Predicted Trait | |
Reported Trait | Type 2 diabetes |
Mapped Trait(s) | type 2 diabetes mellitus (MONDO_0005148) |
Additional Trait Information | UK Biobank codes: non-cancer codes: 1223; ICD9: 25000, 25002, 25010, 25012, 25020, 25022, 25030, 25032, 25040, 25042, 25050, 25052, 25060, 25062, 25070, 25072, 25080, 25082, 25090, 25092; ICD10: E11,E110-E119 |
Score Construction | |
PGS Name | t2d_3 |
Development Method | |
Name | LASSO |
Parameters | To reduce the number of candidate SNPs to a computationally feasible set, a gwas was performed on the raw phenotype and the 50,000 snps with smallest p-value were retained. The raw phenotype was regressed on age, sex, and the top 20 UK Biobank PCs and a residual phenotype was then built. The LASSO model was trained using these 50k SNPs and the adjusted phenotype. |
Variants | |
Original Genome Build | GRCh37 |
Number of Variants | 8,154 |
Effect Weight Type | beta |
PGS Source | |
PGS Catalog Publication (PGP) ID | PGP000520 |
Citation (link to publication) | Raben TG et al. Sci Rep (2023) |
Ancestry Distribution | |
Score Development/Training | European: 100% 200,000 individuals (100%) |
PGS Evaluation | European: 100% 1 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 |
---|---|---|---|---|---|---|---|---|
— | [ ,
47.1 % Male samples |
European | NR | UK Biobank codes: non-cancer codes: 1223; ICD9: 25000, 25002, 25010, 25012, 25020, 25022, 25030, 25032, 25040, 25042, 25050, 25052, 25060, 25062, 25070, 25072, 25080, 25082, 25090, 25092; ICD10: E11,E110-E119 | — | used UK self report 'white' category and then used an adjusted phenotype that includes a regression on the top 20 PCs | — |
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 |
---|---|---|---|---|---|---|---|---|
PPM020116 | PSS011296| European Ancestry| 45,334 individuals |
PGP000520 | Raben TG et al. Sci Rep (2023) |
Reported Trait: Type 2 diabetes | — | AUROC: 0.69959 | — | year of birth, sex | — |
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 |
---|---|---|---|---|---|---|---|---|
PSS011296 | 22,667 sibling pairs | — | 45,334 individuals | — | European | — | UKB | — |