Abstract
This study aimed to evaluate the independent and joint effects of adherence to healthy dietary patterns and slower biological aging on the incidence of diabetic microvascular complications in individuals with type 2 diabetes mellitus (T2DM), and to assess the mediating role of biological aging. In a prospective cohort of 13,294 T2DM participants without baseline DMCs, dietary quality was assessed using a validated 10-point score, while biological aging was calculated from nine biomarkers and chronological age. Cox regression models were used to assess associations, and mediation analysis was performed to estimate the mediating effects of biological aging. Over a mean follow-up of 11.9 years, 3197 participants developed DMCs, including 1392 cases of diabetic retinopathy (DR), 1908 of diabetic nephropathy (DN), and 598 of diabetic neuropathy (DPN). Higher dietary scores (6–10) were associated with reduced risks of composite DMCs (HR 0.845; 95% CI 0.742–0.962), DR (0.804; 0.659–0.981), and DN (0.766; 0.643–0.911), but not DPN. Phenotypic age acceleration (PhenoAgeAccel) ≤ 0 was also linked to a reduced risk of DMCs. In addition, biologically younger with higher dietary score (6–10 points) had 39.4%, 30.8%, 53.6%, and 41.9% lower risk of composite DMCs, DR, DN, and DPN, respectively. Mediation analysis revealed that PhenoAgeAccel accounted for 43.0%, 29.8%, and 33.5% of the diet association with composite DMCs, DR, and DN, respectively. The results suggest that healthier dietary patterns and slower biological aging can reduce the risk of DMCs in T2DM patients, with a substantial portion of the dietary benefits mediated through slower aging. Integrating dietary and aging-targeted interventions may offer a promising method to reduce DMC risk in T2DM.
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Data availability
This study has been conducted using the UK Biobank Resource under Application Number 107451. The code, models, algorithms, protocols, methods, and other useful materials related to the project are available upon reasonable request to the corresponding authors.
References
Sun H, Saeedi P, Karuranga S, Pinkepank M, Ogurtsova K, Duncan BB, et al. IDF diabetes atlas: global, regional and country-level diabetes prevalence estimates for 2021 and projections for 2045. Diabetes Res Clin Pract. 2022;183.
Teo ZL, Tham YC, Yu M, Chee ML, Rim TH, Cheung N, et al. Global prevalence of diabetic retinopathy and projection of burden through 2045: systematic review and meta-analysis. Ophthalmology. 2021;128(11):1580–91.
Hu Q, Jiang L, Yan Q, Zeng J, Ma X, Zhao Y. A natural products solution to diabetic nephropathy therapy. Pharmacol Ther. 2023;241.
Feldman EL, Callaghan BC, Pop-Busui R, Zochodne DW, Wright DE, Bennett DL, et al. Diabetic neuropathy. Nat Rev Dis Primers. 2019;5(1).
Lyssenko V, Vaag A. Genetics of diabetes-associated microvascular complications. Diabetologia. 2023;66(9):1601–13.
Bellary S, Kyrou I, Brown JE, Bailey CJ. Type 2 diabetes mellitus in older adults: clinical considerations and management. Nat Rev Endocrinol. 2021;17(9):534–48.
Geng T, Zhu K, Lu Q, Wan Z, Chen X, Liu L, et al. Healthy lifestyle behaviors, mediating biomarkers, and risk of microvascular complications among individuals with type 2 diabetes: a cohort study. PLoS Med. 2023;20(1).
Mozaffarian D. Dietary and policy priorities for cardiovascular disease, diabetes, and obesity: a comprehensive review. Circulation. 2016;133(2):187–225.
He P, Li H, Ye Z, Liu M, Zhou C, Wu Q, et al. Association of a healthy lifestyle, life’s essential 8 scores with incident macrovascular and microvascular disease among individuals with type 2 diabetes. J Am Heart Assoc. 2023;12(17).
Bloom SI, Islam MT, Lesniewski LA, Donato AJ. Mechanisms and consequences of endothelial cell senescence. Nat Rev Cardiol. 2023;20(1):38–51.
Augustin HG, Koh GY. A systems view of the vascular endothelium in health and disease. Cell. 2024;187(18):4833–58.
Seals DR, Jablonski KL, Donato AJ. Aging and vascular endothelial function in humans. Clin Sci Lond. 2011;120(9):357–75.
Rossman MJ, Kaplon RE, Hill SD, McNamara MN, Santos-Parker JR, Pierce GL, et al. Endothelial cell senescence with aging in healthy humans: prevention by habitual exercise and relation to vascular endothelial function. Am J Physiol Heart Circ Physiol. 2017;313(5):H890–5.
Elliott ML, Caspi A, Houts RM, Ambler A, Broadbent JM, Hancox RJ, et al. Disparities in the pace of biological aging among midlife adults of the same chronological age have implications for future frailty risk and policy. Nat Aging. 2021;1(3):295–308.
Pugashetti JV, Kim JS, Bose S, Adegunsoye A, Linderholm AL, Chen CH, et al. Biological age, chronological age, and survival in pulmonary fibrosis: a causal mediation analysis. Am J Respir Crit Care Med. 2024;210(5):639–47.
Liu Z, Kuo PL, Horvath S, Crimmins E, Ferrucci L, Levine M. A new aging measure captures morbidity and mortality risk across diverse subpopulations from NHANES IV: a cohort study. PLoS Med. 2018;15(12).
Wang T, Duan W, Jia X, Huang X, Liu Y, Meng F, et al. Associations of combined phenotypic ageing and genetic risk with incidence of chronic respiratory diseases in the UK Biobank: a prospective cohort study. Eur Respir J. 2024;63(2).
Li X, Cao X, Zhang J, Fu J, Mohedaner M, Danzengzhuoga, et al. Accelerated aging mediates the associations of unhealthy lifestyles with cardiovascular disease, cancer, and mortality. J Am Geriatr Soc. 2024;72(1):181–93.
Duan S, Wu Y, Zhu J, Wang X, Fang Y. Associations of polycyclic aromatic hydrocarbons mixtures with cardiovascular diseases mortality and all-cause mortality and the mediation role of phenotypic ageing: a time-to-event analysis. Environ Int. 2024;186.
Chen L, Yin X, Zhao Y, Chen H, Tan T, Yao P, et al. Biological ageing and the risks of all-cause and cause-specific mortality among people with diabetes: a prospective cohort study. J Epidemiol Community Health. 2022;76(9):771–8.
Yang G, Cao X, Li X, Zhang J, Ma C, Zhang N, et al. Association of unhealthy lifestyle and childhood adversity with acceleration of aging among UK Biobank participants. JAMA Netw Open. 2022;5(9).
Dominguez LJ, Veronese N, Barbagallo M. Dietary patterns and healthy or unhealthy aging. Gerontology. 2024;70(1):15–36.
Caleyachetty R, Littlejohns T, Lacey B, Bešević J, Conroy M, Collins R, et al. United Kingdom Biobank (UK Biobank): JACC Focus Seminar 6/8. J Am Coll Cardiol. 2021;78(1):56–65.
Said MA, Verweij N, van der Harst P. Associations of combined genetic and lifestyle risks with incident cardiovascular disease and diabetes in the UK Biobank study. JAMA Cardiol. 2018;3(8):693–702.
Zheng Y, Ley SH, Hu FB. Global aetiology and epidemiology of type 2 diabetes mellitus and its complications. Nat Rev Endocrinol. 2018;14(2):88–98.
Tada H, Takamura M, Kawashiri MA. The effect of diet on cardiovascular disease, heart disease, and blood vessels. Nutrients. 2022;14(2).
Santos-Pujol E, Noguera-Castells A, Casado-Pelaez M, García-Prieto CA, Vasallo C, Campillo-Marcos I, et al. The multiomics blueprint of the individual with the most extreme lifespan. Cell Rep Med. 2025;6(10).
Tingö L, Bergh C, Rode J, Rubio MFR, Persson J, Johnson LB, et al. The effect of whole-diet interventions on memory and cognitive function in healthy older adults-a systematic review. Adv Nutr. 2024;15(9).
Granic A, Sayer AA, Cooper R, Robinson SM. Nutrition in the prevention and treatment of skeletal muscle ageing and sarcopenia: a single nutrient, a whole food and a whole diet approach. Proc Nutr Soc. 2024:1–16.
Liu W, Wang J, Wang M, Hou H, Ding X, Ma L, et al. Oxidative stress factors mediate the association between life’s essential 8 and accelerated phenotypic aging: NHANES 2005–2018. J Gerontol A Biol Sci Med Sci. 2024;79(1).
Hu Z, Xu J, Shen R, Lin L, Su Y, Xie C, et al. Combination of biological aging and genetic susceptibility helps identifying at-risk population of venous thromboembolism: a prospective cohort study of 394 041 participants. Am J Hematol. 2025;100(4):575–83.
Aleksandrova K, Koelman L, Rodrigues CE. Dietary patterns and biomarkers of oxidative stress and inflammation: a systematic review of observational and intervention studies. Redox Biol. 2021;42.
Frazier K, Kambal A, Zale EA, Pierre JF, Hubert N, Miyoshi S, et al. High-fat diet disrupts REG3γ and gut microbial rhythms promoting metabolic dysfunction. Cell Host Microbe. 2022;30(6):809-23.e6.
Sinha SK, Nicholas SB, Sung JH, Correa A, Rajavashisth TB, Norris KC, et al. Hs-CRP is associated with incident diabetic nephropathy: findings from the jackson heart study. Diabetes Care. 2019;42(11):2083–9.
Vestweber D. How leukocytes cross the vascular endothelium. Nat Rev Immunol. 2015;15(11):692–704.
González P, Lozano P, Ros G, Solano F. Hyperglycemia and oxidative stress: an integral, updated and critical overview of their metabolic interconnections. Int J Mol Sci. 2023;24(11).
Wautier JL, Wautier MP, Schmidt AM, Anderson GM, Hori O, Zoukourian C, et al. Advanced glycation end products (AGEs) on the surface of diabetic erythrocytes bind to the vessel wall via a specific receptor inducing oxidant stress in the vasculature: a link between surface-associated AGEs and diabetic complications. Proc Natl Acad Sci USA. 1994;91(16):7742–6.
Kang Q, Yang C. Oxidative stress and diabetic retinopathy: molecular mechanisms, pathogenetic role and therapeutic implications. Redox Biol. 2020;37.
Cai YW, Zhang HF, Gao JW, Cai ZX, Cai JW, Gao QY, et al. Serum albumin and risk of incident diabetes and diabetic microvascular complications in the UK Biobank cohort. Diabetes Metab. 2023;49(5).
Soeters PB, Wolfe RR, Shenkin A. Hypoalbuminemia: pathogenesis and clinical significance. JPEN J Parenter Enteral Nutr. 2019;43(2):181–93.
Kim DW, Hwang SY, Nam YJ, Kim D, Shin SJ, et al. The combined prognostic significance of alkaline phosphatase and vascular calcification in patients with end-stage kidney disease. Nutr Metab Cardiovasc Dis. 2020;30(9):1476–83.
Romanul FC, Bannister RG. Localized areas of high alkaline phosphatase activity in endothelium of arteries. Nature. 1962;195:611–2.
Hausladen A, Qian Z, Zhang R, Premont RT, Stamler JS. Optimized S-nitrosohemoglobin synthesis in red blood cells to preserve hypoxic vasodilation via βCys93. J Pharmacol Exp Ther. 2022;382(1):1–10.
Ebrahimi S, Bagchi P. A computational study of red blood cell deformability effect on hemodynamic alteration in capillary vessel networks. Sci Rep. 2022;12(1).
Cunha RSD, Santos AF, Barreto FC, Stinghen AEM. How do uremic toxins affect the endothelium? Toxins (Basel). 2020;12(6).
He D, Gao B, Wang J, Yang C, Zhao MH, Zhang L. The difference between cystatin c- and creatinine-based estimated glomerular filtration rate and risk of diabetic microvascular complications among adults with diabetes: a population-pased cohort study. Diabetes Care. 2024;47(5):873–80.
Rutledge J, Oh H, Wyss-Coray T. Measuring biological age using omics data. Nat Rev Genet. 2022;23(12):715–27.
Cohen AA, Kennedy BK, Anglas U, Bronikowski AM, Deelen J, Dufour F, et al. Lack of consensus on an aging biology paradigm? A global survey reveals an agreement to disagree, and the need for an interdisciplinary framework. Mech Ageing Dev. 2020;191.
Tessier AJ, Wang F, Korat AA, Eliassen AH, Chavarro J, Grodstein F, et al. Optimal dietary patterns for healthy aging. Nat Med. 2025;31(5):1644–52.
Abbad-Gomez D, Carballo-Casla A, Beridze G, Lopez-Garcia E, Rodríguez-Artalejo F, Sala M, et al. Dietary patterns and accelerated multimorbidity in older adults. Nat Aging. 2025;5(8):1481–90.
Acknowledgements
We are grateful to all the participants of UK Biobank and all the people involved in building the UK Biobank study.
Funding
This study was supported by the Shanghai Municipal Health Commission Collaborative Innovation Cluster Project (2024CXJQ02 to BY) and the Fundamental Research Funds for the Central Universities (YG2025ZD04 to BY and YG2025QNA43 to HZ).
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Study conception and design: H.Z, K.L, N.L, and B.Y; data curation: H.Z, S.B, Q.M, RK.Y, XY.Y, and J.L; formal analysis: H.Z, B.S, Q.M, and RK.Y; interpretation of data: Z.H, RK. Y, J.X, XY. Y, J.L, Q.L; writing: Z.H, S.B, Q.L, JY.Z, and Z.Y; reviewing: H.Z, Q.L, Z.Y, K.L, N.L, and B.Y. All authors read and approved the final version of the manuscript.
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Zhou, H., Ben, S., Ma, Q. et al. Healthy diet and slower biological aging as protective factors against microvascular complications in type 2 diabetes. GeroScience (2025). https://doi.org/10.1007/s11357-025-02002-z
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DOI: https://doi.org/10.1007/s11357-025-02002-z


