One-year Mediterranean diet promotes epigenetic rejuvenation with country- and sex-specific effects: a pilot study from the NU-AGE project

Noémie Gensous, Paolo Garagnani, Aurelia Santoro, Cristina Giuliani, Rita Ostan, Cristina Fabbri, Maddalena Milazzo, Davide Gentilini, Anna Maria di Blasio, Barbara Pietruszka, Dawid Madej, Agata Bialecka-Debek, Anna Brzozowska, Claudio Franceschi, Maria Giulia Bacalini, Noémie Gensous, Paolo Garagnani, Aurelia Santoro, Cristina Giuliani, Rita Ostan, Cristina Fabbri, Maddalena Milazzo, Davide Gentilini, Anna Maria di Blasio, Barbara Pietruszka, Dawid Madej, Agata Bialecka-Debek, Anna Brzozowska, Claudio Franceschi, Maria Giulia Bacalini

Abstract

Mediterranean diet has been proposed to promote healthy aging, but its effects on aging biomarkers have been poorly investigated. We evaluated the impact of a 1-year Mediterranean-like diet in a pilot study including 120 elderly healthy subjects from the NU-AGE study (60 Italians, 60 Poles) by measuring the changes in their epigenetic age, assessed by Horvath's clock. We observed a trend towards epigenetic rejuvenation of participants after nutritional intervention. The effect was statistically significant in the group of Polish females and in subjects who were epigenetically older at baseline. A genome-wide association study of epigenetic age changes after the intervention did not return significant (adjusted p value < 0.05) loci. However, we identified small-effect alleles (nominal p value < 10-4), mapping in genes enriched in pathways related to energy metabolism, regulation of cell cycle, and of immune functions. Together, these findings suggest that Mediterranean diet can promote epigenetic rejuvenation but with country-, sex-, and individual-specific effects, thus highlighting the need for a personalized approach to nutritional interventions.

Keywords: Biological age; DNA methylation; Epigenetic age acceleration; Epigenetic clock; Epigenetics; Mediterranean-like diet.

Conflict of interest statement

The authors declare that they have no competing interests.

Figures

Fig. 1
Fig. 1
Significant association between DNAm age and chronological age at T0 and T1. Scatter plots of chronological age (x-axis) versus DNAm age (y-axis) in the different groups (T0 = blue; T1 = red). Lines represent fitted linear regressions
Fig. 2
Fig. 2
A 1 year Mediterranean-like diet intervention promotes epigenetic rejuvenation in a country- and sex-specific manner. Boxplots of epigenetic AA measures at T0 and T1 (upper panel, AgeAccel; middle panel, IEAA; lower panel, EEAA) considering all the subjects, only males, and only females. Uncorrected p values and p values after correction for multiple testing are displayed.
Fig. 3
Fig. 3
Stronger impact of diet on epigenetic AA measures in subjects with higher epigenetic AA values at baseline. Scatter plots of epigenetic AA measures at T1 (x-axis) versus epigenetic AA measures difference between T1-T0 (y-axis). The three epigenetic AA measures (AgeAccel, IEAA, and EEEA) are reported respectively in the upper, middle, and lower panels. Males and females subjects are indicated with cyan and pink circles, respectively. The number of subjects in each quadrant is reported. Fisher’s exact test was applied to test if there was a difference of proportion of subjects in the 4 quadrants
Fig. 4
Fig. 4
Thirty-one SNPs associated with AgeAccel are common with IEAA. Venn diagram of SNPs associated with AgeAccel (blue), IEAA (yellow), and EEAA (green)

References

    1. Ambatipudi S, Horvath S, Perrier F, Cuenin C, Hernandez-Vargas H, le Calvez-Kelm F, Durand G, Byrnes G, Ferrari P, Bouaoun L, Sklias A, Chajes V, Overvad K, Severi G, Baglietto L, Clavel-Chapelon F, Kaaks R, Barrdahl M, Boeing H, Trichopoulou A, Lagiou P, Naska A, Masala G, Agnoli C, Polidoro S, Tumino R, Panico S, Dollé M, Peeters PHM, Onland-Moret NC, Sandanger TM, Nøst TH, Weiderpass E, Quirós JR, Agudo A, Rodriguez-Barranco M, Huerta Castaño JM, Barricarte A, Fernández AM, Travis RC, Vineis P, Muller DC, Riboli E, Gunter M, Romieu I, Herceg Z. DNA methylome analysis identifies accelerated epigenetic ageing associated with postmenopausal breast cancer susceptibility. Eur J Cancer. 2017;75:299–307. doi: 10.1016/j.ejca.2017.01.014.
    1. Arpón A, Riezu-Boj JI, Milagro FI, Marti A, Razquin C, Martínez-González MA, Corella D, Estruch R, Casas R, Fitó M, Ros E, Salas-Salvadó J, Martínez JA. Adherence to Mediterranean diet is associated with methylation changes in inflammation-related genes in peripheral blood cells. J Physiol Biochem. 2017;73:445–455. doi: 10.1007/s13105-017-0552-6.
    1. Athanasopoulou S, Chondrogianni N, Santoro A, Asimaki K, Delitsikou V, Voutetakis K, Fabbri C, Pietruszka B, Kaluza J, Franceschi C, Gonos ES. Beneficial effects of elderly tailored Mediterranean diet on the proteasomal proteolysis. Front Physiol. 2018;9:457. doi: 10.3389/fphys.2018.00457.
    1. Bacalini MG, Friso S, Olivieri F, Pirazzini C, Giuliani C, Capri M, Santoro A, Franceschi C, Garagnani P. Present and future of anti-ageing epigenetic diets. Mech Ageing Dev. 2014;136–137:101–115. doi: 10.1016/j.mad.2013.12.006.
    1. Berendsen A, Santoro A, Pini E, Cevenini E, Ostan R, Pietruszka B, Rolf K, Cano N, Caille A, Lyon-Belgy N, Fairweather-Tait S, Feskens E, Franceschi C, de Groot CP. Reprint of: a parallel randomized trial on the effect of a healthful diet on inflammageing and its consequences in European elderly people: design of the NU-AGE dietary intervention study. Mech Ageing Dev. 2014;136–137:14–21. doi: 10.1016/j.mad.2014.03.001.
    1. Berendsen AAM, van de Rest O, Feskens EJM et al (2018) Changes in dietary intake and adherence to the NU-AGE diet following a one-year dietary intervention among European older adults-results of the NU-AGE randomized trial. Nutrients:10. 10.3390/nu10121905
    1. Breitling LP, Saum K-U, Perna L, Schöttker B, Holleczek B, Brenner H. Frailty is associated with the epigenetic clock but not with telomere length in a German cohort. Clin Epigenetics. 2016;8:21. doi: 10.1186/s13148-016-0186-5.
    1. Chen BH, Marioni RE, Colicino E, et al. DNA methylation-based measures of biological age: meta-analysis predicting time to death. Aging (Albany NY) 2016;8:1844–1865. doi: 10.18632/aging.101020.
    1. Christiansen L, Lenart A, Tan Q, Vaupel JW, Aviv A, McGue M, Christensen K. DNA methylation age is associated with mortality in a longitudinal Danish twin study. Aging Cell. 2016;15:149–154. doi: 10.1111/acel.12421.
    1. Cummings NE, Lamming DW. Regulation of metabolic health and aging by nutrient-sensitive signaling pathways. Mol Cell Endocrinol. 2017;455:13–22. doi: 10.1016/j.mce.2016.11.014.
    1. Dato S, Bellizzi D, Rose G, Passarino G. The impact of nutrients on the aging rate: a complex interaction of demographic, environmental and genetic factors. Mech Ageing Dev. 2016;154:49–61. doi: 10.1016/j.mad.2016.02.005.
    1. Davinelli S, Trichopoulou A, Corbi G, de Vivo I, Scapagnini G. The potential nutrigeroprotective role of Mediterranean diet and its functional components on telomere length dynamics. Ageing Res Rev. 2019;49:1–10. doi: 10.1016/j.arr.2018.11.001.
    1. Degerman S, Josefsson M, Nordin Adolfsson A, Wennstedt S, Landfors M, Haider Z, Pudas S, Hultdin M, Nyberg L, Adolfsson R. Maintained memory in aging is associated with young epigenetic age. Neurobiol Aging. 2017;55:167–171. doi: 10.1016/j.neurobiolaging.2017.02.009.
    1. Dugué P-A, Bassett JK, Joo JE, et al. Association of DNA methylation-based biological age with health risk factors and overall and cause-specific mortality. Am J Epidemiol. 2018;187:529–538. doi: 10.1093/aje/kwx291.
    1. Estruch R, Martínez-González MA, Corella D, Salas-Salvadó J, Ruiz-Gutiérrez V, Covas MI, Fiol M, Gómez-Gracia E, López-Sabater MC, Vinyoles E, Arós F, Conde M, Lahoz C, Lapetra J, Sáez G, Ros E, PREDIMED Study Investigators Effects of a Mediterranean-style diet on cardiovascular risk factors: a randomized trial. Ann Intern Med. 2006;145:1–11. doi: 10.7326/0003-4819-145-1-200607040-00004.
    1. Estruch R, Ros E, Salas-Salvadó J, Covas MI, Corella D, Arós F, Gómez-Gracia E, Ruiz-Gutiérrez V, Fiol M, Lapetra J, Lamuela-Raventos RM, Serra-Majem L, Pintó X, Basora J, Muñoz MA, Sorlí JV, Martínez JA, Martínez-González MA, PREDIMED Study Investigators Primary prevention of cardiovascular disease with a Mediterranean diet. N Engl J Med. 2013;368:1279–1290. doi: 10.1056/NEJMoa1200303.
    1. Fahy GM, Brooke RT, Watson JP et al (2019) Reversal of epigenetic aging and immunosenescent trends in humans. Aging Cell:e13028. 10.1111/acel.13028
    1. Franceschi C, Bonafè M, Valensin S, Olivieri F, de Luca M, Ottaviani E, de Benedictis G. Inflamm-aging. An evolutionary perspective on immunosenescence. Ann N Y Acad Sci. 2000;908:244–254. doi: 10.1111/j.1749-6632.2000.tb06651.x.
    1. Fried LP, Tangen CM, Walston J, et al. Frailty in older adults: evidence for a phenotype. J Gerontol A Biol Sci Med Sci. 2001;56:M146–M156. doi: 10.1093/gerona/56.3.M146.
    1. Gale CR, Marioni RE, Čukić I, Chastin SF, Dall PM, Dontje ML, Skelton DA, Deary IJ, Seniors USP Team The epigenetic clock and objectively measured sedentary and walking behavior in older adults: the Lothian Birth Cohort 1936. Clin Epigenetics. 2018;10:4. doi: 10.1186/s13148-017-0438-z.
    1. Gale CR, Marioni RE, Harris SE, Starr JM, Deary IJ. DNA methylation and the epigenetic clock in relation to physical frailty in older people: the Lothian Birth Cohort 1936. Clin Epigenetics. 2018;10:101. doi: 10.1186/s13148-018-0538-4.
    1. Hannum G, Guinney J, Zhao L, Zhang L, Hughes G, Sadda S, Klotzle B, Bibikova M, Fan JB, Gao Y, Deconde R, Chen M, Rajapakse I, Friend S, Ideker T, Zhang K. Genome-wide methylation profiles reveal quantitative views of human aging rates. Mol Cell. 2013;49:359–367. doi: 10.1016/j.molcel.2012.10.016.
    1. Heiss C, Spyridopoulos I, Haendeler J (2017) Interventions to slow cardiovascular aging: dietary restriction, drugs and novel molecules. Exp Gerontol. 10.1016/j.exger.2017.06.015
    1. Horvath S. DNA methylation age of human tissues and cell types. Genome Biol. 2013;14:R115. doi: 10.1186/gb-2013-14-10-r115.
    1. Horvath S, Erhart W, Brosch M, Ammerpohl O, von Schönfels W, Ahrens M, Heits N, Bell JT, Tsai PC, Spector TD, Deloukas P, Siebert R, Sipos B, Becker T, Röcken C, Schafmayer C, Hampe J. Obesity accelerates epigenetic aging of human liver. Proc Natl Acad Sci U S A. 2014;111:15538–15543. doi: 10.1073/pnas.1412759111.
    1. Horvath S, Gurven M, Levine ME, et al. An epigenetic clock analysis of race/ethnicity, sex, and coronary heart disease. Genome Biol. 2016;17:171. doi: 10.1186/s13059-016-1030-0.
    1. Horvath S, Pirazzini C, Bacalini MG, et al. Decreased epigenetic age of PBMCs from Italian semi-supercentenarians and their offspring. Aging (Albany NY) 2015;7:1159–1170. doi: 10.18632/aging.100861.
    1. Horvath S, Raj K. DNA methylation-based biomarkers and the epigenetic clock theory of ageing. Nat Rev Genet. 2018;19:371–384. doi: 10.1038/s41576-018-0004-3.
    1. Horvath S, Ritz BR. Increased epigenetic age and granulocyte counts in the blood of Parkinson’s disease patients. Aging (Albany NY) 2015;7:1130–1142. doi: 10.18632/aging.100859.
    1. Houseman EA, Accomando WP, Koestler DC, Christensen BC, Marsit CJ, Nelson HH, Wiencke JK, Kelsey KT. DNA methylation arrays as surrogate measures of cell mixture distribution. BMC Bioinformatics. 2012;13:86. doi: 10.1186/1471-2105-13-86.
    1. Jennings A, Berendsen AM, de Groot LCPGM, et al (2019) Mediterranean-style diet improves systolic blood pressure and arterial stiffness in older adults. Hypertension HYPERTENSIONAHA 11812259. Doi: 10.1161/HYPERTENSIONAHA.118.12259
    1. Jennings A, Cashman KD, Gillings R et al (2018) A Mediterranean-like dietary pattern with vitamin D3 (10 μg/d) supplements reduced the rate of bone loss in older Europeans with osteoporosis at baseline: results of a 1-y randomized controlled trial. Am J Clin Nutr. 10.1093/ajcn/nqy122
    1. Kojima G, Avgerinou C, Iliffe S, Walters K (2018) Adherence to Mediterranean diet reduces incident frailty risk: systematic review and meta-analysis. J Am Geriatr Soc. 10.1111/jgs.15251
    1. Kok DEG, Dhonukshe-Rutten RAM, Lute C, Heil SG, Uitterlinden AG, van der Velde N, van Meurs J, van Schoor N, Hooiveld GJ, de Groot LC, Kampman E, Steegenga WT. The effects of long-term daily folic acid and vitamin B12 supplementation on genome-wide DNA methylation in elderly subjects. Clin Epigenetics. 2015;7:121. doi: 10.1186/s13148-015-0154-5.
    1. Konz T, Santoro A, Goulet L, Bazzocchi A, Battista G, Nicoletti C, Kadi F, Ostan R, Goy M, Monnard C, Martin FP, Feige JN, Franceschi C, Rezzi S. Sex-specific associations of blood-based nutrient profiling with body composition in the elderly. Front Physiol. 2018;9:1935. doi: 10.3389/fphys.2018.01935.
    1. Levine ME, Hosgood HD, Chen B, et al. DNA methylation age of blood predicts future onset of lung cancer in the women’s health initiative. Aging (Albany NY) 2015;7:690–700. doi: 10.18632/aging.100809.
    1. Levine ME, Lu AT, Quach A, et al. An epigenetic biomarker of aging for lifespan and healthspan. Aging (Albany NY) 2018;10:573–591. doi: 10.18632/aging.101414.
    1. Li J, Zhu X, Yu K, Jiang H, Zhang Y, Wang B, Liu X, Deng S, Hu J, Deng Q, Sun H, Guo H, Zhang X, Chen W, Yuan J, He M, Bai Y, Han X, Liu B, Liu C, Guo Y, Zhang B, Zhang Z, Hu FB, Gao W, Li L, Lathrop M, Laprise C, Liang L, Wu T. Exposure to polycyclic aromatic hydrocarbons and accelerated DNA methylation aging. Environ Health Perspect. 2018;126:067005. doi: 10.1289/EHP2773.
    1. Liao C-Y, Rikke BA, Johnson TE, Diaz V, Nelson JF. Genetic variation in the murine lifespan response to dietary restriction: from life extension to life shortening. Aging Cell. 2010;9:92–95. doi: 10.1111/j.1474-9726.2009.00533.x.
    1. Longo VD, Antebi A, Bartke A, Barzilai N, Brown-Borg HM, Caruso C, Curiel TJ, de Cabo R, Franceschi C, Gems D, Ingram DK, Johnson TE, Kennedy BK, Kenyon C, Klein S, Kopchick JJ, Lepperdinger G, Madeo F, Mirisola MG, Mitchell JR, Passarino G, Rudolph KL, Sedivy JM, Shadel GS, Sinclair DA, Spindler SR, Suh Y, Vijg J, Vinciguerra M, Fontana L. Interventions to slow aging in humans: are we ready? Aging Cell. 2015;14:497–510. doi: 10.1111/acel.12338.
    1. Lu AT, Hannon E, Levine ME, Hao K, Crimmins EM, Lunnon K, Kozlenkov A, Mill J, Dracheva S, Horvath S. Genetic variants near MLST8 and DHX57 affect the epigenetic age of the cerebellum. Nat Commun. 2016;7:10561. doi: 10.1038/ncomms10561.
    1. Lu AT, Hannon E, Levine ME, Crimmins EM, Lunnon K, Mill J, Geschwind DH, Horvath S. Genetic architecture of epigenetic and neuronal ageing rates in human brain regions. Nat Commun. 2017;8:15353. doi: 10.1038/ncomms15353.
    1. Lu AT, Quach A, Wilson JG, et al. DNA methylation GrimAge strongly predicts lifespan and healthspan. Aging (Albany NY) 2019;11:303–327. doi: 10.18632/aging.101684.
    1. Lu AT, Xue L, Salfati EL, Chen BH, Ferrucci L, Levy D, Joehanes R, Murabito JM, Kiel DP, Tsai PC, Yet I, Bell JT, Mangino M, Tanaka T, McRae A, Marioni RE, Visscher PM, Wray NR, Deary IJ, Levine ME, Quach A, Assimes T, Tsao PS, Absher D, Stewart JD, Li Y, Reiner AP, Hou L, Baccarelli AA, Whitsel EA, Aviv A, Cardona A, Day FR, Wareham NJ, Perry JRB, Ong KK, Raj K, Lunetta KL, Horvath S. GWAS of epigenetic aging rates in blood reveals a critical role for TERT. Nat Commun. 2018;9:387. doi: 10.1038/s41467-017-02697-5.
    1. Lushchak O, Strilbytska OM, Yurkevych I, Vaiserman AM, Storey KB. Implications of amino acid sensing and dietary protein to the aging process. Exp Gerontol. 2019;115:69–78. doi: 10.1016/j.exger.2018.11.021.
    1. Maierhofer A, Flunkert J, Oshima J, et al. Accelerated epigenetic aging in Werner syndrome. Aging (Albany NY) 2017;9:1143–1152. doi: 10.18632/aging.101217.
    1. Maijo M, Ivory K, Clements SJ, Dainty JR, Jennings A, Gillings R, Fairweather-Tait S, Gulisano M, Santoro A, Franceschi C, Carding SR, Nicoletti C. One-year consumption of a Mediterranean-like dietary pattern with vitamin D3 supplements induced small scale but extensive changes of immune cell phenotype, co-receptor expression and innate immune responses in healthy elderly subjects: results from the United Kingdom arm of the NU-AGE trial. Front Physiol. 2018;9:997. doi: 10.3389/fphys.2018.00997.
    1. Marioni RE, Shah S, McRae AF, Chen BH, Colicino E, Harris SE, Gibson J, Henders AK, Redmond P, Cox SR, Pattie A, Corley J, Murphy L, Martin NG, Montgomery GW, Feinberg AP, Fallin MD, Multhaup ML, Jaffe AE, Joehanes R, Schwartz J, Just AC, Lunetta KL, Murabito JM, Starr JM, Horvath S, Baccarelli AA, Levy D, Visscher PM, Wray NR, Deary IJ. DNA methylation age of blood predicts all-cause mortality in later life. Genome Biol. 2015;16:25. doi: 10.1186/s13059-015-0584-6.
    1. Marioni RE, Shah S, McRae AF, Ritchie SJ, Muniz-Terrera G, Harris SE, Gibson J, Redmond P, Cox SR, Pattie A, Corley J, Taylor A, Murphy L, Starr JM, Horvath S, Visscher PM, Wray NR, Deary IJ. The epigenetic clock is correlated with physical and cognitive fitness in the Lothian Birth Cohort 1936. Int J Epidemiol. 2015;44:1388–1396. doi: 10.1093/ije/dyu277.
    1. Marseglia A, Xu W, Fratiglioni L, Fabbri C, Berendsen AAM, Bialecka-Debek A, Jennings A, Gillings R, Meunier N, Caumon E, Fairweather-Tait S, Pietruszka B, de Groot LCPGM, Santoro A, Franceschi C. Effect of the NU-AGE diet on cognitive functioning in older adults: a randomized controlled trial. Front Physiol. 2018;9:349. doi: 10.3389/fphys.2018.00349.
    1. Martínez-González MÁ, Hershey MS, Zazpe I, Trichopoulou A (2017) Transferability of the Mediterranean diet to non-Mediterranean countries. What Is and What Is Not the Mediterranean Diet. Nutrients 9. 10.3390/nu9111226
    1. Martínez-González MA, Salas-Salvadó J, Estruch R, Corella D, Fitó M, Ros E, PREDIMED INVESTIGATORS Benefits of the Mediterranean diet: insights from the PREDIMED study. Prog Cardiovasc Dis. 2015;58:50–60. doi: 10.1016/j.pcad.2015.04.003.
    1. Martucci M, Ostan R, Biondi F, Bellavista E, Fabbri C, Bertarelli C, Salvioli S, Capri M, Franceschi C, Santoro A. Mediterranean diet and inflammaging within the hormesis paradigm. Nutr Rev. 2017;75:442–455. doi: 10.1093/nutrit/nux013.
    1. Mayr HL, Tierney AC, Thomas CJ, Ruiz-Canela M, Radcliffe J, Itsiopoulos C. Mediterranean-type diets and inflammatory markers in patients with coronary heart disease: a systematic review and meta-analysis. Nutr Res. 2018;50:10–24. doi: 10.1016/j.nutres.2017.10.014.
    1. Mitjavila MT, Fandos M, Salas-Salvadó J, et al. The Mediterranean diet improves the systemic lipid and DNA oxidative damage in metabolic syndrome individuals. A randomized, controlled, trial. Clin Nutr. 2013;32:172–178. doi: 10.1016/j.clnu.2012.08.002.
    1. Nevalainen T, Kananen L, Marttila S, Jylhävä J, Mononen N, Kähönen M, Raitakari OT, Hervonen A, Jylhä M, Lehtimäki T, Hurme M. Obesity accelerates epigenetic aging in middle-aged but not in elderly individuals. Clin Epigenetics. 2017;9:20. doi: 10.1186/s13148-016-0301-7.
    1. Ostan R, Guidarelli G, Giampieri E, Lanzarini C, Berendsen AAM, Januszko O, Jennings A, Lyon N, Caumon E, Gillings R, Sicinska E, Meunier N, Feskens EJM, Pietruszka B, de Groot LCPGM, Fairweather-Tait S, Capri M, Franceschi C, Santoro A. Cross-sectional analysis of the correlation between daily nutrient intake assessed by 7-day food records and biomarkers of dietary intake among participants of the NU-AGE study. Front Physiol. 2018;9:1359. doi: 10.3389/fphys.2018.01359.
    1. Ostan R, Lanzarini C, Pini E, et al. Inflammaging and cancer: a challenge for the Mediterranean diet. Nutrients. 2015;7:2589–2621. doi: 10.3390/nu7042589.
    1. Pavanello S, Campisi M, Tona F et al (2019) Exploring epigenetic age in response to intensive relaxing training: a pilot study to slow down biological age. Int J Environ Res Public Health 16. 10.3390/ijerph16173074
    1. Perna L, Zhang Y, Mons U, Holleczek B, Saum KU, Brenner H. Epigenetic age acceleration predicts cancer, cardiovascular, and all-cause mortality in a German case cohort. Clin Epigenetics. 2016;8:64. doi: 10.1186/s13148-016-0228-z.
    1. Pujos-Guillot E, Pétéra M, Jacquemin J, Centeno D, Lyan B, Montoliu I, Madej D, Pietruszka B, Fabbri C, Santoro A, Brzozowska A, Franceschi C, Comte B. Identification of pre-frailty sub-phenotypes in elderly using metabolomics. Front Physiol. 2018;9:1903. doi: 10.3389/fphys.2018.01903.
    1. Quach A, Levine ME, Tanaka T, et al. Epigenetic clock analysis of diet, exercise, education, and lifestyle factors. Aging (Albany NY) 2017;9:419–446. doi: 10.18632/aging.101168.
    1. Rosen AD, Robertson KD, Hlady RA, Muench C, Lee J, Philibert R, Horvath S, Kaminsky ZA, Lohoff FW. DNA methylation age is accelerated in alcohol dependence. Transl Psychiatry. 2018;8:182. doi: 10.1038/s41398-018-0233-4.
    1. Sae-Lee C, Corsi S, Barrow TM et al (2018) Dietary intervention modifies DNA methylation age assessed by the epigenetic clock. Mol Nutr Food Res:e1800092. 10.1002/mnfr.201800092
    1. Santoro A, Bazzocchi A, Guidarelli G, Ostan R, Giampieri E, Mercatelli D, Scurti M, Berendsen A, Surala O, Jennings A, Meunier N, Caumon E, Gillings R, Kadi F, Capel F, Cashman KD, Pietruszka B, Feskens EJM, de Groot LCPGM, Battista G, Salvioli S, Franceschi C. A cross-sectional analysis of body composition among healthy elderly from the European NU-AGE study: sex and country specific features. Front Physiol. 2018;9:1693. doi: 10.3389/fphys.2018.01693.
    1. Santoro A, Guidarelli G, Ostan R, Giampieri E, Fabbri C, Bertarelli C, Nicoletti C, Kadi F, de Groot LCPGM, Feskens E, Berendsen A, Brzozowska A, Januszko O, Kozlowska K, Fairweather-Tait S, Jennings A, Meunier N, Caumon E, Napoli A, Mercatelli D, Battista G, Capri M, Franceschi C, Bazzocchi A. Gender-specific association of body composition with inflammatory and adipose-related markers in healthy elderly Europeans from the NU-AGE study. Eur Radiol. 2019;29:4968–4979. doi: 10.1007/s00330-018-5973-2.
    1. Santoro A, Pini E, Scurti M, et al. Combating inflammaging through a Mediterranean whole diet approach: the NU-AGE project’s conceptual framework and design. Mech Ageing Dev. 2014;136–137:3–13. doi: 10.1016/j.mad.2013.12.001.
    1. Shlisky J, Bloom DE, Beaudreault AR, Tucker KL, Keller HH, Freund-Levi Y, Fielding RA, Cheng FW, Jensen GL, Wu D, Meydani SN. Nutritional considerations for healthy aging and reduction in age-related chronic disease. Adv Nutr. 2017;8:17–26. doi: 10.3945/an.116.013474.
    1. Sillanpää E, Laakkonen EK, Vaara E, Rantanen T, Kovanen V, Sipilä S, Kaprio J, Ollikainen M. Biological clocks and physical functioning in monozygotic female twins. BMC Geriatr. 2018;18:83. doi: 10.1186/s12877-018-0775-6.
    1. Simpkin AJ, Cooper R, Howe LD, Relton CL, Davey Smith G, Teschendorff A, Widschwendter M, Wong A, Kuh D, Hardy R. Are objective measures of physical capability related to accelerated epigenetic age? Findings from a British birth cohort. BMJ Open. 2017;7:e016708. doi: 10.1136/bmjopen-2017-016708.
    1. Tosti V, Bertozzi B, Fontana L. Health benefits of the Mediterranean diet: metabolic and molecular mechanisms. J Gerontol A Biol Sci Med Sci. 2018;73:318–326. doi: 10.1093/gerona/glx227.
    1. Touleimat N, Tost J. Complete pipeline for Infinium(®) human methylation 450K BeadChip data processing using subset quantile normalization for accurate DNA methylation estimation. Epigenomics. 2012;4:325–341. doi: 10.2217/epi.12.21.
    1. Wahl D, Cogger VC, Solon-Biet SM, Waern RV, Gokarn R, Pulpitel T, Cabo Rd, Mattson MP, Raubenheimer D, Simpson SJ, le Couteur DG. Nutritional strategies to optimise cognitive function in the aging brain. Ageing Res Rev. 2016;31:80–92. doi: 10.1016/j.arr.2016.06.006.
    1. Weidner CI, Lin Q, Koch CM, Eisele L, Beier F, Ziegler P, Bauerschlag DO, Jöckel KH, Erbel R, Mühleisen TW, Zenke M, Brümmendorf TH, Wagner W. Aging of blood can be tracked by DNA methylation changes at just three CpG sites. Genome Biol. 2014;15:R24. doi: 10.1186/gb-2014-15-2-r24.
    1. WHO | Global health and ageing [Internet] WHO (cited 2017). Available from:
    1. Xia Z, Cholewa J, Zhao Y, Shang HY, Yang YQ, Araújo Pessôa K, Su QS, Lima-Soares F, Zanchi NE. Targeting inflammation and downstream protein metabolism in sarcopenia: a brief up-dated description of concurrent exercise and leucine-based multimodal intervention. Front Physiol. 2017;8:434. doi: 10.3389/fphys.2017.00434.
    1. Xiao F-H, Chen X-Q, He Y-H, Kong Q-P. Accelerated DNA methylation changes in middle-aged men define sexual dimorphism in human lifespans. Clin Epigenetics. 2018;10:133. doi: 10.1186/s13148-018-0573-1.
    1. Zbieć-Piekarska R, Spólnicka M, Kupiec T, Parys-Proszek A, Makowska Ż, Pałeczka A, Kucharczyk K, Płoski R, Branicki W. Development of a forensically useful age prediction method based on DNA methylation analysis. Forensic Sci Int Genet. 2015;17:173–179. doi: 10.1016/j.fsigen.2015.05.001.

Source: PubMed

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