Skip to main content
Erschienen in: European Journal of Nutrition 1/2024

16.10.2023 | Original Contribution

Relationship between dietary macronutrients intake and biological aging: a cross-sectional analysis of NHANES data

verfasst von: Xu Zhu, Jing Xue, Rehanguli Maimaitituerxun, Hui Xu, Qiaoling Zhou, Quan Zhou, Wenjie Dai, Wenhang Chen

Erschienen in: European Journal of Nutrition | Ausgabe 1/2024

Einloggen, um Zugang zu erhalten

Abstract

Purpose

This study aimed to investigate the association between macronutrient intake and biological age.

Methods

Data were collected from 26,381 adults who participated in the United States National Health and Nutrition Examination Survey (NHANES). Two biological ages were estimated using the Klemera-Doubal method (KDM) and PhenoAge algorithms. Biological age acceleration (AA) was computed as the difference between biological age and chronological age. The associations between macronutrient intakes and AA were investigated.

Results

After fully adjusting for confounding factors, negative associations were observed between AA and fiber intake (KDM-AA: β – 0.53, 95% CI – 0.62, – 0.43, P < 0.05; PhenoAge acceleration: β – 0.30, 95% CI – 0.35, – 0.25, P < 0.05). High-quality carbohydrate intake was associated with decreased AA (KDM-AA: β – 0.57, 95% CI – 0.67, – 0.47, P < 0.05; PhenoAge acceleration: β – 0.32, 95% CI – 0.37, – 0.26, P < 0.05), while low-quality carbohydrate was associated with increased AA (KDM-AA: β 0.30, 95% CI 0.21, 0.38, P < 0.05; PhenoAge acceleration: β 0.16, 95% CI 0.11, 0.21, P < 0.05). Plant protein was associated with decreased AA (KDM-AA: β – 0.39, 95% CI – 0.51, – 0.27, P < 0.05; PhenoAge acceleration: β – 0.21, 95% CI – 0.26, – 0.15, P < 0.05). Long-chain SFA intake increased AA (KDM-AA: β 0.16, 95% CI 0.08, 0.24, P < 0.05; PhenoAge acceleration: β 0.11, 95% CI 0.07, 0.15, P < 0.05). ω-3 PUFA was associated with decreased KDM-AA (β – 0.18, 95% CI – 0.27, – 0.08, P < 0.05) and PhenoAge acceleration (β – 0.09, 95% CI – 0.13, – 0.04, P < 0.05).

Conclusion

Our findings suggest that dietary fiber, high-quality carbohydrate, plant protein, and ω-3 PUFA intake may have a protective effect against AA, while low-quality carbohydrate and long-chain SFA intake may increase AA. Therefore, dietary interventions aimed at modifying macronutrient intakes may be useful in preventing or delaying age-related disease and improving overall health.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
6.
Zurück zum Zitat Earls JC, Rappaport N, Heath L, Wilmanski T, Magis AT, Schork NJ, Omenn GS, Lovejoy J, Hood L, Price ND (2019) Multi-omic biological age estimation and its correlation with wellness and disease phenotypes: a longitudinal study of 3558 individuals. J Gerontol Ser A Biol Sci Med Sci 74(Suppl1):S52-s60. https://doi.org/10.1093/gerona/glz220CrossRef Earls JC, Rappaport N, Heath L, Wilmanski T, Magis AT, Schork NJ, Omenn GS, Lovejoy J, Hood L, Price ND (2019) Multi-omic biological age estimation and its correlation with wellness and disease phenotypes: a longitudinal study of 3558 individuals. J Gerontol Ser A Biol Sci Med Sci 74(Suppl1):S52-s60. https://​doi.​org/​10.​1093/​gerona/​glz220CrossRef
17.
Zurück zum Zitat Hou W, Han T, Sun X, Chen Y, Xu J, Wang Y, Yang X, Jiang W, Sun C (2022) Relationship between carbohydrate intake (quantity, quality, and time eaten) and mortality (total, cardiovascular, and diabetes): assessment of 2003–2014 national health and nutrition examination survey participants. Diabetes Care 45(12):3024–3031. https://doi.org/10.2337/dc22-0462CrossRefPubMed Hou W, Han T, Sun X, Chen Y, Xu J, Wang Y, Yang X, Jiang W, Sun C (2022) Relationship between carbohydrate intake (quantity, quality, and time eaten) and mortality (total, cardiovascular, and diabetes): assessment of 2003–2014 national health and nutrition examination survey participants. Diabetes Care 45(12):3024–3031. https://​doi.​org/​10.​2337/​dc22-0462CrossRefPubMed
21.
Zurück zum Zitat World Health O (2010) Global recommendations on physical activity for health. World Health Organization, Geneva World Health O (2010) Global recommendations on physical activity for health. World Health Organization, Geneva
22.
Zurück zum Zitat Control CfD, Prevention (1994) Cigarette smoking among adults–United States, 1992, and changes in the definition of current cigarette smoking. MMWR Morb Mortal Wkly Rep 43(19):342–346 Control CfD, Prevention (1994) Cigarette smoking among adults–United States, 1992, and changes in the definition of current cigarette smoking. MMWR Morb Mortal Wkly Rep 43(19):342–346
23.
Zurück zum Zitat Johnson CL, Paulose-Ram R, Ogden CL, Carroll MD, Kruszon-Moran D, Dohrmann SM, Curtin LR (2013) National health and nutrition examination survey: analytic guidelines, 1999–2010. Vital Health Stat 2(161):1–24 Johnson CL, Paulose-Ram R, Ogden CL, Carroll MD, Kruszon-Moran D, Dohrmann SM, Curtin LR (2013) National health and nutrition examination survey: analytic guidelines, 1999–2010. Vital Health Stat 2(161):1–24
24.
Zurück zum Zitat Wood SN (2006) Generalized additive models: an introduction with R. chapman and hall/CRC Wood SN (2006) Generalized additive models: an introduction with R. chapman and hall/CRC
25.
Zurück zum Zitat Quach A, Levine ME, Tanaka T, Lu AT, Chen BH, Ferrucci L, Ritz B, Bandinelli S, Neuhouser ML, Beasley JM, Snetselaar L, Wallace RB, Tsao PS, Absher D, Assimes TL, Stewart JD, Li Y, Hou L, Baccarelli AA, Whitsel EA, Horvath S (2017) Epigenetic clock analysis of diet, exercise, education, and lifestyle factors. Aging 9(2):419–446. https://doi.org/10.18632/aging.101168CrossRefPubMedPubMedCentral Quach A, Levine ME, Tanaka T, Lu AT, Chen BH, Ferrucci L, Ritz B, Bandinelli S, Neuhouser ML, Beasley JM, Snetselaar L, Wallace RB, Tsao PS, Absher D, Assimes TL, Stewart JD, Li Y, Hou L, Baccarelli AA, Whitsel EA, Horvath S (2017) Epigenetic clock analysis of diet, exercise, education, and lifestyle factors. Aging 9(2):419–446. https://​doi.​org/​10.​18632/​aging.​101168CrossRefPubMedPubMedCentral
26.
Zurück zum Zitat You A (2015) Dietary guidelines for Americans. US department of health and human services and US department of agriculture 7 You A (2015) Dietary guidelines for Americans. US department of health and human services and US department of agriculture 7
32.
Zurück zum Zitat Kaye DM, Shihata WA, Jama HA, Tsyganov K, Ziemann M, Kiriazis H, Horlock D, Vijay A, Giam B, Vinh A, Johnson C, Fiedler A, Donner D, Snelson M, Coughlan MT, Phillips S, Du XJ, El-Osta A, Drummond G, Lambert GW, Spector TD, Valdes AM, Mackay CR, Marques FZ (2020) Deficiency of prebiotic fiber and insufficient signaling through gut metabolite-sensing receptors leads to cardiovascular disease. Circulation 141(17):1393–1403. https://doi.org/10.1161/circulationaha.119.043081CrossRefPubMed Kaye DM, Shihata WA, Jama HA, Tsyganov K, Ziemann M, Kiriazis H, Horlock D, Vijay A, Giam B, Vinh A, Johnson C, Fiedler A, Donner D, Snelson M, Coughlan MT, Phillips S, Du XJ, El-Osta A, Drummond G, Lambert GW, Spector TD, Valdes AM, Mackay CR, Marques FZ (2020) Deficiency of prebiotic fiber and insufficient signaling through gut metabolite-sensing receptors leads to cardiovascular disease. Circulation 141(17):1393–1403. https://​doi.​org/​10.​1161/​circulationaha.​119.​043081CrossRefPubMed
40.
41.
Zurück zum Zitat Foscolou A, Critselis E, Tyrovolas S, Chrysohoou C, Naumovski N, Sidossis LS, Rallidis L, Matalas AL, Panagiotakos D (2021) The association of animal and plant protein with successful ageing: a combined analysis of MEDIS and ATTICA epidemiological studies. Public Health Nutr 24(8):2215–2224. https://doi.org/10.1017/s1368980020000427CrossRefPubMed Foscolou A, Critselis E, Tyrovolas S, Chrysohoou C, Naumovski N, Sidossis LS, Rallidis L, Matalas AL, Panagiotakos D (2021) The association of animal and plant protein with successful ageing: a combined analysis of MEDIS and ATTICA epidemiological studies. Public Health Nutr 24(8):2215–2224. https://​doi.​org/​10.​1017/​s136898002000042​7CrossRefPubMed
44.
Zurück zum Zitat Harris WS, Tintle NL, Imamura F, Qian F, Korat AVA, Marklund M, Djoussé L, Bassett JK, Carmichael PH, Chen YY, Hirakawa Y, Küpers LK, Laguzzi F, Lankinen M, Murphy RA, Samieri C, Senn MK, Shi P, Virtanen JK, Brouwer IA, Chien KL, Eiriksdottir G, Forouhi NG, Geleijnse JM, Giles GG, Gudnason V, Helmer C, Hodge A, Jackson R, Khaw KT, Laakso M, Lai H, Laurin D, Leander K, Lindsay J, Micha R, Mursu J, Ninomiya T, Post W, Psaty BM, Risérus U, Robinson JG, Shadyab AH, Snetselaar L, Sala-Vila A, Sun Y, Steffen LM, Tsai MY, Wareham NJ, Wood AC, Wu JHY, Hu F, Sun Q, Siscovick DS, Lemaitre RN, Mozaffarian D (2021) Blood n-3 fatty acid levels and total and cause-specific mortality from 17 prospective studies. Nat Commun 12(1):2329. https://doi.org/10.1038/s41467-021-22370-2CrossRefPubMedPubMedCentral Harris WS, Tintle NL, Imamura F, Qian F, Korat AVA, Marklund M, Djoussé L, Bassett JK, Carmichael PH, Chen YY, Hirakawa Y, Küpers LK, Laguzzi F, Lankinen M, Murphy RA, Samieri C, Senn MK, Shi P, Virtanen JK, Brouwer IA, Chien KL, Eiriksdottir G, Forouhi NG, Geleijnse JM, Giles GG, Gudnason V, Helmer C, Hodge A, Jackson R, Khaw KT, Laakso M, Lai H, Laurin D, Leander K, Lindsay J, Micha R, Mursu J, Ninomiya T, Post W, Psaty BM, Risérus U, Robinson JG, Shadyab AH, Snetselaar L, Sala-Vila A, Sun Y, Steffen LM, Tsai MY, Wareham NJ, Wood AC, Wu JHY, Hu F, Sun Q, Siscovick DS, Lemaitre RN, Mozaffarian D (2021) Blood n-3 fatty acid levels and total and cause-specific mortality from 17 prospective studies. Nat Commun 12(1):2329. https://​doi.​org/​10.​1038/​s41467-021-22370-2CrossRefPubMedPubMedCentral
47.
54.
Zurück zum Zitat Laitinen MH, Ngandu T, Rovio S, Helkala EL, Uusitalo U, Viitanen M, Nissinen A, Tuomilehto J, Soininen H, Kivipelto M (2006) Fat intake at midlife and risk of dementia and Alzheimer’s disease: a population-based study. Dement Geriatr Cogn Disord 22(1):99–107. https://doi.org/10.1159/000093478CrossRefPubMed Laitinen MH, Ngandu T, Rovio S, Helkala EL, Uusitalo U, Viitanen M, Nissinen A, Tuomilehto J, Soininen H, Kivipelto M (2006) Fat intake at midlife and risk of dementia and Alzheimer’s disease: a population-based study. Dement Geriatr Cogn Disord 22(1):99–107. https://​doi.​org/​10.​1159/​000093478CrossRefPubMed
55.
Zurück zum Zitat de Souza RJ, Mente A, Maroleanu A, Cozma AI, Ha V, Kishibe T, Uleryk E, Budylowski P, Schünemann H, Beyene J, Anand SS (2015) Intake of saturated and trans unsaturated fatty acids and risk of all cause mortality, cardiovascular disease, and type 2 diabetes: systematic review and meta-analysis of observational studies. BMJ 351:h3978. https://doi.org/10.1136/bmj.h3978CrossRefPubMedPubMedCentral de Souza RJ, Mente A, Maroleanu A, Cozma AI, Ha V, Kishibe T, Uleryk E, Budylowski P, Schünemann H, Beyene J, Anand SS (2015) Intake of saturated and trans unsaturated fatty acids and risk of all cause mortality, cardiovascular disease, and type 2 diabetes: systematic review and meta-analysis of observational studies. BMJ 351:h3978. https://​doi.​org/​10.​1136/​bmj.​h3978CrossRefPubMedPubMedCentral
60.
Zurück zum Zitat Belsky DW, Moffitt TE, Cohen AA, Corcoran DL, Levine ME, Prinz JA, Schaefer J, Sugden K, Williams B, Poulton R, Caspi A (2018) Eleven telomere, epigenetic clock, and biomarker-composite quantifications of biological aging: do they measure the same thing? Am J Epidemiol 187(6):1220–1230. https://doi.org/10.1093/aje/kwx346CrossRefPubMed Belsky DW, Moffitt TE, Cohen AA, Corcoran DL, Levine ME, Prinz JA, Schaefer J, Sugden K, Williams B, Poulton R, Caspi A (2018) Eleven telomere, epigenetic clock, and biomarker-composite quantifications of biological aging: do they measure the same thing? Am J Epidemiol 187(6):1220–1230. https://​doi.​org/​10.​1093/​aje/​kwx346CrossRefPubMed
Metadaten
Titel
Relationship between dietary macronutrients intake and biological aging: a cross-sectional analysis of NHANES data
verfasst von
Xu Zhu
Jing Xue
Rehanguli Maimaitituerxun
Hui Xu
Qiaoling Zhou
Quan Zhou
Wenjie Dai
Wenhang Chen
Publikationsdatum
16.10.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
European Journal of Nutrition / Ausgabe 1/2024
Print ISSN: 1436-6207
Elektronische ISSN: 1436-6215
DOI
https://doi.org/10.1007/s00394-023-03261-2

Weitere Artikel der Ausgabe 1/2024

European Journal of Nutrition 1/2024 Zur Ausgabe

Leitlinien kompakt für die Innere Medizin

Mit medbee Pocketcards sicher entscheiden.

Seit 2022 gehört die medbee GmbH zum Springer Medizin Verlag

Bei seelischem Stress sind Checkpoint-Hemmer weniger wirksam

03.06.2024 NSCLC Nachrichten

Wie stark Menschen mit fortgeschrittenem NSCLC von einer Therapie mit Immun-Checkpoint-Hemmern profitieren, hängt offenbar auch davon ab, wie sehr die Diagnose ihre psychische Verfassung erschüttert

Antikörper mobilisiert Neutrophile gegen Krebs

03.06.2024 Onkologische Immuntherapie Nachrichten

Ein bispezifischer Antikörper formiert gezielt eine Armee neutrophiler Granulozyten gegen Krebszellen. An den Antikörper gekoppeltes TNF-alpha soll die Zellen zudem tief in solide Tumoren hineinführen.

Erhebliches Risiko für Kehlkopfkrebs bei mäßiger Dysplasie

29.05.2024 Larynxkarzinom Nachrichten

Fast ein Viertel der Personen mit mäßig dysplastischen Stimmlippenläsionen entwickelt einen Kehlkopftumor. Solche Personen benötigen daher eine besonders enge ärztliche Überwachung.

Nach Herzinfarkt mit Typ-1-Diabetes schlechtere Karten als mit Typ 2?

29.05.2024 Herzinfarkt Nachrichten

Bei Menschen mit Typ-2-Diabetes sind die Chancen, einen Myokardinfarkt zu überleben, in den letzten 15 Jahren deutlich gestiegen – nicht jedoch bei Betroffenen mit Typ 1.

Update Innere Medizin

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.