
SPECIALTY TOPICS · RESEARCH
The Longevity Research Evidence Landscape
A plain map of the kinds of studies behind longevity claims, from cells and mice to large trials, what each can and cannot show, and how evidence labels work on this site.
Content last updated . This page has not been medically reviewed.
Back to Longevity and Healthy Aging: What the Evidence SupportsAging itself is described by the World Health Organization as the result of molecular and cellular damage building up over time, leading to a gradual decrease in physical and mental capacity and a growing risk of disease. [1] The field that studies how to modify those processes is called geroscience. [2] A 2025 review in JAMA said the potential health benefits of reducing senescent cells in humans remain unclear, although in animal models reducing those cells extended lifespan. [3]
The evidence ladder
| Study type | What it can show | Main limit | Longevity example |
|---|---|---|---|
| Cells in a dish | How a pathway behaves | Not a living body | Senescence markers [4] |
| Animal studies | Whether lifespan or disease changes in that species | May not carry over to people | Mouse lifespan programs [5] |
| Observational studies | Patterns in people over time | Association is not cause | Physical activity cohorts [6] |
| Randomized trials | Whether an intervention changes an outcome in people | Often short, small or marker-based | Calorie restriction trial [7] |
| Systematic reviews | A structured summary of many studies | Only as good as the studies | Antioxidant vitamin review [8] |
Animals: useful, but not proof for people
The National Institute on Aging runs the Interventions Testing Program, which is designed to identify agents that extend lifespan and healthspan in mice. It tests in genetically varied mice at three sites. [5] In one report, rapamycin fed late in life lengthened median and maximum lifespan in mice at three independent sites. [9] That is a mouse result. A review of cancer research found the average rate of successful translation from animal models to clinical trials was under 8%, a reminder that animal findings often fail to carry over, though that figure comes from cancer and not from aging research. [10] Label for people: preclinical (cells/animals only).Observational studies: patterns, not proof
Observational studies do not test an intervention. They watch groups of people and compare them over time. [11] A pooled analysis of 94 cohorts with over 30 million participants found higher physical activity was associated with lower risk of death and disease. [6] People who exercise may differ from others in other ways, so the result is an association. Even so, the pattern is consistent, which is why activity is one of the better supported habits.Trials: the strongest design, with their own limits
Clinical trials test a medical, surgical or behavioral intervention in people. [11] In the CALERIE trial, 218 adults aged 21 to 51 were randomized to aim for 25% calorie restriction or usual eating for two years. The authors reported larger decreases in cardiometabolic risk factors in the restriction group without adverse effects on quality of life, and said the findings suggest potential benefits that need further human studies. [7] The trial measured risk factors, not how long people lived.A trial can also show no benefit. In ASPREE, 19,114 healthy older adults were randomized to aspirin or placebo. Aspirin did not prolong disability-free survival over about five years and caused more major bleeding. [12]
Small early trials are common in this field. An open-label phase 1 pilot of dasatinib plus quercetin had nine participants and looked at cell markers. [13] Its authors reported that patents on senolytic drugs are held by Mayo Clinic, which is why funding and conflicts of interest are part of reading any study. [13]
Markers versus outcomes
A surrogate endpoint is a trial endpoint used as a substitute for a direct measure of how a patient feels, functions or survives. [14] Many aging studies report markers such as DNA methylation clocks. DunedinPACE, for example, was associated with illness, disability and death in its development study. [15] But a 2024 review said no consensus exists on how biomarkers of aging should be validated before clinical use. [16] A change in a marker is not a change in health. See Surrogate Endpoints and Aging Biomarkers in Trials.Evidence labels used on this site
- Approved medicine: a regulator has approved it, and the page names the regulator and the approved condition.
- Established: consistent, strong evidence in people.
- Promising but limited: early human data, small, short or marker-based.
- Mixed: studies disagree.
- Insufficient evidence: too little to judge.
- Preclinical (cells/animals only): no human outcome data.
- No good evidence of benefit and evidence of harm: trials found no gain or found damage.
- Marketing claim: a statement from sellers, not a study.
Where we looked and found nothing usable, the page says Proper evidence not found and names what was checked. Fuller notes are on How We Label Evidence in Longevity Research.
Examples of labels in practice
| Topic | What the human evidence is | Label |
|---|---|---|
| Regular physical activity | Large cohorts: lower risk of death | Established (observational) |
| Calorie restriction | Two-year trial improved risk factors; lifespan untested | Promising but limited |
| Antioxidant vitamins | Beta carotene, vitamin A and vitamin E may increase mortality in lower-bias trials [8] | Evidence of harm for some |
| Rapamycin for aging | Mouse lifespan gains; a 48-week human trial did not change its main outcome [17] | Insufficient evidence |
| Aspirin in healthy older adults | No gain in disability-free survival, more bleeding | No good evidence of benefit |
Frequently asked questions
Does a lifespan result in mice mean a treatment works in people?
No. Mouse studies show what happened in that species and setting. The National Institute on Aging program tests mice, not people. [5] A review of cancer research found under 8% average translation from animal models to clinical trials, a figure that comes from cancer and not aging. [10] Treat such results as preclinical.
Is an observational study useless?
No, but it shows association, not cause. Observational studies watch people without testing an intervention. [11] They can point to what is worth testing in trials, and large cohort patterns on physical activity are consistent. [6]
Why do so many aging studies measure markers instead of lifespan?
Lifespan studies in people would take decades. Markers are faster, but a surrogate endpoint only substitutes for a direct measure of how a person feels, functions or survives. [14] Experts still disagree on how to validate aging biomarkers. [16]
Can a trial in older adults show harm?
Yes. In ASPREE, aspirin did not prolong disability-free survival and led to a higher rate of major bleeding than placebo. [12] A review of antioxidant supplement trials found that beta carotene, vitamin A and vitamin E may increase mortality. [8]
Is aging an approved medical indication?
This page did not read a regulator statement on that question. See Is Aging a Disease? Regulation and Aging as an Indication for what regulator pages say.
More details: evidence, limits and cautions
The details behind this page: cautions, limits of the evidence and where sources disagree. Open any note to read it.
Safety and next steps
Reading studies does not replace medical advice. Medicines studied in aging research, including those mentioned here, are described only through trials and labels. Do not start, stop or change any medicine or supplement because of a study; talk with your prescriber or pharmacist, and see How Interactions Work. For practical healthy-aging habits, see Healthy Aging. To read studies yourself, use How to Find Longevity Studies and Trial Records, and for terms, the Longevity and Aging Research Glossary. A walk through study types is on Reading Longevity Studies, and the human evidence summary is on Longevity Interventions: What Human Evidence Exists.
References
- World Health Organization. Ageing and health, fact sheet, 1 October 2025. Read 2026-10-22.
- Kennedy BK et al. Geroscience: linking aging to chronic disease. Cell 2014. PubMed 25417146. Read 2026-10-22.
- Kritchevsky SB, Cummings SR. Geroscience: a translational review. JAMA 2025. PubMed 40773213. Read 2026-10-22.
- Gorgoulis V et al. Cellular senescence: defining a path forward. Cell 2019. PubMed 31675495. Read 2026-10-22.
- National Institute on Aging. Interventions Testing Program (ITP). Read 2026-10-22.
- Non-occupational physical activity and risk of cardiovascular disease, cancer and mortality outcomes: a dose-response meta-analysis of large prospective studies. Br J Sports Med 2023. PubMed 36854652. Read 2026-10-22.
- Ravussin E et al. A 2-year randomized controlled trial of human caloric restriction. J Gerontol A 2015. PubMed 26187233. Read 2026-10-22.
- Bjelakovic G et al. Mortality in randomized trials of antioxidant supplements for primary and secondary prevention. JAMA 2007. PubMed 17327526. Read 2026-10-22.
- Harrison DE et al. Rapamycin fed late in life extends lifespan in genetically heterogeneous mice. Nature 2009. PubMed 19587680. Read 2026-10-22.
- Mak IW, Evaniew N, Ghert M. Lost in translation: animal models and clinical trials in cancer treatment. Am J Transl Res 2014. PubMed 24489990. Read 2026-10-22.
- National Institute on Aging. What Are Clinical Trials and Studies?. Read 2026-10-22.
- McNeil JJ et al. Effect of aspirin on disability-free survival in the healthy elderly (ASPREE). N Engl J Med 2018. PubMed 30221596. Read 2026-10-22.
- Hickson LJ et al. Senolytics decrease senescent cells in humans: preliminary report from a clinical trial of dasatinib plus quercetin in individuals with diabetic kidney disease. EBioMedicine 2019. PubMed 31542391. Read 2026-10-22.
- U.S. Food and Drug Administration. Surrogate Endpoint Resources for Drug and Biologic Development. Read 2026-10-22.
- Belsky DW et al. DunedinPACE, a DNA methylation biomarker of the pace of aging. eLife 2022. PubMed 35029144. Read 2026-10-22.
- Moqri M et al. Validation of biomarkers of aging. Nat Med 2024. PubMed 38355974. Read 2026-10-22.
- Moel M et al. Influence of rapamycin on safety and healthspan metrics after one year: PEARL trial results. Aging 2025. PubMed 40188830. Read 2026-10-22.