ArticleThe journals of gerontology. Series A, Biological sciences and medical sciences2022
Conceptual and Analytical Overlap Between Allostatic Load and Systemic Biological Aging Measures: Analyses From the National Survey of Midlife Development in the United States.
Article in The journals of gerontology. Series A, Biological sciences and medical sciences, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed, 22 citations in OpenAlex.
- Physiological Age and Homeostatic Dysregulation Following Child Maltreatment in Youth.Molecular psychiatry · 2026Article
- A systematic review and empiric examination of the conceptual and analytic overlap between allostatic load and multimorbidity.SSM - population health · 2026Article
- A new framework for facial age estimation in humans and AIs.Scientific reports · 2026Article
- Integration of lung function in allostatic load scoring and its impact on mortality prediction.Scientific reports · 2026Article
- Dietary Factors Drive Volatile Organic Compound Exposure and Modulate Its Impact on Multi-Dimensional Biological Aging.Food science & nutrition · 2026Article
- Factors Associated With Physiological Dysregulation Among US Adults Aged 45 Years and Older: A Nationally Representative Study.Journal of aging research · 2026Article
- Molecular markers, mechanisms and metrics of biological aging: a scoping review.Frontiers in aging · 2026Review
- Spouses' Individual and Shared Cumulative Risk: Implications for Functional Health and Longevity in Older Adulthood.American journal of preventive medicine · 2025Article
- Vascular-related biological stress, DNA methylation, allostatic load and domain-specific cognition: an integrated machine learning and causal inference approach.BMC neurology · 2025Article
- Aging dimensions and markers as relative predictors of mortality in a longitudinal epidemiological sample.PloS one · 2025Article
- Advancing the allostatic load model in military training research: from theory to application.Frontiers in physiology · 2025Review
- Clinical biomarker-based biological age predicts deaths in Brazilian adults: the ELSA-Brasil study.GeroScience · 2024Article
- Life course socioeconomic status, chronic pain, and the mediating role of allostatic load: findings from the midlife in the United States.Frontiers in public health · 2024Article
- Editorial: New insights on the relationship between neuroplasticity, genetic endophenotypes, and psychiatric disorders throughout aging and in the elderly population.Frontiers in psychiatry · 2024Article
- Progress in the study of aging marker criteria in human populations.Frontiers in public health · 2024Review
- Associations between childhood maltreatment and physiological dysregulation in adulthood: Methodological decisions and implications.Child abuse & neglect · 2023Article
- Review
- All-Subset Analysis Improves the Predictive Accuracy of Biological Age for All-Cause Mortality in Chinese and U.S. Populations.The journals of gerontology. Series A, Biological sciences and medical sciences · 2022Article
- Allostatic load as predictor of mortality: a cohort study from Lolland-Falster, Denmark.BMJ open · 2022Article
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
backgroundIndices quantifying allostatic load (AL) and biological aging (BA) have independently received widespread use in epidemiological literature. However, little attention has been paid to their conceptual and quantitative overlap. By reviewing literature utilizing measures of AL and BA, and conducting comparative analysis, we highlight similarities and differences in biological markers employed and approach toward scale construction. Further, we outline opportunities where both types of indices might be improved by adopting methodological features of the other.
methodsUsing data from the National Survey of Midlife Development in the United States (N = 2055, age = 26-86), we constructed 3 AL indices: 1 common literature standard and 2 alternative formulations informed by previous work with measures of BA. The performance of AL indices was juxtaposed against 2 commonly employed BA indices: Klemera-Doubal Method Biological Age and Homeostatic Dysregulation.
resultsAll indices correlated with chronological age. Participants with higher AL and older BA performed worse on tests of physical and subjective functioning. Further, participants with increased life-course risk exposure exhibited higher AL and BA. Notably, alternative AL formulations tended to exhibit effect sizes equivalent to or larger than those observed for BA measures, and displayed superior mortality prediction.
conclusionsIn addition to their conceptual similarity, AL and BA indices also exhibit significant analytical similarity. Further, BA measures are robust to construction using a panel of biomarkers not observed in previous iterations, including carotenoids indexing antioxidant capacity. In turn, AL indices could benefit by adopting the methodological rigor formalized within BA composites, such as applying biomarker down-selection criteria.
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