A novel statistical approach shows evidence for multi-system physiological dysregulation during aging

被引:142
作者
Cohen, Alan A. [1 ]
Milot, Emmanuel [1 ]
Yong, Jian [1 ]
Seplaki, Christopher L. [2 ]
Fueloep, Tamas [3 ]
Bandeen-Roche, Karen [4 ]
Fried, Linda P. [5 ]
机构
[1] Univ Sherbrooke, Dept Family Med, Grp Rech PRIMUS, CHUS Fleurimont, Sherbrooke, PQ J1H 5N4, Canada
[2] Univ Rochester, Sch Med & Dent, Dept Community & Prevent Med, Rochester, NY 14642 USA
[3] Univ Sherbrooke, Dept Med, CSSS IUGS, Ctr Rech Viellissement, Sherbrooke, PQ J1J 3H5, Canada
[4] Johns Hopkins Bloomberg Sch Publ Hlth, Ctr Aging & Hlth, Dept Biostat, Baltimore, MD 21287 USA
[5] Columbia Univ, Mailman Sch Publ Hlth, New York, NY 10032 USA
基金
加拿大自然科学与工程研究理事会;
关键词
Dysregulation; Biomarker; Multivariate; Aging; Physiology; ALLOSTATIC LOAD; OLDER-ADULTS; FRAILTY; POPULATION; BIOMARKERS; MACARTHUR; ANEMIA;
D O I
10.1016/j.mad.2013.01.004
中图分类号
Q2 [细胞生物学];
学科分类号
071013 [干细胞生物学];
摘要
Previous studies have identified many biomarkers that are associated with aging and related outcomes, but the relevance of these markers for underlying processes and their relationship to hypothesized systemic dysregulation is not clear. We address this gap by presenting a novel method for measuring dysregulation via the joint distribution of multiple biomarkers and assessing associations of dysregulation with age and mortality. Using longitudinal data from the Women's Health and Aging Study, we selected a 14-marker subset from 63 blood measures: those that diverged from the baseline population mean with age. For the 14 markers and all combinatorial sub-subsets we calculated a multivariate distance called the Mahalanobis distance (MHBD) for all observations, indicating how "strange" each individual's biomarker profile was relative to the baseline population mean. In most models, MHBD correlated positively with age, MHBD increased within individuals over time, and higher MHBD predicted higher risk of subsequent mortality. Predictive power increased as more variables were incorporated into the calculation of MHBD. Biomarkers from multiple systems were implicated. These results support hypotheses of simultaneous dysregulation in multiple systems and confirm the need for longitudinal, multivariate approaches to understanding biomarkers in aging. (c) 2013 Elsevier Ireland Ltd. All rights reserved.
引用
收藏
页码:110 / 117
页数:8
相关论文
共 32 条
[1]
[Anonymous], 2008, Multivariate Density Estimation. Theory
[2]
Age trajectories of physiological indices in relation to healthy life course [J].
Arbeev, Konstantin G. ;
Ukraintseva, Svetlana V. ;
Akushevich, Igor ;
Kulminski, Alexander M. ;
Arbeeva, Liubov S. ;
Akushevich, Lucy ;
Culminskaya, Irina V. ;
Yashin, Anatoliy I. .
MECHANISMS OF AGEING AND DEVELOPMENT, 2011, 132 (03) :93-102
[3]
Renal function, erythropoietin, and anemia of older persons - The InCHIANTI study [J].
Ble, A ;
Fink, JC ;
Woodman, RC ;
Klausner, MA ;
Windham, BG ;
Guralnik, JM ;
Ferrucci, L .
ARCHIVES OF INTERNAL MEDICINE, 2005, 165 (19) :2222-2227
[4]
Nonparametric density estimation for multivariate bounded data [J].
Bouezmarni, Taoufik ;
Rombouts, Jeroen V. K. .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2010, 140 (01) :139-152
[5]
Bulpitt Christopher J, 2009, Curr Aging Sci, V2, P193
[6]
Physiological regulatory networks: ecological roles and evolutionary constraints [J].
Cohen, Alan A. ;
Martin, Lynn B. ;
Wingfield, John C. ;
McWilliams, Scott R. ;
Dunne, Jennifer A. .
TRENDS IN ECOLOGY & EVOLUTION, 2012, 27 (08) :428-435
[7]
BIOMARKERS RELATED TO AGING IN HUMAN POPULATIONS [J].
Crimmins, Eileen ;
Vasunilashorn, Sarinnapha ;
Kim, Jung Ki ;
Alley, Dawn .
ADVANCES IN CLINICAL CHEMISTRY, VOL 46, 2008, 46 :161-216
[8]
Age differences in allostatic load: an index of physiological dysregulation [J].
Crimmins, EM ;
Johnston, M ;
Hayward, M ;
Seeman, T .
EXPERIMENTAL GERONTOLOGY, 2003, 38 (07) :731-734
[9]
The Mahalanobis distance [J].
De Maesschalck, R ;
Jouan-Rimbaud, D ;
Massart, DL .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 50 (01) :1-18
[10]
Telomere length and anaemia in old age: results from the Newcastle 85-plus Study* and the Leiden 85-plus Study [J].
Den Elzen, Wendy P. J. ;
Martin-Ruiz, Carmen ;
von Zglinicki, Thomas ;
Westendorp, Rudi G. J. ;
Kirkwood, Thomas B. L. ;
Gussekloo, Jacobijn .
AGE AND AGEING, 2011, 40 (04) :494-500