Abstract
Multiple theories of aging (e.g., free radical, error catastrophe, mitochondrial) are complementary but fail to provide adequate models that comprehensively predict lifelong aging processes and that are valid across species. Hayflick (PLoS Genet 3(12):2351–2354, 2007) described six universal characteristics of aging that focus upon post-reproductive molecular entropy. Here we present a thermodynamic potential model of aging in which the energetic and topological properties of the mitochondrion drive functional and structural stabilities within living systems. Using multivariate regressions of physiological assessments from the National Health and Nutrition Examination Survey, VO2 max consistently declined with age regardless of gender or race, although it had a significantly greater decline for African American females. Percent fat (negative), hematocrit (negative), and urine creatinine (negative) were strongly and significantly associated with VO2 max and male aging, although cholesterol (positive) was an additional factor for African American males. Bioenergetic measures such as VO2 max can be useful for physical assessments to promote healthy aging.
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Adelman JS, Martin LB (2009) Vertebrate sickness behaviors: adaptive and integrated neuroendocrine immune responses. Integr Comp Biol 49(3):202–214
Agutter PS, Tuszynski JA (2014) Analytical theories of allometric scaling. J Exp Biol 214:1055–1062
Aon MA, Cortassa S, O’Rourke B (2008) Mitochondrial oscillations in physiology and pathophysiology. Adv Exp Med Biol 641:98–117
Ballal SA, Gallini CA, Segata N, Huttenhower C, Garrett WS (2011) Host and gut microbiota symbiotic factors: lessons from inflammatory bowel disease and successful symbionts. Cell Microbiol 13(4):508–517
Besedovsky HO, Del Rey A (1996) Immune-neuro-endocrine interactions: facts and hypotheses. Endocr Rev 17(1):64–102
Brink TC, Demetrius L, Lehrach H, Adjaye J (2009) Age-related transcriptional changes in gene expression in different organs of mice support the metabolic stability theory of aging. Biogerontology 10:549–564
Brunk UT, Terman A (2002) The mitochondrial-lysosomal axis theory of aging: accumulation of damaged mitochondria as a result of imperfect autophagocytosis. Eur J Biochem 269:1996–2002
Burkewtiz K, Zhang Y, Mair WB (2014) AMPK at the nexus of energetics and aging. Cell Metab 20(1):10–25
Butcher S, Chahel H, Lord JM (2000) Aging and the neutrophil: no appetite for killing? Immunology 100:411–416
Chen H, Chan DC (2004) Mitochondrial dynamics in mammals. Curr Top Dev Biol 59:119–144
Cohen J (2002) The immunopathogenesis of sepsis. Nature 420:885–891
Davies P, Demetrius LA, Tuszynski JA (2012) Implications of quantum metabolism and natural selection for the origin of cancer cells and tumor progression. AIP Adv 2:011101. doi:10.1063/1.3697850
Demetrius L, Legendre S, Harremöes P (2009) Evolutionary entropy: a predictor of body size, metabolic rate and maximal life span. Bull Math Biol 71:800–818
Diaz F, Bayona-Bafaluy MP, Rana M, Mora M, Hao H, Moraes CT (2002) Human mitochondrial DNA with large deletions repopulates organelles faster than full-length genomes under relaxed copy number control. Nucl Acids Res 30(21):4626–4633
Dinarello CA (2000) Proinflammatory cytokines. CHEST 118(2):503–508
Dzbek J, Korzeniewski B (2008) Control over the contribution of the mitochondrial membrane potential (deltapsi) and proton gradient (deltapH) to the protonmotive force (deltap): in silico studies. J Biol Chem 283(48):33232–33239
Eckburg PB, Bik EM, Bernstein CN, Purdom E, Dethlefsen L, Sargent M, Gill SR, Nelson KE, Relman DA (2005) Diversity of the human intestinal microbial flora. Science 308(5728):1635–1638
Ferrari AU, Radaelli A, Centola M (2003) Invited review: aging and the cardiovascular system. J Appl Physiol 95:2591–2597
Finkel T, Serrano M, Blasco MA (2007) The common biology of cancer and aging. Nature 448:767–774
Gomes AP, Price NL, Ling AJY, Moslehi JJ, Montgomery MK, Rajman L, White JP, Teodoro JS, Wrann CD, Hubbard BP, Mercken EM, Palmeira CM, de Cabo R, Rolo AP, Turner N, Bell EL, Sinclair DA (2013) Declining NAD + induces a pseudohypoxic state disrupting nuclear-mitochondrial communication during aging. Cell 155(3):1624–1638
Guarente L (2014a) Aging research—where do we stand and where are we going? Cell 159:15–19
Guarente L (2014b) Linking DNA damage, NAD+/SIRT1, and aging. Cell Metab 20:706–707
Hartman AL, Lough DM, Barupal DK, Fiehn O, Fishbein T, Zasloff M, Eisen JA (2009) Human gut microbiome adopts an alternative state following small bowel transplantation. Proc Natl Acad Sci USA 106(40):17187–17192
Hayflick L (1968) Human cells and aging. Sci Am 218(3):32–37
Hayflick L (1994) How and why we age. Ballantine, New York
Hayflick L (2007) Entropy explains aging, genetic determinism explains longevity, and undefined terminology explains misunderstanding both. PLoS Genet 3(12):2351–2354
Hayflick L, Moorhead PS (1961) The serial cultivation of human diploid cell strains. Exp Cell Res 25(3):585–621
Hollar D (2013) Cross-sectional patterns of allostatic load among persons with varying disabilities, NHANES: 2001-2010. Disabil Health J 6:177–187
Hollar D (2016) Lifespan development, instability, and Waddington’s epigenetic landscape. In: Hollar D (ed) Epigenetics, the environment, and children’s health across lifespans. Springer, New York, pp 361–376
Hollar D, Lewis J (2015) Heart age differentials and general cardiovascular risk profiles for persons with varying disabilities: NHANES 2001-2010. Disabil Health J 8:51–60
Huang P, Galloway CA, Yoon Y (2011) Control of mitochondrial morphology through differential interactions of mitochondrial fusion and fission proteins. PLoS ONE 6(5):e20655. doi:10.1371/journal.pone.0020655
Itoh K, Nakamura K, Iijima M, Sesaki H (2013) Mitochondrial dynamics in neurodegeneration. Trends Cell Biol 23(2):64–71
Kenyon CJ (2010) The genetics of ageing. Nature 464:504–512
Kleiber M (1932) Body size and metabolism. Hilgardia 6:315–353
Kolokotones T, Savage V, Deeds EJ, Fontana W (2010) Curvature in metabolic scaling. Nature 464:753–756
Kothapalli CR, Taylor PM, Smolenski RT, Yacoub MH, Ramamurthi A (2009) Transforming Growth Factor Beta 1 and hyaluronan oligomers synergistically enhance elastin matrix regeneration by vascular smooth muscle cells. Tissue Eng 15(3):501–511
Kumar V, Sharma A (2010) Neutrophils: cinderella of the innate immune system. Int Immunopharmacol 10:1325–1334
Kurz FT, Aon MA, O’Rourke B, Armoundas AA (2010) Spatio-temporal oscillations of individual mitochondria in cardiac myocytes reveal modulation of synchronized mitochondrial clusters. Proc Natl Acad Sci USA 107(32):14315–14320
Lin MT, Beal MF (2006) Mitochondrial dysfunction and oxidative stress in neurodegenerative diseases. Nature 443:787–795
Loe H, Rognmo Ø, Saltin B, Wisløff U (2013) Aerobic capacity reference data in 3816 healthy men and women 20-90 years. PLoS ONE 8(5):e64319. doi:10.1371/journal.pone.0064319
Mannella CA, Pfeiffer DR, Bradshaw PC, Moraru II, Slepchenko B, Loew LM, Hsieh CE, Buttle K, Marko M (2001) Topology of the mitochondrial inner membrane: dynamics and bioenergetic implications. IUBMB Life 52:93–100
Minocherhomji S, Tollefsbol TO, Singh KK (2012) Mitochondrial regulation of epigenetics and its role in human diseases. Epigenetics 7(4):326–334
Montero J, Mari M, Colell A, Morales A, Basañez G, Garcia-Ruiz C, Fernández-Checa JC (2010) Cholesterol and peroxidized cardiolipin in mitochondrial membrane properties, permeabilization and cell death. Biochim Biophys Acta 1797(6–7):1217–1224
Murdock DG, Christacos NC, Wallace DC (2000) The age-related accumulation of a mitochondrial DNA control region mutation in muscle, but not brain, detected by a sensitive PNA-directed PCR clamping based method. Nucl Acids Res 28(21):4350–4355
National Center for Health Statistics (2005) Analytic and reporting guidelines: the National Health and Nutrition Examination Survey (NHANES). National Center for Health Statistics, Centers for Disease Control and Prevention, Hyattsville. www.cdc.gov/nchs/data/nhanes/nhanes_03_04/nhanes_analytic_guidelines_dec_2005.pdf. Accessed 12 Jan 2016
National Center for Health Statistics (2011) Analytic note regarding 2007-2010 survey design changes and combining data across other survey cycles. National Center for Health Statistics, Centers for Disease Control and Prevention, Hyattsville. www.cdc.gov/nchs/data/nhanes/analyticnote_2007-2010.pdf; Accessed 12 Jan 2016
Nicholls DG, Budd SL (2000) Mitochondria and neuronal survival. Physiol Rev 80(1):315–360
Oka T, Hikoso S, Yamaguchi O, Taneike M, Takeda T, Tamai T, Oyabu J, Murakawa T, Nakayama H, Nishida K, Akira S, Yamamoto A, Komuro I, Otsu K (2012) Mitochondrial DNA that escapes from autophagy causes inflammation and heart failure. Nature 485:251–255
Perkins GA, Ellisman MH, Fox DA (2003) Three-dimensional analysis of mouse rod and cone mitochondrial cristae architecture: bioenergetics and functional implications. Mol Vis 9:60–73
Picard M, Shirihai OS, Gentil BJ, Burelle Y (2013) Mitochondrial morphology transitions and functions: implications for retrograde signaling? Am J Physiol Regul Integr Comp Physiol 304:R393–R406
Pieczenik SR, Neustadt J (2007) Mitochondrial dysfunction and molecular pathways of disease. Exp Mol Pathol 83:84–92
Price NL, Gomes AP, Ling AJY, Duarte FV, Martin-Montalvo A, North BJ, Agarwal B, Ye L, Ramadori G, Teodoro JS, Hubbard BP, Varela AT, Davis JG, Varamini B, Hafner A, Moaddel R, Rolo AP, Coppari R, Palmeira CM, de Cabo R, Baur JA, Sinclair DA (2012) SIRT1 is required for AMPK activation and the beneficial effects of resveratrol on mitochondrial function. Cell Metab 15(5):675–690
Rice IM, Rice LA, Motl RW (2015) Promoting physical activity through a manual wheelchair propulsion intervention in persons with multiple sclerosis. Arch Phys Med Rehabil 96(10):1850–1858
Rimmer JH, Rauworth AE, Wang EC, Nicola TL, Hill B (2009) A preliminary study to examine the effects of aerobic and therapeutic (nonaerobic) exercise on cardiorespiratory fitness and coronary risk reduction in stroke survivors. Arch Phys Med Rehabil 90(3):407–412
Romanello V, Gguadagnin E, Gomes L, Roder I, Sandri C, Petersen Y, Milan G, Masiero E, Del Piccolo P, Foretz M, Scorrano L, Rudolf R, Sandri M (2010) Mitochondrial fission and remodeling contributes to muscle atrophy. EMBO J 29(10):1774–1785
Seeman TE, McEwen BS, Rowe JW, Singer BH (2001) Allostatic load as a marker of cumulative biological risk: MacArthur studies of successful aging. Proc Natl Acad Sci USA 98(8):4770–4775
Seeman TE, Singer BH, Ryff CD, Love GD, Levy-Storms L (2002) Social relationships, gender, and allostatic load across two age cohorts. Psychosom Med 64:395–406
Selye H (1950) Stress and the general adaptation syndrome. Br Med J 1(4667):1382–1392
Shaham O, Slate NG, Goldberger O, Xu Q, Ramanathan A, Souza AL, Clish CB, Sims KB, Mootha VK (2010) A plasma signature of human mitochondrial disease revealed through metabolic profiling of spent media from cultured muscle cells. Proc Natl Acad Sci USA 107(4):1571–1575
Shen EZ, Song CQ, Lin Y, Zhang WH, Su PF, Liu WY, Zhang P, Xu J, Lin N, Zhan C, Wang X, Shyr Y, Cheng H, Dong MQ (2014) Mitoflash frequency in early adulthood predicts lifespan in Caenorhabditis elegans. Nature 508(7494):128–132
Shvartz E, Reibold RC (1990) Aerobic fitness norms for males and females aged 6 to 75 years: a review. Aviat Space Environ Med 61(1):3–11
Stetler RA, Leak RK, Gao Y, Chen J (2013) The dynamics of the mitochondrial organelle as a potential therapeutic target. J Cereb Blood Flow Metab 33:22–32
Sukharov VM, Dikov D, Reichert AS, Meyer-Harmann M (2012) Emergence of the mitochondrial reticulum from fission and fusion dynamics. PLoS Comp Biol 8(10):e1002745. doi:10.1371/journal.pcbi.1002745
Tang HL, Lung HL, Wu KC, Le AHP, Tang HM, Chiu M (2008) Vimentin supports mitochondrial morphology and organization. Biochem J 410:141–146
Terman A, Kurz T, Gustafsson B, Brunk UT (2008) The involvement of lysosomes in myocardial aging and disease. Curr Cardiol Rev 4:107–115
Terman A, Kurz T, Navratil M, Arriaga EA, Brunk UT (2010) Mitochondrial turnover and aging of long-lived postmitotic cells: the mitochondrial-lysosomal axis theory of aging. Antioxid Redox Signal 12:503–535
Thar R, Kühl M (2004) Propagation of electromagnetic radiation in mitochondria? J Theor Biol 230:261–270
Ueda T, Cheng G, Kuroki Y, Sano H, Sugiyama K, Motojima S, Fukuda T (2000) Effects of aging on surfactant forms in rats. Eur Respir J 15:80–84
van Ingen Schenau GJ, de Groot G (1983) Differences in oxygen consumption and external power between male and female speed skaters during supramaximal cycling. Eur J Appl Physiol Occup Physiol 51(3):337–345
Vander Heiden MG, Cantley LC, Thompson CB (2009) Understanding the Warburg effect: the metabolic requirements of cell proliferation. Science 324(5930):1029–1033
Ventura N, Rea SL, Testi R (2006a) Long-lived C. elegans mitochondrial mutants as a model for human mitochondrial-associated diseases. Exp Gerontol 41:974–991
Ventura N, Rea SL, Testi R (2006b) Long-lived C. elegans mitochondrial mutants as a model for human mitochondrial-associated diseases. Exp Gerontol 41:974–991
Vijg J, Campisi J (2008) Puzzles, promises and a cure for ageing. Nature 454:1065–1071
Wallace DC, Fan W (2010) Energetics, epigenetics, mitochondrial genetics. Mitochondrion 10(1):12–31
Weibel ER, Hoppeler H (2005) Exercise-induced maximal metabolic rate scales with muscle aerobic capacity. J Exp Biol 208:1635–1644
West GB, Brown JH (2005) The origin of allometric scaling laws in biology from genomes to ecosystems: towards a quantitative unifying theory of biological structure and organization. J Exp Biol 208:1575–1592
West GB, Woodruff WH, Brown JH (2002) Allometric scaling of metabolic rate from molecules and mitochondria to cells and mammals. Proc Natl Acad Sci USA 99(suppl 1):2473–2478
Westermann B (2002) Merging mitochondria matters: cellular role and molecular machinery of mitochondrial fusion. EMBO Rep 3(6):527–531
Wyss M, Kaddurah-Daouk R (2000) Creatine and creatinine metabolism. Physiol Rev 80(3):1107–1213
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Hollar, D.W. Biomarkers of chondriome topology and function: implications for the extension of healthy aging. Biogerontology 18, 201–215 (2017). https://doi.org/10.1007/s10522-016-9673-5
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DOI: https://doi.org/10.1007/s10522-016-9673-5