, Bernier M, De Cabo R. Metformin improves healthspan and lifespan in mice. Nat Commun. 2013;4:2192. https://doi.org/10.1038/ncomms3192.CrossRefPubMed Martin-Montalvo A, Mercken EM, Mitchell SJ, Palacios HH, Mote PL, Scheibye-Knudsen M, Gomes AP, Ward TM, Minor RK, Blouin M-J, Schwab M, Pollak M, Zhang Y, Yu Y, Becker KG, Bohr VA, Ingram DK, Sinclair DA, Wolf NS, Spindler SR, Bernier M, De Cabo R. Metformin improves healthspan and lifespan in mice. Nat Commun. 2013;4:2192. https://​doi.​org/​10.​1038/​ncomms3192.CrossRefPubMed
Metadata
Title
HOMA-IR is positively correlated with biological age and advanced aging in the US adult population
Authors
Haifang Yang
Rongpeng Gong
Moli Liu
Ying Deng
Xiaoyu Zheng
Tianyang Hu
Publication date
01-12-2023
Publisher
BioMed Central
Keywords
Insulins
Insulins
Published in
European Journal of Medical Research / Issue 1/2023
Electronic ISSN: 2047-783X
DOI
https://doi.org/10.1186/s40001-023-01448-1

Other articles of this Issue 1/2023

European Journal of Medical Research 1/2023 Go to the issue