"Physiological Dysregulation" as a Promising Measure of Robustness and Resilience in Studies of Aging and a New Indicator of Preclinical Disease
- PMID: 29939206
- PMCID: PMC6417443
- DOI: 10.1093/gerona/gly136
"Physiological Dysregulation" as a Promising Measure of Robustness and Resilience in Studies of Aging and a New Indicator of Preclinical Disease
Abstract
Recently suggested novel implementation of the statistical distance measure (DM) for evaluating "physiological dysregulation" (PD) in aging individuals (based on measuring deviations of multiple biomarkers from baseline or normal physiological states) allows reducing high-dimensional biomarker space into a single PD estimate. Here we constructed DM using biomarker profiles from FRAMCOHORT (Framingham Heart Study) and CHS (Cardiovascular Health Study) Research Materials obtained from the NHLBI Biologic Specimen and Data Repository Information Coordinating Center, and estimated effect of PD on total survival, onset of unhealthy life (proxy for "robustness") and survival following the onset of unhealthy life (proxy for "resilience"). We investigated relationships between PD and declines in stress resistance and adaptive capacity not directly observed in data. PD was more strongly associated with the onset of unhealthy life than with survival after disease suggesting that declines in robustness and resilience with age may have overlapping as well as distinct mechanisms. We conclude that multiple deviations of physiological markers from their normal states (reflected in higher PD) may contribute to increased vulnerability to many diseases and precede their clinical manifestation. This supports potential use of PD in health care as a preclinical indicator of transition from healthy to unhealthy state.
Keywords: Biodemography; Biomarkers; Health; Longevity; Mahalanobis distance.
© The Author(s) 2018. Published by Oxford University Press on behalf of The Gerontological Society of America.
Figures

Similar articles
-
Composite Measure of Physiological Dysregulation as a Predictor of Mortality: The Long Life Family Study.Front Public Health. 2020 Mar 6;8:56. doi: 10.3389/fpubh.2020.00056. eCollection 2020. Front Public Health. 2020. PMID: 32211364 Free PMC article.
-
A Random Forest-Induced Distance-Based Measure of Physiologic al Dysregulation.Curr Aging Sci. 2017;10(4):270-281. doi: 10.2174/1874609810666170117155756. Curr Aging Sci. 2017. PMID: 28103780
-
Longitudinal analysis of blood markers reveals progressive loss of resilience and predicts human lifespan limit.Nat Commun. 2021 May 25;12(1):2765. doi: 10.1038/s41467-021-23014-1. Nat Commun. 2021. PMID: 34035236 Free PMC article.
-
Decline in biological resilience as key manifestation of aging: Potential mechanisms and role in health and longevity.Mech Ageing Dev. 2021 Mar;194:111418. doi: 10.1016/j.mad.2020.111418. Epub 2020 Dec 16. Mech Ageing Dev. 2021. PMID: 33340523 Free PMC article. Review.
-
Stress biology and aging mechanisms: toward understanding the deep connection between adaptation to stress and longevity.J Gerontol A Biol Sci Med Sci. 2014 Jun;69 Suppl 1(Suppl 1):S10-6. doi: 10.1093/gerona/glu055. J Gerontol A Biol Sci Med Sci. 2014. PMID: 24833580 Free PMC article. Review.
Cited by
-
Measurements of damage and repair of binary health attributes in aging mice and humans reveal that robustness and resilience decrease with age, operate over broad timescales, and are affected differently by interventions.Elife. 2022 Nov 21;11:e77632. doi: 10.7554/eLife.77632. Elife. 2022. PMID: 36409200 Free PMC article.
-
Composite Measure of Physiological Dysregulation as a Predictor of Mortality: The Long Life Family Study.Front Public Health. 2020 Mar 6;8:56. doi: 10.3389/fpubh.2020.00056. eCollection 2020. Front Public Health. 2020. PMID: 32211364 Free PMC article.
-
Greater tree cover near residence is associated with reduced allostatic load in residents of central North Carolina.Environ Res. 2020 Jul;186:109435. doi: 10.1016/j.envres.2020.109435. Epub 2020 Apr 7. Environ Res. 2020. PMID: 32315826 Free PMC article.
-
Methods for joint modelling of longitudinal omics data and time-to-event outcomes: Applications to lysophosphatidylcholines in connection to aging and mortality in the Long Life Family Study.medRxiv [Preprint]. 2024 Jul 30:2024.07.29.24311176. doi: 10.1101/2024.07.29.24311176. medRxiv. 2024. Update in: Aging (Albany NY). 2025 May 27;17(5):1221-1260. doi: 10.18632/aging.206259. PMID: 39132492 Free PMC article. Updated. Preprint.
-
Multi-system physiological dysregulation and ageing in a subsistence population.Philos Trans R Soc Lond B Biol Sci. 2020 Nov 9;375(1811):20190610. doi: 10.1098/rstb.2019.0610. Epub 2020 Sep 21. Philos Trans R Soc Lond B Biol Sci. 2020. PMID: 32951553 Free PMC article.
References
-
- Crimmins EM, Johnston M, Hayward M, Seeman T. Age differences in allostatic load: an index of physiological dysregulation. Exp Gerontol. 2003;38:731–734. - PubMed
Publication types
MeSH terms
Substances
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical
Molecular Biology Databases