| Predicted Trait | |
| Reported Trait | HDL cholesterol | 
| Mapped Trait(s) | high density lipoprotein cholesterol measurement (EFO_0004612) | 
| Additional Trait Information | Phenotype defined in GLGC. Please refer the paper for more details. | 
| Score Construction | |
| PGS Name | HDL_SAS_weighted_lassosum2 | 
| Development Method | |
| Name | weighted_lassosum2 | 
| Parameters | Linearly combines the corresponding single-ancestry lassosum2 trained from all five populations AFR, AMR, EAS, EUR, and SAS. Weights are estimated using individual data from the target population. | 
| Variants | |
| Original Genome Build | GRCh37 | 
| Number of Variants | 291,154 | 
| Effect Weight Type | beta | 
| PGS Source | |
| PGS Catalog Publication (PGP) ID | PGP000595 | 
| Citation (link to publication) | Zhang J et al. Nat Commun (2024) | 
| Ancestry Distribution | |
| Source of Variant Associations (GWAS)  | |
| Score Development/Training | South Asian: 100% 4,683 individuals (100%)  | 
| PGS Evaluation | South Asian: 100% 1 Sample Sets  | 
| Study Identifiers | Sample Numbers | Sample Ancestry | Cohort(s) | 
|---|---|---|---|
Europe PMC: 34887591  | 
                        
                            1,179,560 individuals | European, African American or Afro-Caribbean, Hispanic or Latin American, East Asian, South Asian | GLGC | 
| 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 | 
|---|---|---|---|---|---|---|---|---|
| — | 4,683 individuals,  53.0 % Male samples  | 
                        
                            South Asian | UKB | — | Mean = 53.37 years Sd = 8.43 years  | 
                        
                            — | — | — | 
| 
                          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  | 
                    
                    
|---|---|---|---|---|---|---|---|---|
| PPM020820 | PSS011427| South Asian Ancestry| 4,702 individuals  | 
                        
                            PGP000595 | Zhang J et al. Nat Commun (2024)  | 
                        
                            Reported Trait: HDL cholesterol | — | — | adjusted R2: 0.1423 | — | — | 
| 
                          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 | 
|---|---|---|---|---|---|---|---|---|
| PSS011427 | — | — | 4,702 individuals,  53.0 % Male samples  | 
                        
                            Mean = 53.37 years Sd = 8.43 years  | 
                        
                            South Asian | — | UKB | — |