Overall ranking

Mean rank Lower is better

Arithmetic mean of the selected domain ranks, weighted equally.
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Horvath2 clockLogo of Horvath2 clockMAPLELogo of MAPLEENCen40Logo of ENCen40DNAm GrimAgeLogo of DNAm GrimAgeDNAmFitAgeLogo of DNAmFitAgeZhang (514 CpG)Logo of Zhang (514 CpG)cABECLogo of cABECEnsembleNaiveLogo of EnsembleNaiveDiseaseAge MentalLogo of DiseaseAge MentalDiseaseAge NervousLogo of DiseaseAge NervousPCGrimAgeLogo of PCGrimAgeAltumAgeLogo of AltumAgePipek Retrained HLogo of Pipek Retrained HMskAgeLogo of MskAgeRetro-age V2Logo of Retro-age V2EnsembleLRLogo of EnsembleLRIntrinClockLogo of IntrinClockHan (65 CpG)Logo of Han (65 CpG)iCAS CompositeAgeLogo of iCAS CompositeAgeGP-age (71 CpG)Logo of GP-age (71 CpG)Pipek ElasticNetLogo of Pipek ElasticNetPipek Filtered HLogo of Pipek Filtered HBLUPLogo of BLUPGP-age (10 CpG)Logo of GP-age (10 CpG)GrimAge2Logo of GrimAge221.024.725.926.027.127.328.029.629.732.132.333.133.334.434.635.735.937.138.138.338.438.438.639.940.3

Age prediction accuracy

R-squared Higher is better

R-squared describes how closely clock estimates track chronological age across datasets.
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GOLD-R DNAmAgeLogo of GOLD-R DNAmAgeMAPLELogo of MAPLEBLUPLogo of BLUPeABECLogo of eABECZhang (514 CpG)Logo of Zhang (514 CpG)EnsembleNaiveLogo of EnsembleNaiveABECLogo of ABECcABECLogo of cABECRetro-age V2Logo of Retro-age V2Horvath2 clockLogo of Horvath2 clockPCGrimAgeLogo of PCGrimAgeENCen40Logo of ENCen40DNAmFitAgeLogo of DNAmFitAgeDiseaseAge MentalLogo of DiseaseAge MentalIntrinClockLogo of IntrinClockGP-age (71 CpG)Logo of GP-age (71 CpG)DiseaseAge NervousLogo of DiseaseAge NervousHannum clock (88 CpG)Logo of Hannum clock (88 CpG)AltumAgeLogo of AltumAgeDNAm GrimAgeLogo of DNAm GrimAgeGP-age (30 CpG)Logo of GP-age (30 CpG)MskAgeLogo of MskAgeEnsembleLRLogo of EnsembleLRRetro-age V1Logo of Retro-age V1StocZLogo of StocZ0.980.900.890.890.880.870.860.860.860.850.840.840.820.810.810.810.800.790.780.780.780.770.770.760.76

Disease discrimination

Area Under the Curve Higher is better

Area under the ROC curve for distinguishing disease status across datasets; 0.50 is chance-level discrimination.
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IR mFSSLogo of IR mFSSSystemsAge InflammationLogo of SystemsAge InflammationDiseaseAge GenitourinaryLogo of DiseaseAge GenitourinaryDiseaseAge MusculoskeletalLogo of DiseaseAge MusculoskeletalDiseaseAge InfectiousLogo of DiseaseAge InfectiousDiseaseAge DigestiveLogo of DiseaseAge DigestiveDiseaseAge SystemicLogo of DiseaseAge SystemicDiseaseAge NervousLogo of DiseaseAge NervousCausAgeLogo of CausAgeDiseaseAge MentalLogo of DiseaseAge MentalSystems AgeLogo of Systems AgeSystemsAge HeartLogo of SystemsAge HeartPipek Retrained HLogo of Pipek Retrained HRA mFSSLogo of RA mFSSSystemsAge BrainLogo of SystemsAge BrainDiseaseAge CirculatoryLogo of DiseaseAge CirculatoryDiseaseAge MetabolicLogo of DiseaseAge MetabolicSystemsAge LiverLogo of SystemsAge LiverRetro-age V2Logo of Retro-age V2Han (65 CpG)Logo of Han (65 CpG)Zhang (514 CpG)Logo of Zhang (514 CpG)PCPhenoAgeLogo of PCPhenoAgePCGrimAgeLogo of PCGrimAgeSystemsAge HormoneLogo of SystemsAge HormoneDiseaseAge RespiratoryLogo of DiseaseAge Respiratory0.550.550.540.540.540.540.530.530.530.530.530.530.530.530.530.530.530.530.530.530.530.530.530.520.52

Mortality association

Hazard ratio Higher is better

Sample-count-weighted median dataset-level Cox hazard ratio per 1 SD adjusted age acceleration.
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DNAm GrimAgeLogo of DNAm GrimAgeGrimAge2Logo of GrimAge2SystemsAge InflammationLogo of SystemsAge InflammationSystemsAge BloodLogo of SystemsAge BloodENCen40Logo of ENCen40SystemsAge MetabolicLogo of SystemsAge MetabolicSystemsAge MusculoSkeletalLogo of SystemsAge MusculoSkeletalSystemsAge HeartLogo of SystemsAge HeartPCGrimAgeLogo of PCGrimAgeLin (99 CpG)Logo of Lin (99 CpG)MonoDNAmAgeLogo of MonoDNAmAgeDNAmFitAgeLogo of DNAmFitAgeChildhood CpG clockLogo of Childhood CpG clockiCAS MetabAgeLogo of iCAS MetabAgeGP-age (variant c)Logo of GP-age (variant c)iCAS CompositeAgeLogo of iCAS CompositeAgeEnsembleLRLogo of EnsembleLRcABECLogo of cABECSystems AgeLogo of Systems AgeDNAm PhenoAgeLogo of DNAm PhenoAgeHorvath2 clockLogo of Horvath2 clockWeidner (3 CpG)Logo of Weidner (3 CpG)XAI-AGELogo of XAI-AGEZhang (514 CpG)Logo of Zhang (514 CpG)SystemsAge KidneyLogo of SystemsAge Kidney1.261.251.251.251.241.241.231.221.221.211.211.211.201.191.191.181.161.161.161.161.161.161.151.151.15

Cell-composition influence

Absolute residual shift (years) Lower is better

Mean absolute residual shift after adjusting for seven cell fractions, averaged equally across datasets.
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ENCen100Logo of ENCen100Wu (111 CpG)Logo of Wu (111 CpG)Childhood CpG clockLogo of Childhood CpG clockGOLD-R DNAmAgeLogo of GOLD-R DNAmAgeABECLogo of ABECMAPLELogo of MAPLEiCAS LipidAgeLogo of iCAS LipidAgeeABECLogo of eABECiCAS ImmuneAgeLogo of iCAS ImmuneAgeBLUPLogo of BLUPiCAS ProteinAgeLogo of iCAS ProteinAgecABECLogo of cABECEnsembleLRLogo of EnsembleLRiCAS MetabAgeLogo of iCAS MetabAgeiCAS CompositeAgeLogo of iCAS CompositeAgeiCAS PhenoAgeLogo of iCAS PhenoAgeIntrinClockLogo of IntrinClockHorvath2 clockLogo of Horvath2 clockiCAS DNAmAgeLogo of iCAS DNAmAgeEnsembleNaiveLogo of EnsembleNaiveChildhood SL PCA clockLogo of Childhood SL PCA clockGP-age (71 CpG)Logo of GP-age (71 CpG)Retro-age V2Logo of Retro-age V2AltumAgeLogo of AltumAgeChildhood PCA clockLogo of Childhood PCA clock0.320.620.710.800.870.940.980.991.041.091.091.101.151.191.201.211.221.271.341.371.381.381.391.411.46

Within-person reliability

Mean absolute deviation Lower is better

Mean absolute difference between predicted-age change and elapsed years, averaged equally across datasets.
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BLUPLogo of BLUPMAPLELogo of MAPLEeABECLogo of eABECABECLogo of ABECGOLD-R DNAmAgeLogo of GOLD-R DNAmAgecABECLogo of cABECEnsembleNaiveLogo of EnsembleNaiveHorvath2 clockLogo of Horvath2 clockPCHorvathLogo of PCHorvathPCGrimAgeLogo of PCGrimAgeiCAS DNAmAgeLogo of iCAS DNAmAgeiCAS MetabAgeLogo of iCAS MetabAgeiCAS ProteinAgeLogo of iCAS ProteinAgeIntrinClockLogo of IntrinClockPCHorvath2Logo of PCHorvath2GP-age (71 CpG)Logo of GP-age (71 CpG)MskAgeLogo of MskAgeiCAS CompositeAgeLogo of iCAS CompositeAgeGP-age (30 CpG)Logo of GP-age (30 CpG)EnsembleLRLogo of EnsembleLRAltumAgeLogo of AltumAgeiCAS TransAgeLogo of iCAS TransAgeChildhood CpG clockLogo of Childhood CpG clockiCAS PhenoAgeLogo of iCAS PhenoAgeENCen40Logo of ENCen401.161.271.441.501.561.631.731.831.861.902.002.002.032.112.132.132.232.302.312.372.392.402.412.422.42

Geographic generalizability

Country-balanced MAE (years) Lower is better

Median across countries of within-country median dataset MAE, with equal country weights.
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MAPLELogo of MAPLEBLUPLogo of BLUPRetro-age V2Logo of Retro-age V2eABECLogo of eABECHorvath2 clockLogo of Horvath2 clockcABECLogo of cABECIntrinClockLogo of IntrinClockGP-age (10 CpG)Logo of GP-age (10 CpG)MskAgeLogo of MskAgeGP-age (71 CpG)Logo of GP-age (71 CpG)Pipek ElasticNetLogo of Pipek ElasticNetRetro-age V1Logo of Retro-age V1Pipek Filtered HLogo of Pipek Filtered HHorvath clock (353 CpG)Logo of Horvath clock (353 CpG)Pipek Retrained HLogo of Pipek Retrained HOLS mFSSLogo of OLS mFSSENCen40Logo of ENCen40DNAm GrimAgeLogo of DNAm GrimAgeDiseaseAge MentalLogo of DiseaseAge MentalDNAmFitAgeLogo of DNAmFitAgeAltumAgeLogo of AltumAgeGP-age (30 CpG)Logo of GP-age (30 CpG)Han (65 CpG)Logo of Han (65 CpG)DiseaseAge NervousLogo of DiseaseAge NervousGP-age (variant c)Logo of GP-age (variant c)2.302.872.983.093.243.553.594.234.424.424.514.594.724.754.814.964.974.985.025.035.075.115.145.205.33

Responsiveness to interventions

Direction-aligned age difference (years) Higher is better

Mean direction-aligned adjusted age difference across interventions and exposures, with equal comparison weights and median reference directions.
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Systems AgeLogo of Systems AgeSystemsAge HeartLogo of SystemsAge HeartSystemsAge LungLogo of SystemsAge LungSystemsAge InflammationLogo of SystemsAge InflammationSystemsAge MetabolicLogo of SystemsAge MetabolicSystemsAge LiverLogo of SystemsAge LiverCausAgeLogo of CausAgeSystemsAge KidneyLogo of SystemsAge KidneyRetro-age 450KLogo of Retro-age 450KWeidner (3 CpG)Logo of Weidner (3 CpG)SystemsAge MusculoSkeletalLogo of SystemsAge MusculoSkeletalSystemsAge BloodLogo of SystemsAge BloodSystemsAge HormoneLogo of SystemsAge HormonePCPhenoAgeLogo of PCPhenoAgeDNAm PhenoAgeLogo of DNAm PhenoAgeStocZLogo of StocZSystemsAge ImmuneLogo of SystemsAge ImmuneRetro-age V1Logo of Retro-age V1PCHannumLogo of PCHannumOLS mFSSLogo of OLS mFSSPhysAgeLogo of PhysAgeHRSInCHPhenoAgeLogo of HRSInCHPhenoAgeDiseaseAge CirculatoryLogo of DiseaseAge CirculatoryDamAgeLogo of DamAgeSystemsAge BrainLogo of SystemsAge Brain2.372.171.891.541.461.441.351.331.261.221.211.181.131.111.101.081.081.071.071.061.051.051.031.031.02