Cylon InsightsRESEARCH USE ONLY

Rulers & endpoints

Expert panels, regulators and trial designers do not agree on how to measure aging. Each measure gets one row showing where it stands with each of them, side by side. Nothing is ranked or combined into a score, because that would quietly pick one view as the right one.

11endorsed by the panel, no regulatory standing12regulatory standing, not endorsed for aging40/41no published within-person reliability10.1xmore trials measure function than epigenetic age

The rulers

Every ruler either the expert panel or the regulator names. The union, not the overlap: the rulers only one institution names are the finding. A panel verdict comes from the Perri 2025 Delphi consensus; regulatory standing is read live from the compiled FDA surrogate table, never transcribed.
RulerExpert panelRegulatorTrials measuringCan it measure one person?
Panel-endorsed and regulator-mapped9 rulers
Grip strength / muscle functionendorsedno standing250unknown
Frailty indexendorsedno standing169unknown
Cognitive functionendorsedno standing161unknown
Gait / walking speedendorsedno standing116unknown
Blood pressureendorsedFDA surrogate
validated for Hypertension, Hypotension, Interoperative hemorrhage
41unknown
Inflammatory markers (IL-6, CRP, TNF-alpha)endorsedno standing32unknown
Epigenetic / biological age clockendorsedno standing30cannot detect small change
Deviations of up to 9 years between technical replicates across six prominent clocks.
Fasting / postprandial glucosedeclinedno standing23unknown
Glycated haemoglobin (HbA1c)declinedFDA surrogate
validated for Type 2 diabetes mellitus
19unknown
Panel-evaluated, no canonical endpoint7 rulers
Muscle massendorsedno canonical endpointnot classifiedunknown
Standing balance test (SBT)endorsedno canonical endpointnot classifiedunknown
Timed-Up-and-Go (TUG)endorsedno canonical endpointnot classifiedunknown
Telomere lengthdeclinedno canonical endpointnot classifiedunknown
Cholesteroldeclinedno canonical endpointnot classifiedunknown
Growth-differentiating factor-15 (GDF-15)endorsedno canonical endpointnot classifiedunknown
Insulin-like growth factor 1 (IGF-1)endorsedno canonical endpointnot classifiedunknown
Regulator-mapped, never evaluated for aging25 rulers
Quality of lifenot evaluatedpatient-reported142unknown
Mood / anxiety scalesnot evaluatedpatient-reported131unknown
Adherence / retentionnot evaluatedsafety, no efficacy claim101unknown
Adverse events / tolerabilitynot evaluatedsafety, no efficacy claim84unknown
Body weight / BMInot evaluatedno standing47unknown
All-cause mortality / survivalnot evaluatedthe outcome itself32unknown
Heart ratenot evaluatedFDA surrogate
validated for Supraventricular tachycardia
26unknown
Incident clinical eventnot evaluatedthe outcome itself22unknown
Pharmacokinetics (Cmax / AUC / concentration)not evaluatedexposure, no efficacy claim20unknown
Progression-free survival (PFS)not evaluatedFDA surrogate
validated for Metastatic solid tumors (multiple oncology indications)
14unknown
Serum triglyceridesnot evaluatedFDA surrogate
validated for Hypertriglyceridemia
11unknown
Insulin sensitivity / fasting insulinnot evaluatedno standing9unknown
LDL cholesterolnot evaluatedFDA surrogate
validated for Hypercholesterolemia
8unknown
Maximum tolerated dose (MTD)not evaluatedsafety, no efficacy claim8unknown
Bone mineral densitynot evaluatedFDA surrogate
validated for Osteoporosis
7unknown
Senescent cell burden (p16INK4a)not evaluatedno standing7unknown
NAD+ / NADH concentrationnot evaluatedno standing5unknown
Overall response rate (ORR)not evaluatedFDA surrogate
validated for steroid-refractory acute graft versus host disease (SR-aGvHD)
5unknown
Autophagy / mitophagy fluxnot evaluatedno standing4unknown
Serum uric acidnot evaluatedFDA surrogate
validated for Gout, Supportive cancer care
3unknown
Event-free survival (EFS)not evaluatedFDA surrogate
validated for Cancer: hematological malignancies
2unknown
eGFR / serum creatininenot evaluatedFDA surrogate
validated for Chronic kidney disease
2unknown
Fatigability / physical fatigue scalenot evaluatedpatient-reported1unknown
Haematologic responsenot evaluatedFDA surrogate
validated for Cancer: hematological malignancies
0unknown
Major molecular response (MMR)not evaluatedFDA surrogate
validated for Cancer: hematological malignancies
0unknown
endorsed reached 70% panel agreementdeclined evaluated and did not reach itnot evaluated the panel never considered itnot classified no canonical endpoint, so not countableunknown no published within-person reliability

What the trials measure

Share of 2,715 aging-relevant interventional trials whose registered outcome measures name each endpoint class. Counted on the outcome measures only: widening the search to conditions would catch trials that recruit frail patients, which is a population, not an endpoint. Classes overlap, so these do not sum.
Endpoint classTrialsShare
Physical and cognitive function30211.1%
Frailty index662.4%
Epigenetic / biological age301.1%
Senescence markers150.6%