ArticleInternal and emergency medicine2023
Biological age is superior to chronological age in predicting hospital mortality of the critically ill.
Article in Internal and emergency medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers.
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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.
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Who cites it
41 citing papers in PubMed, 48 citations in OpenAlex.
- Natural Histidine Derivatives-From Basic Research to Potential Applications in Cosmetics and Nutricosmetics.Antioxidants (Basel, Switzerland) · 2026Review
- A hybrid multi-criteria decision-making framework for prioritising clinical determinants of medical futility in the intensive care unit.Journal of intensive care · 2026Article
- Integrating biological aging into clinical practice: a review and path forward for precision longevity medicine.GeroScience · 2026Review
- Article
- Accelerated Biological Aging, Neurodegenerative Disease, and Mortality in Cardiovascular Disease Patients: Mediation and Modification Analysis.CNS neuroscience & therapeutics · 2026Article
- Deciphering the obesity paradox in phenotypic age acceleration through thyroid hormone sensitivity: results from NHANES 2007-2010.Hormones (Athens, Greece) · 2026Article
- Malnutrition Screening Tools for Geriatric Patients Presenting to Emergency Department: Agreement and Prognostic Utility for Hospital Admission and Length of Stay.Healthcare (Basel, Switzerland) · 2026Article
- Determinants of Early Quality-of-Life Improvement After Open Abdominal Wall Eventration Repair: A Large Single-Center Cohort Study Using the EuraHS-QoL Score.Journal of clinical medicine · 2026Article
- Editorial: The Quest for Biomarkers of Biological Age and Longevity Identifies Roles for Small Noncoding RNAs, Including PIWI-Interacting RNAs.Medical science monitor : international medical journal of experimental and clinical research · 2026Article
- Promoting the Concept Healthy Ageing for Use in Gerontological Health and Social Care Policy and Practice.Journal of clinical nursing · 2026Review
- Beyond the calendar: biologic age as a missing vital sign in chronic kidney disease.Clinical kidney journal · 2026Article
- Associations between phenotypic age and carotid atherosclerosis among the general population: evidence from a multi-stage study.BMC cardiovascular disorders · 2026Article
- Article
- Association between the newly introduced Diet Index for Gut Microbiota (DI-GM) and stroke prevalence: potential indirect associations via phenotypic age and body mass index (BMI).Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2026Article
- Multimodal Ageing Biomarkers and Plasma Proteomic Signatures Associated with All-Cause Mortality.medRxiv : the preprint server for health sciences · 2026Article
- The age paradox in post-infectious sequelae: physiological reserve outweighs chronological age in Long COVID susceptibility.medRxiv : the preprint server for health sciences · 2026Article
- Nutritional Strategies and Aging: Current Evidence and Future Directions.Molecules (Basel, Switzerland) · 2026Review
- Acute biological age as a determinant of adverse outcomes requiring hospitalization in Danish emergency department patients.Communications medicine · 2026Article
- Opposite effects of chronic HIV infection and antiretroviral medication on organismal and organ-specific biological aging.Nature communications · 2026Article
- Deep Biological Clocks in Critical Care Medicine: A Scoping Review Toward Translational Precision Care.Journal of personalized medicine · 2026Review
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Biological age is increasingly recognized as being more accurate than chronological age in determining chronic health outcomes. This study assessed whether biological age, assessed on intensive care unit (ICU) admission, can predict hospital mortality. This retrospective cohort study, conducted in a tertiary multidisciplinary ICU in Western Australia, used the Levine PhenoAge model to estimate each patient's biological age (also called PhenoAge). Each patient's PhenoAge was calibrated to generate a regression residual which was equivalent to biological age unexplained by chronological age in the local context. PhenoAgeAccel was a dichotomized measure of the residuals, and its presence suggested that one was biologically older than the corresponding chronological age. Of the 2950 critically ill adult patients analyzed, 291 died (9.9%) before hospital discharge. Both PhenoAge and its residuals (after regressing on chronological age) had a significantly better ability to differentiate between hospital survivors and non-survivors than chronological age (area under the receiver-operating-characteristic curve 0.648 and 0.654 vs. 0.547 respectively). Being phenotypically older than one's chronological age was associated with an increased risk of mortality (PhenoAgeAccel hazard ratio [HR] 1.997, 95% confidence interval [CI] 1.568-2.542; p = 0.001) in a dose-related fashion and did not reach a plateau until at least a 20-year gap. This adverse association remained significant (adjusted HR 1.386, 95% CI 1.077-1.784; p = 0.011) after adjusted for severity of acute illness and comorbidities. PhenoAgeAccel was more prevalent among those with pre-existing chronic cardiovascular disease, end-stage renal failure, cirrhosis, immune disease, diabetes mellitus, or those treated with immunosuppressive therapy. Being phenotypically older than one's chronological age was more common among those with comorbidities, and this was associated with an increased risk of mortality in a dose-related fashion in the critically ill that was not fully explained by comorbidities and severity of acute illness.
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