ReviewFrontiers in public health2023
Progress in biological age research.
Review in Frontiers in public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
36 citing papers in PubMed.
- A novel clinical biomarker-based Physiology Healthy Aging Index and risk of all-cause and cause-specific mortality: A 20-year prospective cohort study.GeroScience · 2026Article
- From the lab to lifestyle: epigenetic clocks in personalized aging and health.Biogerontology · 2026Review
- Accelerated biological aging is associated with faster multimorbidity progression: a UK biobank study.GeroScience · 2026Article
- Hematologic biomarkers of aging (HemeAge) and cardiovascular risk: a machine learning analysis in two cohorts.American journal of preventive cardiology · 2026Article
- Midlife aging and performance study (MAPS): evaluating biological aging through a physical capacity battery.GeroScience · 2026Article
- Histone modification clocks for robust cross-species biological age prediction and elucidating senescence regulation.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Zinc and copper status, biological aging, and mild cognitive impairment: cross-sectional mediation analysis in a high-risk occupational population.BMC public health · 2026Article
- Acute biological age as a determinant of adverse outcomes requiring hospitalization in Danish emergency department patients.Communications medicine · 2026Article
- In Vivo Chemical Reprogramming Is Associated With a Toxic Accumulation of Lipid Droplets Hindering Rejuvenation.Aging cell · 2026Article
- Joint association of serum 25-hydroxyvitamin D concentration and body mass index on the acceleration of clinical biomarker-based biological aging.The journals of gerontology. Series A, Biological sciences and medical sciences · 2026Article
- Subcortical Brain-Age Gaps Reveal Asymmetric Aging Patterns in Parkinson's Disease With Cognitive Impairment.Brain and behavior · 2026Article
- Personalized nutrition for healthy aging: precision diets based on genomic, metabolic, and microbiome profiles.Frontiers in nutrition · 2026Review
- Are we trapped on Earth: space and accelerated ageing.NPJ microgravity · 2025Review
- Association of estimated glucose disposition rate with aging acceleration and mortality risk in individuals with cardiovascular-kidney-metabolic syndrome: evidence from two large national population-based studies.Cardiovascular diabetology · 2025Article
- Pain Resilience and Chronic Low Back Pain Outcomes: The Mediating Role of Pace of Biological Aging.Biological research for nursing · 2025Article
- Implementation of Fully Automated AI-Integrated System for Body Composition Assessment on Computed Tomography for Opportunistic Sarcopenia Screening: Multicenter Prospective Study.JMIR formative research · 2025Article
- Modelling of biological age in stable and acute exacerbations of chronic obstructive pulmonary disease.BMC pulmonary medicine · 2025Article
- The Intersection of Socioeconomic and Environmental Factors in Aging: Insights from a Narrative Review.International journal of environmental research and public health · 2025Review
- Article
- There Are Multiple Clocks That Time Us: Cross-Sectional and Longitudinal Associations Among 14 Alternative Indicators of Age and Aging.The journals of gerontology. Series A, Biological sciences and medical sciences · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
16 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Biological age (BA) is a common model to evaluate the function of aging individuals as it may provide a more accurate measure of the extent of human aging than chronological age (CA). Biological age is influenced by the used biomarkers and standards in selected aging biomarkers and the statistical method to construct BA. Traditional used BA estimation approaches include multiple linear regression (MLR), principal component analysis (PCA), Klemera and Doubal's method (KDM), and, in recent years, deep learning methods. This review summarizes the markers for each organ/system used to construct biological age and published literature using methods in BA research. Future research needs to explore the new aging markers and the standard in select markers and new methods in building BA models.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.