Interaction between Noise Exposure and Phenotypic Age Acceleration in Hearing Loss: An NHANES Study

Dai Junjian ORCID ,  Xiong Siqi ORCID ,  Wu Congcong ORCID ,  Zhu Changsen ORCID ,  Yu Xiao ORCID ,  Lv Tian ORCID
    Received: 25 May 2026; Revised: 5 June 2026; Accepted: 3 July 2026; Published: 9 July 2026

    Abstract

    Hearing loss is a growing public health burden, and aging and occupational noise exposure are two major contributors. This cross-sectional study examined whether phenotypic age acceleration interacts with occupational noise exposure in relation to hearing loss. We included 2,014 adults from the National Health and Nutrition Examination Survey 2005–2010, representing 16,596,487 non-institutionalized U.S. adults after survey weighting. Hearing loss was defined as concordant objective audiometric impairment and self-reported hearing difficulty. Phenotypic age acceleration was derived from the residual of phenotypic age regressed on chronological age. After adjustment for sex, race, body mass index, diabetes, and hypertension, occupational noise exposure was associated with higher odds of hearing loss (OR = 2.35, 95% CI: 1.56–3.43; p < 0.001), as was accelerated phenotypic aging (OR = 2.05, 95% CI: 1.53–2.67; p < 0.001). These associations remained after additional adjustment for chronological age. In the weighted joint analysis, participants with both occupational noise exposure and accelerated phenotypic aging had the highest odds of hearing loss (OR = 5.51, 95% CI: 3.31–9.28). In an unweighted sensitivity analysis, the joint-exposure OR was 12.98 (95% CI: 6.10–27.60), with positive additive interaction indices (RERI = 7.79, AP = 0.60, SI = 2.90). Mediation analysis showed no significant indirect effect through phenotypic age acceleration (mediation proportion = 0.34%; p = 0.19). These findings suggest that occupational noise exposure and accelerated biological aging may jointly increase hearing loss risk.

    Keywords

    References

    1. 1. Chadha, S.; Kamenova, K.; Ciezaa, A. The World Report on Hearing, 2021; World Health Organization: Geneva, Switzerland, 2021. DOI: https://doi.org/10.2471/BLT.21.285643
    2. 2. Mo, F.; Zhu, S.; Jia, H.; et al. Trends in prevalence of hearing loss in adults in the USA 1999–2018: A cross-sectional study. BMC Public Health 2024, 24, 976. DOI: https://doi.org/10.1186/s12889-024-18426-9
    3. 3. Emmett, S.D.; Francis, H.W. The socioeconomic impact of hearing loss in U.S. adults. Otol. Neurotol. 2015, 36, 545–550. DOI: https://doi.org/10.1097/MAO.0000000000000562
    4. 4. Kobrina, A.; Hidau, M.K.; Riede, T.; et al. Age-related and noise-induced hearing loss alters grasshopper mouse (Onychomys) vocalizations. Hear. Res. 2021, 404, 108210. DOI: https://doi.org/10.1016/j.heares.2021.108210
    5. 5. Nieman, C.L.; Oh, E.S. Hearing loss. Ann. Intern. Med. 2020, 173, ITC81–ITC96. DOI: https://doi.org/10.7326/AITC202012010
    6. 6. Tan, W.J.T.; Song, L. Role of mitochondrial dysfunction and oxidative stress in sensorineural hearing loss. Hear. Res. 2023, 434, 108783. DOI: https://doi.org/10.1016/j.heares.2023.108783
    7. 7. Jafari, Z.; Copps, T.; Hole, G.; et al. Noise Damage Accelerates Auditory Aging and Tinnitus: A Canadian Population-Based Study. Otol. Neurotol. 2020, 41, 1316–1326. DOI: https://doi.org/10.1097/MAO.0000000000002848
    8. 8. Sun, J.; Sai, N.; Zhang, T.; et al. Repeated low-intensity noise exposure exacerbates age-related hearing loss via RAGE signaling pathway. Neurobiol. Dis. 2025, 204, 106768. DOI: https://doi.org/10.1016/j.nbd.2024.106768
    9. 9. Henderson, D.; Subramaniam, M.; Boettcher, F.A. Individual susceptibility to noise-induced hearing loss: An old topic revisited. Ear Hear. 1993, 14, 152–168. DOI: https://doi.org/10.1097/00003446-199306000-00002
    10. 10. Zheng, X.; Zhao, D.; Wang, L.; et al. Prevalence of Metabolic Dysfunction-associated Steatotic Liver Disease and Cardiometabolic Risk Factor in US Adolescents. J. Clin. Endocrinol. Metab. 2024, 110, e1458–e1465. DOI: https://doi.org/10.1210/clinem/dgae553
    11. 11. Wu, Z.; Cheng, C.; Sun, X.; et al. The synergistic effect of the triglyceride-glucose index and serum uric acid on the prediction of major adverse cardiovascular events after coronary artery bypass grafting: A multicenter retrospective cohort study. Cardiovasc. Diabetol. 2023, 22, 103. DOI: https://doi.org/10.1186/s12933-023-01838-z
    12. 12. Wu, Y.; Xiang, M.; Zhao, Y.; et al. The L-shaped link between total antioxidant capacity and phenotypic age acceleration: Evidence from NHANES 2003–2010. Biogerontology 2025, 26, 85. DOI: https://doi.org/10.1007/s10522-025-10223-0
    13. 13. Yang, G.; Cao, X.; Li, X.; et al. Association of Unhealthy Lifestyle and Childhood Adversity With Acceleration of Aging among UK Biobank Participants. JAMA Netw. Open 2022, 5, e2230690. DOI: https://doi.org/10.1001/jamanetworkopen.2022.30690
    14. 14. Xu, K.H.; Li, L.; Jia, S.L.; et al. Association of Tooth Loss and Diet Quality with Acceleration of Aging: Evidence from NHANES. Am. J. Med. 2023, 136, 773–779.E4. DOI: https://doi.org/10.1016/j.amjmed.2023.04.008
    15. 15. Wang, M.; Yang, M.; Liang, S.; et al. Association between sleep traits and biological aging risk: A Mendelian randomization study based on 157 227 cases and 179 332 controls. Sleep 2024, 47, zsad299. DOI: https://doi.org/10.1093/sleep/zsad299
    16. 16. Bielefeld, E.C.; Tanaka, C.; Chen, G.D.; et al. Age-related hearing loss: Is it a preventable condition? Hear. Res. 2010, 264, 98–107. DOI: https://doi.org/10.1016/j.heares.2009.09.001
    17. 17. Tavanai, E.; Mohammadkhani, G. Role of antioxidants in prevention of age-related hearing loss: A review of literature. Eur. Arch. Otorhinolaryngol. 2017, 274, 1821–1834. DOI: https://doi.org/10.1007/s00405-016-4378-6
    18. 18. Xu, K.; Xu, B.; Gu, J.; et al. Intrinsic mechanism and pharmacologic treatments of noise-induced hearing loss. Theranostics 2023, 13, 3524–3549. DOI: https://doi.org/10.7150/thno.83383
    19. 19. Yang, W.; Zhao, X.; Chai, R.; et al. Progress on mechanisms of age-related hearing loss. Front. Neurosci. 2023, 17, 1253574. DOI: https://doi.org/10.3389/fnins.2023.1253574
    20. 20. Shin, S.H.; Jung, J.; Park, H.R.; et al. The Time Course of Monocytes Infiltration After Acoustic Overstimulation. Front. Cell. Neurosci. 2022, 16, 844480. DOI: https://doi.org/10.3389/fncel.2022.844480
    21. 21. Watson, N.; Ding, B.; Zhu, X.; et al. Chronic inflammation—inflammaging—in the ageing cochlea: A novel target for future presbycusis therapy. Ageing Res. Rev. 2017, 40, 142–148. DOI: https://doi.org/10.1016/j.arr.2017.10.002
    22. 22. Yamashita, D.; Jiang, H.Y.; Schacht, J.; et al. Delayed production of free radicals following noise exposure. Brain Res. 2004, 1019, 201–209. DOI: https://doi.org/10.1016/j.brainres.2004.05.104
    23. 23. Pu, F.; Chen, W.; Li, C.; et al. Heterogeneous associations of multiplexed environmental factors and multidimensional aging metrics. Nat. Commun. 2024, 15, 4921. DOI: https://doi.org/10.1038/s41467-024-49283-0
    24. 24. Wang, Q.; Wang, X.; Yang, L.; et al. Sex differences in noise-induced hearing loss: a cross-sectional study in China. Biol. Sex Differ. 2021, 12, 24. DOI: https://doi.org/10.1186/s13293-021-00369-0
    25. 25. Nolan, L.S. Age-related hearing loss: Why we need to think about sex as a biological variable. J. Neurosci. Res. 2020, 98, 1705–1720. DOI: https://doi.org/10.1002/jnr.24647
    26. 26. Jiang, C.Y.; Han, K.; Yang, F.; et al. Global, regional, and national prevalence of hearing loss from 1990 to 2019: A trend and health inequality analyses based on the Global Burden of Disease Study 2019. Ageing Res. Rev. 2023, 92, 102124. DOI: https://doi.org/10.1016/j.arr.2023.102124
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