Stochastic model for analysis of longitudinal data on aging and mortality

被引:51
|
作者
Yashin, Anatoll I. [1 ]
Arbeev, Konstantin G. [1 ]
Akushevich, Igor [1 ]
Kulminski, Aliaksandr [1 ]
Akushevich, Lucy [1 ]
Ukraintseva, Svetlana V. [1 ]
机构
[1] Duke Univ, Ctr Demograph Studies, Durham, NC 27708 USA
关键词
stochastic process model of aging and mortality; longitudinal data analysis; allostatic load; homeostenosis; stresses resistance; physiological norms; SURVIVAL-DATA; HAZARDS MODEL; TIME; FAILURE; AGE;
D O I
10.1016/j.mbs.2006.11.006
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Aging-related changes in a human organism follow dynamic regularities, which contribute to the observed age patterns of incidence and mortality curves. An organism's 'optimal' (normal) physiological state changes with age, affecting the values of risks of disease and death. The resistance to stresses, as well as adaptive capacity, declines with age. An exposure to improper environment results in persisting deviation of individuals' physiological (and biological) indices from their normal state (due to allostatic adaptation), which, in turn, increases chances of disease and death. Despite numerous studies investigating these effects, there is no conceptual framework, which would allow for putting all these findings together, and analyze longitudinal data taking all these dynamic connections into account. In this paper we suggest such a framework, using a new version of stochastic process model of aging and mortality. Using this model, we elaborated a statistical method for analyses of longitudinal data on aging, health and longevity and tested it using different simulated data sets. The results show that the model may characterize complicated interplay among different components of aging-related changes in humans and that the model parameters are identifiable from the data. (C) 2006 Elsevier Inc. All rights reserved.
引用
收藏
页码:538 / 551
页数:14
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