Abstract
The general objective of this article is to critically review the state of the art regarding current factors accounting for aging, longevity and successful longevity. There are two major constructs which most authors are employing to account for longevity: genetic or intrinsic components versus environmental or extrinsic factors. This classification has important flaws: (i) From an epigenetic standpoint, such a polar classification could lead to misconceptions since both factors are interdependent through lifelong interactions. (ii) There are no specifications regarding these “environmental” factors, which include a broad heterogeneity of conditions (physical, economic, social, and cultural aspects as well as behavioral ones such as lifestyle) but do not include personal conditions, such as psychological characteristics. The review of the new paradigm called successful aging yields an important set of psycho-behavioral factors, and although population indexes such as Disability Free Life Expectancy (DFLE) or Healthy Life expectancy (HLE) have been developed, authors do not take into consideration healthy or successful longevity as a potential prolongation of the new paradigm of active or successful aging. There is a broad corpus of research literature supporting the importance of psycho-behavioral (PB) factors intervening in the ways of aging, specifically intelligence and cognitive functioning, positive emotion and control, personality traits, psychosocial, physical conditions, and lifestyles, all of which are highly associated with active aging, health, longevity, and survival. The importance of these factors accounting for longevity, and successful longevity must be taken into consideration as a pending issue in gerontology.
The Problem: Toward the Aging of Aging
Since the middle of the 19th century, life expectancy has risen rapidly; according to , in the European region in 1850, life expectancy at birth (LE) was 36.3 years, and in 2001 it was 76.8, i.e., twice as high. Experts assume that this phenomenon is the result of a decline in mortality, not only at birth but (from the middle of the 20th century) across all ages.
Perhaps the most evident perception of the changes regarding longevity comes from survival curves by , plotting survival curves for individuals born at different points in time and using cohort life tables; this seems to be a good test of Fries’ (see: ; ) hypothesis about the compression of morbimortality across the rectangularization of survival curves; in other words, while fewer than 50% of people born in 1851 lived beyond their 50th birthday, today, more than 95% can expect to live longer than 50 years (see Figure 1).
FIGURE 1
Increasing survival means an increasing population, but for the coming decades it also implies an increase in the number of the oldest old people, that is, those older than 80 and 90. In 2015, Europe had the most aged population of older persons, with people aged 80 years or over accounting for nearly one in five of those aged 60 years or over in the region. According to projections, the proportion of the population aged 80 years or over will surpass 25% by 2040, and by 2050 the oldest old people are projected to account for 29% of older persons in European countries. This is not all, however, studying the oldest old population in Europe, reported that the number of centenarians had increased by a factor of 1.4 during the period between 1946 and 1956, by a factor of 1.7 between the period 1956 and 1966 and by a factor of 1.9 during the four decades starting from 1966. They concluded that this development “demonstrates that centenarians were not exceptional people […]. There were at least 235 male and 1,098 female centenarians in the 14 countries of this group” (see Figure 2). Worldwide, the number of centenarians in 2010 was 350,000 and projections made by the United Nations Department of Economic and Social Affairs (2016) estimate that this will be 10 times higher by 2050, rising to 3,676,000.
FIGURE 2
In sum, we are rapidly approaching a new and fascinating world in which more older-old cohorts are increasingly aging our society. Given the rectangularization of the survival curve and the compression of morbimortality with the postponement of illness and disability, we must consider that the oldest old or the very old imply a threat both for the individual and society because the probability of illness and disability continues to be associated with age. The biomedical approach is without a doubt effective in improving this situation by applying innovative biotechnology, which furthers an intense debate arising from the possibility of the postponement of aging while also promoting public enthusiasm. This new world could be considered a challenge for society and for the individual which requires all of our problem-solving skills to achieve becoming older healthily, actively, productively, and with vitality. It is true that in recent decades, a new paradigm of successful aging (for a review, see
This article, as a prolongation of the discurse by
Intrinsic Versus Extrinsic Determinants of Aging
Bio-demographers, biologists, sociologists, gerontologists and other experts on aging attribute 20 to 25% of longevity to genetic components and 75 to 80% to environmental factors. Two main flaws emerge regarding this issue: (1) genetic and environmental factors are not independent but interactive factors; (2) the dynamic interrelations between these processes, taking into account the constant socio-historical, interindividual and intrapersonal changes across the life cycle depending on the life stage of a given society have been neglected, and finally, (3) environmental conditions are a hotchpotch which includes physical, economic, social, and cultural aspects alongside personal conditions, which include both behavioral (such as lifestyles) but also psychological characteristics (see section “Psycho-Behavioral Factors Associated With Health And Survival”); the question must be raised whether any personal condition is an environmental circumstance, and with respect to whom, for example, the individual who carries these internal or genetic factors. Thus, while socio-environmental and personal conditions must be considered separately but also in interaction, their relative contribution remains unknown; and, perhaps most importantly, this issue has been neglected not only by the diverse disciplines involved but also by psychology and psychologists.
In spite of these flaws, two major constructs have been considered when trying to explain why some people live longer and more healthily than others: genetic or intrinsic components (i.e., biomedical) and environmental or extrinsic factors both have been the subject of research interest and investment in empirical studies. Let us only mention here, from an epigenetic standpoint, that this polar classification could lead to misconceptions in the field since both factors are interdependent, in other words, intrinsic or genetic factors are to some extent influenced by extrinsic or environmental conditions, and the latter could be partially explained by the former. Therefore, the attempt to quantify the contribution of these two types of factors – which are not mutually exclusive - to individual differences in aging, survival and longevity, without taking into consideration their mutual interactions, could be considered an epistemological and methodological flaw which must be recognized and critically examined.
There are many studies seeking to list the most important determinants, both genetic and environmental, posited as predictors of longevity in industrialized countries, and this distinction has continued until today. Let us describe only the European project GEHA (
In a step forward from these genetic studies, and considering influences on longevity in interaction with lifestyle (behavioral) factors, compelling results are reported by
Moreover, as mentioned previously, individual differences in psychological factors (personality and intelligence characteristics) are accounted for by genetics; thus, as
In sum, it could be posited that since psychological and behavioral factors have genetic as well as environmental interactive bases, research on this topic (1) must take into consideration the variance accounted for by interactions between PB, genetic, and environmental conditions for longevity and attempt to disentangle these interactions at different life-span stages; (2) must overcome the reductionist categorization of intrinsic/genetic vs. extrinsic/environmental factors introducing psycho-behavioral conditions as personal circumstances linking testing new comprehensive models through the results yielded; and finally, (3) must incorporate quantitative and qualitative results of longitudinal studies of twins and aging as well as cross-sectional, cohort, and experimental intervention research. Databases are now readily available, and big data allows the most sophisticated analysis; hence the interdisciplinary scientific community, including psychologists, are called to contribute to this enterprise.
The Interacting Process of Aging
A human being is a bio-psycho-cultural entity, an active agent constructing him or herself across the life span in interaction with an active world, and across an ongoing and dynamic process (
As
On the other hand, the issue not only refers to the specific view from different theoretical perspectives but also from the point of view of the subject of knowledge: the dynamic process of aging. Thus, as
Supporting the first figure, for example,
In sum, the mere concept of “age,” the process of aging or the individual differences in how a given person in a given society ages are bio-psycho-socio phenomena which take into consideration the interactive nature of those conditions. The process of aging cannot be reduced to biomedical conditions but neither can it be reduced to socio-cultural or behavioral ones. In order to examine whether bio, psycho-behavioral, socio-cultural conditions contribute to the variance in longevity or healthy survival, their interaction across the life span must be taken into consideration; nevertheless, this prerequisite is currently almost completely absent in research attempting to account for longevity and survival, reminding us of the André Gide quote: “Everything has been said before, but since nobody listens we have to keep going back and beginning all over again.”
The New Paradigm of Healthy, Successful, Active, Productive Aging or “Aging Well”
As a result of human and social development -including biomedical and communication technology progress, mandatory education, universal health care, hygiene and other public policies- the human life span increased worldwide during the 19th and 20th centuries until the present, and in developed countries, life expectancy at birth has even doubled, increasing at a constant rate of 2 to 3 months per year, which suggests a new panorama: the unknown ceiling for human life (
Since science is accumulative and historical, new findings regarding a subject under scientific study can change its conceptualization. From an individual point of view, a 70-year old man or woman born in the first third of the 20th century with a life expectancy at birth of about 50 years today not only has a high probability of living longer than his or her parents did but also of living longer in better bio-psycho-social conditions. Data from all the disciplines converging in gerontology, such as the results of longitudinal, multicohort, and family studies (see,
From an evidence-based point of view, it was during the last decades of the 20th century when the so called “new paradigm” or “revolution” started in the field of aging research and in a broad sense in the science of gerontology; this was a positive view. Pioneers in this new paradigm are authors from several gerontological disciplines, that is, from the fields of biomedicine and social sciences, such as
The new paradigm is based on three main theoretical assumptions: (1) the broad variability of the forms of aging tested in most parameters of aging (e.g.,
The new paradigm described here is postulated after the observation of several ways of aging synthesized in “usual.” “pathological,” and “successful” aging as posited by
Parallel to the emergence of this new paradigm, in order to measure the length of healthy/unhealthy or functional/dysfunctional life expectancy, new demographic indicators have been developed (based on several data sources: self-reports, biomedical data, disability surveys), among them disability-free life expectancy (DFLE) and healthy life expectancy (HLE). After examining HLE in developed and developing countries
This positive view of aging has adopted several verbal labels: “healthy” (
FIGURE 3

Four domains model of aging well (modified from
It must be emphasized that this four-factor model was tested with a confirmatory factor analysis using two databases from two studies (several samples, several variables, assessed through several methods), independently yielding this psycho-behavioral four-domain model: health and functionality, physical and cognitive fitness, affect and control and social participation and engagement (
Furthermore, this four-domain model has been supported during recent decades by experimental data coming from psycho-social intervention programs. Thus, in order to promote and increase active or successful aging, several intervention programs have been developed, most of which have been tested by researchers and academics, while political efforts at different levels have also been planned by national and international organizations.
In sum, outcomes evaluation of successful aging programs did not include survival or “positive survival,” and there are no results regarding the relative accounted variance for longevity and/or “positive” longevity due to psycho-behavioral (so-called “environmental”) intervention factors. Moreover, very little research in twins, longitudinal, cross-sectional, cohorts, family or intervention studies about aging and outcomes research on successful aging has provided such information. Consequently, let us introduce only positive results regarding the importance of PB factors influencing health and survival which can support our basic assumptions here.
Psycho-Behavioral Factors Associated With Health and Survival
Although our research group and the laboratory are devoted to the field of aging and psychology, during the last 30 years most of our research projects have been devoted to studying the effects of age on behavior and psychological functioning (see e.g.,
Intelligence
Starting with one of the most important psychological characteristics, human intelligence (mental abilities, competences, cognitive functioning), Figure 4 shows some inventions of the human mind across history as well as the evolution of longevity, starting in 1850 to date, and parallel Figures show the increase in measures of intelligence.
FIGURE 4

Products of human mind across history and, since 1850 increasing longevity and cognitive functioning. Reprinted with the permission of the copyright holders. (A) Reprinted from The Lancet, 374(9696),
This combined illustration shows some products of the human mind throughout history: the plow (8500 BC), the wheel (3500 BC), the printing press (1440), the car (1885), the lamp (1897), antibiotics (1928), the computer (1940), the web (1960), the smartphone (1992). All of these inventions could be considered products of human phylogenesis in the bio/psycho/socio/environmental interactions as well as of socio-economic and technological developments, and from a certain point onward of the increase in life expectancy. As we can see, life expectancy from 1850 to 2005 (see A) follows a very similar trend to that of the growth of IQ (1910–1990), the so-called Flynn effect, in several countries in the second half of the 20th century (1942–1992) (see B), as well as the continually growing data on reasoning, processing speed and spatial aptitudes from the
From this historical bird’s eye view, the following conclusions can be drawn: (1) In cross-sectional designs, an increase in the scores yielded by intelligence tests, known as the Flynn effect, has been observed in different countries and with different measurement instruments; (2) Since the beginning of longitudinal studies on aging, it has been highlighted that participants with lower scores in intellectual functioning die earlier than those with higher intelligence measures, and (3) Many primary mental abilities are improved, so that the youngest cohorts score higher on a series of mental aptitudes.
Although there were some pioneering studies, it is not until the last decade of the last century that publications began to highlight the importance of intelligence measures at an early age as risk factors and also predictors of mortality (
Cumulative data on intelligence tests and aptitudes in standardized testing are highly consistent and show an inverse association with all causes of risk of death in childhood and throughout adulthood; in other words, high scores on intellectual functioning seem to be protective against disease and mortality. A summary of the scientific confirmation has appeared in Scientific American (see
Let us move on to Emotions and affect as a second field in the study of psychology and health.
Emotions and Affect
Among the emotions, the most important psychological construct is negative affect (anxiety, depression, hostility, and stress) (
But, conversely, in an exhaustive review,
An important hypothesis by
Considering that the broad majority of research on affect and health comes from “the first-world,” the question arises as to whether these relations are context dependent, whether the relationship between affect and health is therefore specific to developed countries and not relevant to other contexts.
In the emotion-motivation field, personal control reflects individual’s beliefs regarding the extent to which they are able to control or influence outcomes. Psychological theory and research suggest that personal control beliefs strongly predict future behavior, health, and illness. Positive attitudes and beliefs of control seem to influence the kind of behaviors necessary for adherence to stimulating mental activities and healthy behaviors for cognitive aging (e.g., adherence to physician regimens and exercise programs, being active in everyday life). Moreover, high self-efficacy, the individual’s belief that he or she is capable of achieving a desired goal in a particular situation (e.g.,
From the psychosocial perspective of role theory (
Continuing along the same line of research,
Personality
Personality is without doubt the broadest psychological domain but, briefly, it refers to individual differences in characteristic patterns of thinking, feeling, and behaving.
One of the first studies to emerge from longitudinal archival data was Terman’s study of genius and gifted children (
In brief, research on some personality traits have yielded high associations with health and longevity; for example, extraversion, stability, affability, tenacity, and openness to experience predict survival from any cause of death (Wilson et al., 2004, 2005), while low tenacity, low persistence, poor self-control, and low long-term planning capacity are associated with a high risk of mortality (e.g., Wilson et al., 2004). These associations remain after adjustment for healthy behaviors, marital status and education, as corroborated by other meta-analytical studies (
To date, studies have focused on older adults, but an inevitable question arises: is the predictive capacity of mortality the same from early childhood to adult life or different?
Psychosocial Functioning
Among psychological domains, psychosocial functioning may play a role, constituting the social expression of certain personal aspects such as social abilities, assertiveness and other psychological attributes close to personality, alongside others such as social networks and social supports, which are closer to external/environmental conditions. Social ties are not only essential for psychological well-being in old age but also have a role in longevity and health; a socially engaged lifestyle is associated with positive results (
Healthy Lifestyles
Finally, following the determinants of active and healthy aging posited by the
In this respect, it is important to highlight that adherence to behavioral routines and/or interventions regarding health and promotion of healthy life styles is mediated by psychological and intellectual factors: the understanding of health literacy, self-efficacy or conscientiousness, as well as networks of social support (for a review see
Regarding health literacy,
Regarding conscientiousness and its involvement in healthy lifestyles and behaviors, and in maintaining health-related behaviors and treatment,
Physical Functioning
A final psycho-behavioral attribute with high relevance as predictive factor of longevity, mortality, and survival, while also predicting healthy and active aging, is physical functioning; most healthy-aging studies introduce physical conditions such as anthropometric, bio-behavioral measures (grip strength, speed, lung flow, step speed, balance, movement speed, etc.) as well as physiological records (heart rate, blood pressure, allostatic load, etc.) and molar psychological constructs such as vitality and the corresponding subjective appraisal of these physical conditions (e.g.,
Concluding Remarks
In response to the question regarding which factors account for aging and longevity, two major constructs have been considered from a bio-medical perspective and practice in trying to explain why some people live longer and more healthily than others: both genetic or intrinsic components (i.e., biomedical) and environmental or extrinsic factors have been the focus of research interest and investment in empirical studies. Two important flaws emerge from this classification and must be overcome: (1) From an epigenetic standpoint, this polar classification could lead to misconceptions in the field since both factors are interdependent, in other words, intrinsic or genetic factors are to some extent influenced by extrinsic or environmental conditions, and the latter could be partially explained by the former. (2) There are no specifications regarding the “environmental” factors which account for longevity, including physical, economic, social, and cultural aspects alongside personal conditions; both are behavioral (such as lifestyles) but also psychological characteristics. Thus, socio-environmental and personal conditions need to be considered separately as well as in interaction; the relative importance of their contribution remains unknown and, perhaps most significantly, this issue has been neglected not only by the diversity of disciplines involved but also by psychology and psychologists and therefore remains a pending issue.
In considering the successful or active aging paradigm, we have intervention evidence based on the importance of PB factors in the ways of aging as well as a broad corpus of research literature which supports our present hypothesis: cognitive functioning, emotion and control, personality, psychosocial, and physical conditions account to some extent for longevity and survival. In an aging world, however, much more interdisciplinary research must be conducted, and psychology and psychologists should be involved in the enterprise to determine the extent to which PB factors account for longevity.
In summary, a central question emerges regarding the lack of research into the effects of behavioral and psychological factors on longevity; this lack exists despite the fact that lifestyles (i.e., healthy behavioral factors) as well as other cognitive, motivational and emotional, and personality factors have been postulated as playing an important role for health, longevity, and survival, and despite the existence of strong evidence to this effect. The most likely answer could be related to a lack of multidisciplinarity (or better interdisciplinarity) as well as the importance of epigenetic aging.
Statements
Author contributions
RF-B: general idea and outline, writing, and manuscript review. MS-I: literature review, writing, and manuscript review.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
References
1
BakerD. W.WolfM. S.FeinglassJ.ThompsonJ. A.GazmararianJ. A.HuangJ. (2007). Health literacy and mortality among elderly persons.Arch. Intern. Med.1671503–1509. 10.1001/archinte.167.14.1503
2
BaltesP. B.BaltesM. M. (1990). “Psychological perspectives on successful aging: the model of selective optimization with compensation,” in Successful Aging: Perspectives From the Behavioural Sciences, edsBaltesP. B.BaltesM. M. (Cambridge: Cambridge University Press).
3
BaltesP. B.SmithP. (2003). New frontiers in the future of aging: from successful aging of the young old to the dilemmas of the fourth age.Gerontology49123–135. 10.1159/000067946
4
BanduraA. (1978). The self system in reciprocal determinism.Am. Psychol.33344–358. 10.1037//0003-066x.33.4.344
5
BanduraA. (1986). Social Foundation of Thoughts and Actions.Englewood Cliffs, CA: Prentice Hall.
6
BarnesL. L.Mendes de LeonC. F.WilsonR. S.BieniasJ. L.EvansD. A. (2004). Social resources and cognitive decline in a population of older african americans and whites.Neurology632322–2326. 10.1212/01.wnl.0000147473.04043.b3
7
BattyG. D.DearyI. J.GottfredsonL. S. (2007). Premorbid (early life) IQ and later mortality risk: systematic review.Ann. Epidemiol.17278–288. 10.1016/j.annepidem.2006.07.010
8
BearonL. B. (1996). Successful Aging: what does the “good life” look like? the forum for family and consumer issues.North. California S. U.11–6.
9
BerkmanL. F. (1995). The role of social relations in health promotion.Psychos. Med.57245–254. 10.1097/00006842-199505000-00006
10
BirrenJ.(ed.) (1996). Encyclopedia of Gerontology. Aging, Age, and the Aged.New York, NY: Pergamon Press.
11
BoggT. Y.RobertsB. W. (2004). Conscientiousness and health-related behaviors: a meta-analysis of the leading behavioral contributors to mortality.Psychol. Bull.130887–919. 10.1037/0033-2909.130.6.887
12
BosmaH.van BoxtelM. P.PondsR. W.JelicicM.HouxP.MetsemakersJ.et al (2002). Engaged lifestyle and cognitive function in middle and old-aged, non-demented persons: a reciprocal association?Z Gerontol. Geriatr.35575–581. 10.1007/s00391-002-0080-y
13
BostockS. Y.SteptoeA. (2012). Association between low functional health literacy and mortality in older adults: longitudinal cohort study.BMJ344:e1602. 10.1136/bmj.e1602
14
ButlerR. N.GleasonH. P. (1985). Productive Aging: Enhancing Vitality in Later Life.New York, NY: Springer Pub. Co.
15
CacioppoJ. T.BerntsonG. G.MalarkeyW. B.Kiecolt-GlaserJ. K.SheridanJ. F.PoehlmannK. M.et al (1998). Autonomic, neuroendocrine, and immune responses to psychological stress: the reactivity hypothesis.Ann. N. Y. Acad. Sci.840664–673. 10.1111/j.1749-6632.1998.tb09605.x
16
CalvinC. M.DearyI. J.FentonC.RobertsB. A.DerG.LeckenbyN.et al (2011). Intelligence in youth and all-cause-mortality: systematic review with meta-analysis.Int. J. Epidemiol.40626–644. 10.1093/ije/dyq190
17
CapraraM. G.MendozaN. M. (2019). “Promoting successful aging,” in Cambridge Handbook of Successful Aging, eds. Fernández-BallesterosR.RobineJ.M.BenethosA. (New York, NY: Cambridge Press).
18
CarstensenL. L.TuranB.ScheibeS.RamN.Ersner-HershfieldH.Samanez-LarkinG. R.et al (2011). Emotional experience improves with age: evidence based on over 10 years of experience sampling.Psychol. Aging2621–33. 10.1037/a0021285
19
CeveniniE.CotichiniR.StaziM. A.ToccaceliV.PalmasM. G.CapriM.et al (2014). Health status and 6 years survival of 552 90+ Italian sib-ships recruited within the EU Project GEHA (GEnetics of Healthy Ageing).Age36949–966. 10.1007/s11357-013-9604-1
20
ChidaY.SteptoeA. (2008). Positive psychological well-being and mortality: a quantitative review of prospective observational studies.Psychos. Med.70741–756. 10.1097/PSY.0b013e31818105ba
21
ChristensenK.DoblhammerG.RauR.VaupelJ. W. (2009). Ageing populations: the challenges ahead.Lancet3741196–1208. 10.1016/S0140-6736(09)61460-4
22
DearyI. J.(ed.). (2009). Intelligence, health and death: the emerging field of cognitive epidemiology.Intelligence37517–634.
23
DearyI. J. (2010). Cognitive epidemiology: its rise, its current issues, and its challenges.Pers. Individ. Dif.49337–343. 10.1016/j.paid.2009.11.012
24
DearyI. J.CorleyJ.GowA. J.HarrisS. E.HoulihanL. M.PenkeL.et al (2009). Age-associated cognitive decline.Br. Med. Bull.92135–152. 10.1093/bmb/ldp033
25
DearyI. J.WatsonR.HogstonR. A. (2003). Longitudinal cohort study of burnout and attrition in nursing students.J. Adv. Nurs.4371–81. 10.1046/j.1365-2648.2003.02674.x
26
DeppC. A.JesteD. V. (2006). Definitions and predictors of successful aging: a comprehensive review of larger quantitative studies.Am. J. Geriatr. Psychiatry146–20. 10.1097/01.JGP.0000192501.03069.bc
27
DiehlM.HayE. L.BergK. M. (2011). The ratio between positive and negative affect and flourishing mental health across adulthood.Aging Men. Health15882–893. 10.1080/13607863.2011.569488
28
EriksonE. H.EriksonJ. M.KivnickH. Q. (1986). Vital Involvement in Old Age.New York, ny: w. W. Norton & co.
29
Fernández-BallesterosR. (2017). “Psicología y Envejecimiento: El comportamiento humano, ¿un factor causal de longevidad?,” in Academia de Psicologia de España. Psicología para un mundo sostenible: Volumen I (Madrid: Pirámide), 81–116.
30
Fernández-BallesterosR. (2019). “Successful aging and related terms,” in Cambridge Handbook of Successful Agin, edsFernández-BallesterosE. R.BenetosA.RobineJ. M. (New York, NY: Cambridge Press).
31
Fernández-BallesterosR.BenethosA.RobineJ. M. (eds). (2019). Cambridge Handbook of Successful Aging, New York, NY: Cambridge Press.
32
Fernández-BallesterosR.De Juan-EspinosaM. (2000). “Socio-historical changes and intelligence gains,” in Environmental Effects on Cognitive Abilities, edsSternbergR. J.GrigorenkoY. E. L. (Greenwich: JAI Press).
33
Fernández-BallesterosR.MolinaM. A.SchettiniR.SantacreuM. (2013). “The semantic network of aging well,” in Healthy Longevity. Annual Review of Gerontology and Geriatrics, 33, 2013, edsRobineJ. M.JaggerC.CrimminsE. M. (New York, NY: Springer).
34
Fernández-BallesterosR.StaatsW. (1992). Paradigmatic behavioral assessment, treatment, and evaluation: answering the crisis in behavioral assessment.Adv. Behav. Res. Ther.141–29.
35
Fernández-BallesterosR.ZamarrónM. D.RudingerG.SchrootsJ. J.HekkinnenE.DrusiniA.et al (2004). Assessing competence: the european survey on aging protocol (ESAP).Gerontology50330–347. 10.1159/000079132
36
Fernández-BallesterosR.ZamarrónM. D.TárragaL.MoyaR.IñiguezJ. (2003). Learning potential in healthy, mild cognitive impairment subjects and in alzheimer patients.Eur. Psychol.8148–160.
37
FolkmanS.LazarusR. S.GruenR. J.DelongisA. (1986). Appraisal, coping, health status, and psychological symptoms.J. Pers. Soc. Psychol.50571–579. 10.1037//0022-3514.50.3.571
38
FordS. F.BergmanM. M.BoeingH.LiC.CapewellS. (2012). Healthy lifestyle behaviors and all-cause mortality among adults in the United States.Prev. Med.5523–27. 10.1016/j.ypmed.2012.04.016
39
FredricksonB. L.LevensonR. W. (1998). Positive emotions speed recovery from the cardiovascular sequelae of negative emotions.Cogn. Emot.12191–220. 10.1080/026999398379718
40
FriedmanH. S.TuckerJ. S.SchwartzJ. E.Tomlinson-KeaseyC.MartinL. R.WingardD. L. Y.et al (1995). Psychosocial and behavioral predictors of longevity the aging and death of the “Termites”.Am. Psycho.5069–78. 10.1037//0003-066x.50.2.69
41
FriesJ.CrapoL. M. (1981). Vitality and Aging.New York, NY: Freeman &Co.
42
FriesJ. F. (1980). Aging, natural death, and the compression of morbidity.New Engl. J. Med.303130–135. 10.1056/NEJM198007173030304
43
GergenM. M.GergenK. J. (2001). Positive aging: new images for a new age.Ageing Int.273–23. 10.1007/s12126-001-1013-6
44
GottfredsonL. S. (2004). Intelligence: is it the epidemiologists’ elusive “fundamental cause” of social class inequalities in health?J. Personal. Soc. Psychol.86174–199. 10.1037/0022-3514.86.1.174
45
GottfredsonL. S.DearyI. J. (2004). Intelligence predicts health and longevity, but why?Curr. Direct. Psychol. Sci.131–4. 10.1111/j.0963-7214.2004.01301001.x
46
GottliebG. (1991). Experiential canalization of behavioral development: theory.Dev. Psychol.274–13. 10.1037//0012-1649.27.1.4
47
GouldR. L. (1981). The Mismeasure of Man.New York, NY: Norton.
48
GustafsonD.RothenbergE.BlennowK.StehenB.SkoogI. (2003). An 18-year follow- up of overweight and risk of Alzheimer disease.Arch. Intern. Med.1631524–1528.
49
HambrickD. Z. (2015). Research Confirms a Link Between Intelligence and Life Expectancy. Available at: http://www.scientificamerican.com/search/?q=Research+Confirms+a+ling+between+Intelligence&display=search&x=0&y=0(accessed December 16, 2018).
50
HershfieldH. E.ScheibeS.SimsT. L.CarstensenL. L. (2013). When feeling bad can be good: mixed emotions benefit physical health across adulthood.Soc. Psychol. Personal. Sci.454–61. 10.1177/1948550612444616
51
HertzogC.KramerA. F.WilsonR. S. Y.LindenbergerU. (2008). Enrichment effects on adult cognitive development.Psychol. Sci.91–65. 10.1111/j.1539-6053.2009.01034.x
52
HuJ.GruberK. J. (2008). Positive and negative affect and health functioning indicators among older adults with chronic illnesses.Issues Men. Health Nurs.29895–911. 10.1080/01612840802182938
53
JokelaM.BattyD. G.NybergS. T.VirtanenM.NabiH.Singh-ManouxA. Y.et al (2013). Personality and all-cause mortality: individual-participant meta-analysis of 3,947 deaths in 76,150 adults.Am. J. Epidemiol.178667–675. 10.1093/aje/kwt170
54
KernM. L.FriedmanH. S.MartinL. R.ReynoldsC. A. Y.LuongG. (2009). Conscientiousness, career success, and longevity: a lifespan analysis.Ann. Behav. Med.37154–163. 10.1007/s12160-009-9095-6
55
KivipeltoM.NganduT.FratiglioniL.ViitanenM.KåreholtI.WinbladB.et al (2005). Obesity and vascular risk factors at midlife and the risk of dementia and alzheimer disease.Arch. Neurol.621556–1560.
56
KrauseN.ShawB. A. (2000). Role-specific feelings of control and mortality.Psychol. Aging15617–626. 10.1037//0882-7974.15.4.617
57
LevyB. R.SladeM. D.KaslS. V. (2002a). Longitudinal benefit of positive self-perceptions of aging on functional health.J. Gerontol.57B409–417. 10.1093/geronb/57.5.P409
58
LevyB. R.SladeM. D.KunkelS. R.KaslS. V. (2002b). Longevity increased by positive self-perceptions of aging.J. Pers. Soc. Psychol.83261–270. 10.1037//0022-3514.83.2.261
59
Lindahl-JacobsenR.ChristensenK. (2019). “Gene–Lifestyle Interactions,” in Cambridge Handbook of Successful Aging, edsFernandez-BallesterosR.RobineJ. M.BenethosA. (New York, NY: Cambridge Press).
60
LoefM.WalachH. (2012). The combined effects of healthy lifestyle behaviors on all cause mortality. a systematic review and meta-analysis.Preven. Med.55163–170. 10.1016/j.ypmed.2012.06.017
61
MartinL. R.FriedmanH. S. Y.SchwartzJ. E. (2007). Personality and mortality risk across the life span: the importance of conscientiousness as a biopsychosocial attribute.Health Psychol.26428–438. 10.1037/0278-6133.26.4.428
62
McGueM.SkyttheA.ChristensenK. (2014). The nature of behavioural correlates of healthy ageing: a twin study of lifestyle in mid to late life.Int. J. Epidemiol.43775–782. 10.1093/ije/dyt210
63
Mendes de LeonC. F.GlassT. A.BerkmanL.-F. (2003). Social engagement and disability in a community population of older adults.Am. J. Epidemiol.157633–642. 10.1093/aje/kwg028
64
Newbury-BirchD.KamaliF. (2001). Psychological stress, anxiety, depression, job satisfaction, and personality characteristics in preregistration house officers.Postgrad Med. J.77109–111. 10.1136/pmj.77.904.109
65
OngA. D.MroczekD. K.RiffinC. (2011). The health significance of positive emotions in adulthood and later life.Soc. Personal. Psychol. Compass5538–551. 10.1111/j.1751-9004.2011.00370.x
66
OstirG. V.OttenbacherK.MarkidesK. S. (2004). Onset of frailty in older adults and the protective role of positive emotion.Psychol. Aging19402–408. 10.1037/0882-7974.19.3.402
67
O’TooleB. I. (1990). Intelligence and behaviour and motor vehicle accident mortality.Accid. Anal. Prev.22211–221.
68
O’TooleB. I. Y.StankovL. (1996). Ultimate validity of psychological tests.Pers. Individ. Differ.13699–716.
69
PalmoreE. (1999). Ageism: Negative and Positive.New York, NY: Springer.
70
PeelN. M.McClureR. J.BartlettH. P. (2005). Behavioral determinants of health ageing.Am. J. Prev. Med.28298–304. 10.1016/j.amepre.2004.12.002
71
PressmanS. D.CohenS. (2005). Does positive affect influence health?Psychol. Bull.131:925. 10.1037/0033-2909.131.6.925
72
PressmanS. D.GallagherM. W. Y.LopezS. J. (2013). Is the emotion-health connection a “first-world problem”?Psychol. Sci.24544–549. 10.1177/0956797612457382
73
RileyJ. C. (2005). Estimates of regional and global life expectancy, 1800–2001.Popul. Dev. Rev.31537–543. 10.1111/j.1728-4457.2005.00083.x
74
RobineJ. M.Saito. (2009). The number of Centenary in Europe.Doc. Serv. Commun.21569–598.
75
RoserM. (2018). Life Expectancy. Available at: https://ourworldindata.org/life-expectancy(accessed December 16, 2018).
76
RoweJ. W.KahnR. L. (1987). Human aging: usual and successful.Science237143–149. 10.1126/science.3299702
77
SchaieK. W. (2005a). Developmental Influences on Adult Intelligence: the Seattle Longitudinal Study.New York, NY: Oxford University Press.
78
SchaieK. W. (2005b). What can we learn from longitudinal studies of adult development?Res. Hum. Dev.2133–158. 10.1207/s15427617rhd0203_4
79
SchroderH.ReschkeK.GärtnerA.KaczmarekL.SekH.ZiarkoM.et al (2011). Psychosocial coping resources and health among Germans and Poles.Pol. Psychol. Bull.42:114. 10.2478/v10059-011-0016-8
80
SkinnerE. A. (1996). A guide to constructs of control.J. Pers. Soc. Psychol.71549–570. 10.1037/0022-3514.71.3.549
81
SkyttheaA.ValensinbS.JeuneaB. (2011). Design, recruitment, logistics, and data management of the GEHA (genetics of healthy ageing) project.Exp. Gerontol.46934–945. 10.1016/j.exger.2011.08.005
82
SnowdonD. A.GreinerL. H.KemperS. J.NanayakkaraN.MortimerJ. A. (1999). “Linguistic ability in early life and longevity: findings from the nun study,” in The Paradoxes of Longevity. Research and Perspectives in Longevity, edsRobineJ. M.ForetteB.FranceschiC.AllardM. (Berlin, Heidelberg: Springer), 103–113.
83
SnowdonD. A.KemperS. J.MortimerJ. A.GreinerL. H.WeksteinD. R.MarkesberyW. R. (1996). Linguistic ability in early life and cognitive function and Alzheimer’s disease in late life: findings from the nun study.JAMA275528–532.
84
StaatsA. W. (1975). Social Behaviorism.Homewood, III: Dorsey Press.
85
SternY. (2002). What is cognitive reserve? theory and research application of the reserve concept.J. Int. Neuropsychol. Soc.8448–460.
86
TermanL. M.OdenM. H. (1947). Genetic Studies of Genius: the Gifted Child Grows up.Stanford, CA: Stanford University Press.
87
VaupelJ. W. (1997). The remarkable improvements in survival at older ages.Phil. Trans. R. Soc. Lond. B3521799–1804. 10.1098/rstb.1997.0164
88
VaupelW.CareyJ. R.ChristensenK.JohnsonT. E.YashinA. I.HolmN. V.et al (1998). Biodemographic trajectories of longevity.Science280855–860. 10.1126/science.280.5365.855
89
WatsonD.ClarkL. A. (1984). Negative affectivity: the disposition to experience negative aversive emotional states.Psychol. Bull.96465–490.
90
WatsonD.ClarkL. A. (1992). On traits and temperament: general and specific factors of emotional experience and their relation to the five-factor model: issues and applications.J. Pers.60441–476.
91
WHO (1997). WHOQOL: Measuring Quality of Life.Geneva: World Health Organization.
92
WHO (2002/2012). Active Ageing. A Policy Framework.Geneva: World Health Organization.
93
WHO (2015/2018). World Report on Ageing and Health.Geneva: World Health Organization.
94
WilsonR. S.KruegerK. R.GuL.BieniasJ. L.Mendes, de LeonC. F.et al (2005). Neuroticism, extraversion, and mortality in a defined population of older persons.Psychos. Med.67841–845. 10.1097/01.psy.0000190615.20656.83
95
WilsonR. S.MendesCfBieniasJ. L.Da. (2004). Personality and mortality in old age.J. Gerontol.59B110–116.
96
ZunzuneguiM. V.AlvaradoB. E.Del SerT.OteroA. (2003). Social networks, social integration, and social engagement determine cognitive decline in community-dwelling Spanish older adults.J. Gerontol.58BS93–S10.
97
ZunzuneguiM. V.Rodriguez-LasoA.OteroA.PluijmS. M. F.NikulaS.BlumsteinJ.et al (2005). Disability and social ties: comparative findings of the CLESA study.Eur. J. Ageing240–48. 10.1007/s10433-005-0021-x
Summary
Keywords
aging, predictors of longevity, psycho-behavioral factors, healthy longevity, successful longevity
Citation
Fernández-Ballesteros R and Sánchez-Izquierdo M (2019) Are Psycho-Behavioral Factors Accounting for Longevity?. Front. Psychol. 10:2516. doi: 10.3389/fpsyg.2019.02516
Received
30 January 2019
Accepted
23 October 2019
Published
14 November 2019
Volume
10 - 2019
Edited by
Ilaria Grazzani, University of Milano Bicocca, Italy
Reviewed by
Yukiko Uchida, Kyoto University, Japan; Elisa Pedroli, Italian Auxological Institute (IRCCS), Italy; Ann Dowker, University of Oxford, United Kingdom
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Copyright
© 2019 Fernández-Ballesteros and Sánchez-Izquierdo.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Macarena Sánchez-Izquierdo, msizquierdo@comillas.edu
This article was submitted to Developmental Psychology, a section of the journal Frontiers in Psychology
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