Predicted Trait | |
Reported Trait | Cholesterol [mmol/L] (statin adjusted) |
Mapped Trait(s) | total cholesterol measurement (EFO_0004574) |
Score Construction | |
PGS Name | snpnet.Cholesterol_adjstatins |
Development Method | |
Name | snpnet |
Parameters | 1,080,968 variants as input (directly genotyped variants, imputed HLA allelotypes, and CNVs) |
Variants | |
Original Genome Build | hg19 |
Number of Variants | 17,204 |
Effect Weight Type | beta |
PGS Source | |
PGS Catalog Publication (PGP) ID | PGP000128 |
Citation (link to publication) | Sinnott-Armstrong N et al. Nat Genet (2021) |
Ancestry Distribution | |
Score Development/Training | European: 100% 255,256 individuals (100%) |
PGS Evaluation | European: 50% African: 16.7% East Asian: 16.7% South Asian: 16.7% 12 Sample Sets |
Study Identifiers | Sample Numbers | Sample Ancestry | Cohort(s) | Phenotype Definitions & Methods | Age of Study Participants | Participant Follow-up Time | Additional Ancestry Description | Additional Sample/Cohort Information |
---|---|---|---|---|---|---|---|---|
Europe PMC: 10.1038/s41588-020-00757-z |
223,327 individuals | European (British) |
UKB | — | — | — | — | Training |
Europe PMC: 10.1038/s41588-020-00757-z |
31,929 individuals | European (British) |
UKB | — | — | — | — | Validation |
PGS Performance Metric ID (PPM) |
PGS Sample Set ID (PSS) |
Performance Source | Trait |
PGS Effect Sizes (per SD change) |
Classification Metrics | Other Metrics | Covariates Included in the Model |
PGS Performance: Other Relevant Information |
---|---|---|---|---|---|---|---|---|
PPM001405 | PSS000662| African Ancestry| 6,014 individuals |
PGP000128 | Sinnott-Armstrong N et al. Nat Genet (2021) |
Reported Trait: Cholesterol [mmol/L] (statin adjusted) | — | — | R²: 0.1282 Spearman's ρ: 0.26 |
Age, sex, PCs(1-40) | — |
PPM001440 | PSS000663| East Asian Ancestry| 1,082 individuals |
PGP000128 | Sinnott-Armstrong N et al. Nat Genet (2021) |
Reported Trait: Cholesterol [mmol/L] (statin adjusted) | — | — | R²: 0.17187 Spearman's ρ: 0.314 |
Age, sex, PCs(1-40) | — |
PPM001475 | PSS000664| European Ancestry| 23,581 individuals |
PGP000128 | Sinnott-Armstrong N et al. Nat Genet (2021) |
Reported Trait: Cholesterol [mmol/L] (statin adjusted) | — | — | R²: 0.26423 Spearman's ρ: 0.421 |
Age, sex, PCs(1-40) | — |
PPM001510 | PSS000665| South Asian Ancestry| 7,336 individuals |
PGP000128 | Sinnott-Armstrong N et al. Nat Genet (2021) |
Reported Trait: Cholesterol [mmol/L] (statin adjusted) | — | — | R²: 0.1266 Spearman's ρ: 0.3 |
Age, sex, PCs(1-40) | — |
PPM001545 | PSS000666| European Ancestry| 63,794 individuals |
PGP000128 | Sinnott-Armstrong N et al. Nat Genet (2021) |
Reported Trait: Cholesterol [mmol/L] (statin adjusted) | — | — | R²: 0.26395 Spearman's ρ: 0.429 |
Age, sex, PCs(1-40) | — |
PPM001574 | PSS000798| European Ancestry| 2,004 individuals |
PGP000128 | Sinnott-Armstrong N et al. Nat Genet (2021) |
Reported Trait: Cholesterol [mmol/L] (statin adjusted) | — | — | Spearman's ρ: 0.173 | Age, sex | — |
PPM001573 | PSS000797| European Ancestry| 2,129 individuals |
PGP000128 | Sinnott-Armstrong N et al. Nat Genet (2021) |
Reported Trait: Cholesterol [mmol/L] (statin adjusted) | — | — | Spearman's ρ: 0.184 | Age, sex | — |
PPM007310 | PSS007126| African Ancestry| 6,097 individuals |
PGP000244 | Tanigawa Y et al. PLoS Genet (2022) |Ext. |
Reported Trait: Cholesterol | — | — | R²: 0.04241 [0.03283, 0.052] Incremental R2 (full-covars): 0.03032 PGS R2 (no covariates): 0.05951 [0.04835, 0.07066] |
age, sex, UKB array type, Genotype PCs | — |
PPM007311 | PSS007127| East Asian Ancestry| 1,616 individuals |
PGP000244 | Tanigawa Y et al. PLoS Genet (2022) |Ext. |
Reported Trait: Cholesterol | — | — | R²: 0.06535 [0.04271, 0.08799] Incremental R2 (full-covars): 0.03188 PGS R2 (no covariates): 0.07616 [0.052, 0.10032] |
age, sex, UKB array type, Genotype PCs | — |
PPM007312 | PSS007128| European Ancestry| 23,774 individuals |
PGP000244 | Tanigawa Y et al. PLoS Genet (2022) |Ext. |
Reported Trait: Cholesterol | — | — | R²: 0.07903 [0.0726, 0.08546] Incremental R2 (full-covars): 0.04607 PGS R2 (no covariates): 0.10696 [0.0997, 0.11421] |
age, sex, UKB array type, Genotype PCs | — |
PPM007313 | PSS007129| South Asian Ancestry| 7,426 individuals |
PGP000244 | Tanigawa Y et al. PLoS Genet (2022) |Ext. |
Reported Trait: Cholesterol | — | — | R²: 0.05766 [0.04764, 0.06768] Incremental R2 (full-covars): 0.02119 PGS R2 (no covariates): 0.04196 [0.03327, 0.05065] |
age, sex, UKB array type, Genotype PCs | — |
PPM007314 | PSS007130| European Ancestry| 64,473 individuals |
PGP000244 | Tanigawa Y et al. PLoS Genet (2022) |Ext. |
Reported Trait: Cholesterol | — | — | R²: 0.07898 [0.07507, 0.08288] Incremental R2 (full-covars): 0.04327 PGS R2 (no covariates): 0.09873 [0.09445, 0.103] |
age, sex, UKB array type, Genotype PCs | — |
PGS Sample Set ID (PSS) |
Phenotype Definitions and Methods | Participant Follow-up Time | Sample Numbers | Age of Study Participants | Sample Ancestry | Additional Ancestry Description | Cohort(s) | Additional Sample/Cohort Information |
---|---|---|---|---|---|---|---|---|
PSS000662 | — | — | 6,014 individuals | — | African unspecified | — | UKB | — |
PSS000663 | — | — | 1,082 individuals | — | East Asian | — | UKB | — |
PSS000664 | — | — | 23,581 individuals | — | European | Non-British White | UKB | — |
PSS000665 | — | — | 7,336 individuals | — | South Asian | — | UKB | — |
PSS000666 | — | — | 63,794 individuals | — | European (British) |
— | UKB | — |
PSS000797 | — | — | 2,129 individuals | — | European | Participants self-identifying as white | MESA | — |
PSS000798 | — | — | 2,004 individuals | — | European | Participants self-identifying as white | MESA | — |
PSS007126 | — | — | 6,097 individuals | — | African unspecified | — | UKB | — |
PSS007127 | — | — | 1,616 individuals | — | East Asian | — | UKB | — |
PSS007128 | — | — | 23,774 individuals | — | European | non-white British ancestry | UKB | — |
PSS007129 | — | — | 7,426 individuals | — | South Asian | — | UKB | — |
PSS007130 | — | — | 64,473 individuals | — | European | white British ancestry | UKB | Testing cohort (heldout set) |