Predicted Trait | |
Reported Trait | Cardiovascular disease |
Mapped Trait(s) | cardiovascular disease (EFO_0000319) |
Score Construction | |
PGS Name | CVD_EJ2020 |
Development Method | |
Name | lassosum |
Parameters | INFO score>0.999; N=1,037,385 variants; s=0.5; lambda=0.00429 |
Variants | |
Original Genome Build | GRCh37 |
Number of Variants | 297,862 |
Effect Weight Type | NR |
PGS Source | |
PGS Catalog Publication (PGP) ID | PGP000054 |
Citation (link to publication) | Elliott J et al. JAMA (2020) |
Study Identifiers | Sample Numbers | Sample Ancestry | Cohort(s) |
---|---|---|---|
GWAS Catalog: GCST003116 Europe PMC: 26343387 |
4,095 individuals | Hispanic or Latin American | 41 cohorts
|
GWAS Catalog: GCST003116 Europe PMC: 26343387 |
11,323 individuals | East Asian | 41 cohorts
|
GWAS Catalog: GCST003116 Europe PMC: 26343387 |
25,557 individuals | South Asian | 41 cohorts
|
GWAS Catalog: GCST003116 Europe PMC: 26343387 |
141,217 individuals | European | 41 cohorts
|
GWAS Catalog: GCST003116 Europe PMC: 26343387 |
2,268 individuals | Greater Middle Eastern (Middle Eastern, North African or Persian) | 40 cohorts
|
GWAS Catalog: GCST003116 Europe PMC: 26343387 |
3,139 individuals | African American or Afro-Caribbean | 41 cohorts
|
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 |
---|---|---|---|---|---|---|---|---|
— | [ ,
68.24 % Male samples |
European, East Asian, South Asian, Asian unspecified, NR | UKB | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 60.0 years | — | 95% European, 0.2% Chinese, 1,4% Indian,0.4%Other Asian, 0.5% Pakistani, 1.1 % Other ancestries | Tuning (Case-Control) Set |
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 |
---|---|---|---|---|---|---|---|---|
PPM000825 | PSS000388| Multi-ancestry (including European)| 204,675 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (under age 55) | — | C-index: 0.66 [0.65, 0.66] | — | age,sex | — |
PPM000826 | PSS000388| Multi-ancestry (including European)| 204,675 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (under age 55) | — | C-index: 0.7 [0.7, 0.71] | — | pooled cohort equations | — |
PPM000828 | PSS000384| Multi-ancestry (including European)| 147,985 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (over age 55) | — | C-index: 0.7 [0.69, 0.71] | — | age,sex | — |
PPM000829 | PSS000384| Multi-ancestry (including European)| 147,985 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (over age 55) | — | C-index: 0.77 [0.76, 0.78] | — | pooled cohort equations | — |
PPM000831 | PSS000392| Multi-ancestry (including European)| 147,363 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (in males) | — | C-index: 0.67 [0.66, 0.67] | — | age,sex | — |
PPM000832 | PSS000392| Multi-ancestry (including European)| 147,363 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (in males) | — | C-index: 0.71 [0.71, 0.72] | — | pooled cohort equations | — |
PPM000834 | PSS000396| Multi-ancestry (including European)| 205,297 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (in females) | — | C-index: 0.69 [0.68, 0.7] | — | age,sex | — |
PPM000835 | PSS000396| Multi-ancestry (including European)| 205,297 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (in females) | — | C-index: 0.74 [0.73, 0.75] | — | pooled cohort equations | — |
PPM000823 | PSS000400| Multi-ancestry (including European)| 352,660 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease | — | C-index: 0.75 [0.75, 0.76] | — | pooled cohort equations | — |
PPM000841 | PSS000402| Multi-ancestry (including European)| 350,730 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease | — | C-index: 0.75 [0.75, 0.76] | — | QRISK3 | — |
PPM000842 | PSS000390| Multi-ancestry (including European)| 203,620 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (over age 55) | — | C-index: 0.7 [0.7, 0.71] | — | QRISK3 | — |
PPM000843 | PSS000386| Multi-ancestry (including European)| 147,110 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (under age 55) | — | C-index: 0.77 [0.76, 0.78] | — | QRISK3 | — |
PPM000844 | PSS000394| Multi-ancestry (including European)| 146,573 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (in males) | — | C-index: 0.71 [0.71, 0.72] | — | QRISK3 | — |
PPM000845 | PSS000398| Multi-ancestry (including European)| 204,157 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (in females) | — | C-index: 0.74 [0.73, 0.75] | — | QRISK3 | — |
PPM000822 | PSS000400| Multi-ancestry (including European)| 352,660 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease | — | C-index: 0.71 [0.71, 0.72] | — | age,sex | — |
PPM000824 | PSS000388| Multi-ancestry (including European)| 204,675 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (under age 55) | — | C-index: 0.56 [0.55, 0.56] | — | — | — |
PPM000827 | PSS000384| Multi-ancestry (including European)| 147,985 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (over age 55) | — | C-index: 0.59 [0.58, 0.61] | — | — | — |
PPM000830 | PSS000392| Multi-ancestry (including European)| 147,363 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (in males) | — | C-index: 0.57 [0.56, 0.57] | — | — | — |
PPM000833 | PSS000396| Multi-ancestry (including European)| 205,297 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease (in females) | — | C-index: 0.56 [0.55, 0.57] | — | — | — |
PPM000821 | PSS000400| Multi-ancestry (including European)| 352,660 individuals |
PGP000054 | Elliott J et al. JAMA (2020) |
Reported Trait: Incident cardiovascular disease | — | C-index: 0.56 [0.56, 0.57] | — | — | — |
PPM017096 | PSS010120| European Ancestry| 4,218 individuals |
PGP000433 | de La Harpe R et al. Eur J Prev Cardiol (2023) |Ext. |
Reported Trait: Atherosclerotic cardiovascular disease (incident and prevalent) | OR: 1.36 [1.21, 1.52] | AUROC: 0.768 [0.743, 0.794] | — | sex, age | — |
PPM017097 | PSS010119| European Ancestry| 3,383 individuals |
PGP000433 | de La Harpe R et al. Eur J Prev Cardiol (2023) |Ext. |
Reported Trait: Incident atherosclerotic cardiovascular disease | HR: 1.3 [1.13, 1.5] | — | — | sex, age, 10 principal components | — |
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 |
---|---|---|---|---|---|---|---|---|
PSS010119 | Atherosclerotic cardiovacular disease (ASCVD), comprising non-fatal acute myocardial infarction, death of cardiovascular origin (comprising sudden death, ischemic death) and fatal and non-fatal ischaemic stroke (including transient ischaemic attack) using relevant medical records and ICD codes. All events were adjudicated by two expert. More details in PMID: 33838036 | Median = [10.7, 14.6] years | [ ,
45.0 % Male samples |
Mean = 52.3 years | European | — | CoLaus | right censored was death or latest evidence of good health, participant with statine therapy at baseline were excluded |
PSS010120 | Atherosclerotic cardiovacular disease (ASCVD), comprising non-fatal acute myocardial infarction, death of cardiovascular origin (comprising sudden death, ischemic death) and fatal and non-fatal ischaemic stroke (including transient ischaemic attack) using relevant medical records and ICD codes. All events were adjudicated by two expert. More details in PMID: 33838036 | Median = [10.6, 14.6] years | [ ,
47.0 % Male samples |
Mean = 53.4 years | European | — | CoLaus | right censored was death or latest evidence of good health |
PSS000384 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[
|
Range = [40.0, 55.0] years | European, African unspecified, NR | 98.3% White European, 1.7% Black/Other | UKB | PCE Prospective Cohort (lipid-lowering treatment performed) |
PSS000386 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[
|
Range = [40.0, 55.0] years | European, South Asian, African American or Afro-Caribbean, African unspecified, East Asian, Asian unspecified | 2,332 Africans, 145 Bangladeshi, 3,165 Carribeans, 1,136 Chinese, 3,790 Indians, 1,258 Other Asians, 1,182 Pakistani, 332,326 White Europeans and Unkown ancestry | UKB | QRISK3 Prospective Cohort/Testing Set (lipid-lowering treatment performed) |
PSS000388 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[
|
Range = [55.0, 69.0] years | European, African unspecified, NR | 98.3% White European, 1.7% Black/Other | UKB | PCE Prospective Cohort (lipid-lowering treatment performed) |
PSS000390 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[
|
Range = [55.0, 69.0] years | European, South Asian, African American or Afro-Caribbean, African unspecified, East Asian, Asian unspecified | 2,332 Africans, 145 Bangladeshi, 3,165 Carribeans, 1,136 Chinese, 3,790 Indians, 1,258 Other Asians, 1,182 Pakistani, 332,326 White Europeans and Unkown ancestry | UKB | QRISK3 Prospective Cohort/Testing Set (lipid-lowering treatment performed) |
PSS000392 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[ ,
100.0 % Male samples |
Mean = 55.79 years Sd = 8.35 years |
European, African unspecified, NR | 98.3% White European, 1.7% Black/Other | UKB | PCE Prospective Cohort (lipid-lowering treatment performed) |
PSS000394 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[ ,
100.0 % Male samples |
Mean = 55.8 years Sd = 8.3 years |
European, South Asian, African American or Afro-Caribbean, African unspecified, East Asian, Asian unspecified | 2,332 Africans, 145 Bangladeshi, 3,165 Carribeans, 1,136 Chinese, 3,790 Indians, 1,258 Other Asians, 1,182 Pakistani, 332,326 White Europeans and Unkown ancestry | UKB | QRISK3 Prospective Cohort/Testing Set (lipid-lowering treatment performed) |
PSS000396 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[ ,
0.0 % Male samples |
Mean = 56.0 years Sd = 8.01 years |
European, African unspecified, NR | 98.3% White European, 1.7% Black/Other | UKB | PCE Prospective Cohort (lipid-lowering treatment performed) |
PSS000398 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[ ,
0.0 % Male samples |
Mean = 56.0 years Sd = 8.0 years |
European, South Asian, African American or Afro-Caribbean, African unspecified, East Asian, Asian unspecified | 2,332 Africans, 145 Bangladeshi, 3,165 Carribeans, 1,136 Chinese, 3,790 Indians, 1,258 Other Asians, 1,182 Pakistani, 332,326 White Europeans and Unkown ancestry | UKB | QRISK3 Prospective Cohort/Testing Set (lipid-lowering treatment performed) |
PSS000400 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[ ,
41.8 % Male samples |
Mean = 55.9 years Range = [40.0, 69.0] years |
European, African unspecified, NR | 98.3% White European, 1.7% Black/Other | UKB | PCE Prospective Cohort (lipid-lowering treatment performed) |
PSS000402 | Cardiovascular disease was defined as coronary artery disease, and additionally includes angina, nonhemorrhagic stroke, and transient ischemic attack. ICD-10 codes: G45, I20, I21, I22, I23, I24.1, I25, I63. I64 ICD-9 codes: 410, 411, 412, 413, 414, 434, 436 OPCS-4 codes: K40, K41, K42, K43, K44, K45, K46, K47.1, K49, K50, K75 UKBiobank field 20002 codes: 1074, 1075, 1082, 1548 UKBiobank field 20004 codes: 1070, 1071, 1095, 1105, 1109, 1514 UKBiobank field 6150 codes: 1, 2, 3 See eTable 1 for risk factor codings | Mean = 8.01 years Sd = 1.04 years |
[ ,
41.0 % Male samples |
Range = [40.0, 69.0] years | European, South Asian, African American or Afro-Caribbean, African unspecified, East Asian, Asian unspecified | 2,332 Africans, 145 Bangladeshi, 3,165 Carribeans, 1,136 Chinese, 3,790 Indians, 1,258 Other Asians, 1,182 Pakistani, 332,326 White Europeans and Unkown ancestry | UKB | QRISK3 Prospective Cohort/Testing Set (lipid-lowering treatment performed) |