Table 1 Overview of all datasets
Characteristic | CSMC Cohorta | SHC Cohort (External Test)a | KP Cohort (External Test)a | CGMH Cohort (External Test)a | KU Cohort (External Test)a | ||
|---|---|---|---|---|---|---|---|
Training | Validation | Test | |||||
Patients | 85,755 | 897 | 4,086 | 4786 | 85,430 | 4411 | 129 |
Studies | 155,243 | 1685 | 9,527 | 5528 | 96,380 | 4463 | 129 |
Videos | 2,436,040 | 26,239 | 147,987 | 76,632 | 1,309,657 | 9858 | 1041 |
PLAX | 873,198 (35.81%) | 9479 (36.08%) | 53,633 (36.20%) | 27,114 (35.38%) | 432,171 (33.0%) | 4155 (42.15%) | 403 (38.7%) |
A4C | 834,047 (34.20%) | 8889 (33.84%) | 50,512 (34.09%) | 28,432 (37.10%) | 466,216 (35.6%) | 3875 (39.31%) | 374 (35.9%) |
SC | 401,154 (16.45%) | 4392 (16.72%) | 23,888 (16.12%) | 13,218 (17.25%) | 222,461 (17.0%) | 705 (7.15%) | 78 (7.5%) |
A2C | 329,998 (13.53%) | 3506 (13.34%) | 20,135(13.60%) | 7868 (10.27%) | 188,809 (14.4%) | 1123 (11.39%) | 186 (17.9%) |
Age (years) | 65.97 ± 17.23 | 65.46 ± 16.42 | 66.78 ± 16.96 | 60.96 ± 16.69 | 66.7 ± 16.1 | 63.25 ± 15.46 | 76.4 ± 10.2 |
Female Count (n, %) | 1,155,284 (47.38%) | 12,221 (46.53%) | 62,416 (42.13%) | 34,447 (44.95%) | 636,699 (48.6%) | 4402 (44.65%) | 308 (29.59%) |
Race | |||||||
White (n, %) | 1,651,213 (67.78%) | 17,392 (66.33%) | 101,974 (68.84%) | 41,551 (54.22%) | 737,259 (56.3%) | - | - |
Asian (n, %) | 174,632 (7.17%) | 1928 (7.36%) | 9838 (6.65%) | 12,527 (16.34%) | 216,427 (16.5%) | 9858 (100.0%) | 1041 (100.0%) |
Black or African American (n, %) | 379,596 (15.59%) | 4268 (16.28%) | 22,170 (14.98%) | 4284 (5.59%) | 120,152 (9.2%) | - | - |
Other (n, %) | 232,956 (9.56%) | 2678 (10.21%) | 14,186 (9.59%) | 18,270 (23.84%) | 235,819 (18.0%) | - | - |
LVEF < 41 (n, %) | 366,729 (15.04%) | 3313 (12.61%) | 23,781 (16.05%) | 9410 (12.28%) | 127,564 (10.2%) | 780 (8.20%) | 97 (9.3%) |
LVEF (%) | 56.79 ± 15.03 | 58.07 ± 13.94 | 56.10 ± 15.41 | 54.33 ± 12.92 | 57.3 ± 22.2 | 63.54 ± 15.81 | 56.3 ± 10.1 |
Aortic Regurgitation (n, %) | 507,170 (20.80%) | 4797 (18.26%) | 31,415 (21.20%) | 14,657 (19.13%) | 351,900 (26.9%) | 317 (3.30%) | - |
Mitral Regurgitation (n, %) | 1,019,600 (41.81%) | 10,607 (40.38%) | 65,408 (44.14%) | 31,734 (41.41%) | 653,330 (49.9%) | 640 (6.65%) | - |
Tricuspid Regurgitation (n, %) | 1,149,778 (47.15%) | 11,716 (44.61%) | 74,395 (50.21%) | 37,806 (49.33%) | 765,560 (58.5%) | 663 (6.89%) | - |
Aortic Stenosis (n, %) | 169,753 (6.96%) | 1570 (5.98%) | 12,883 (8.69%) | 3899 (5.10%) | 123,627 (9.4%) | 91 (0.95%) | - |
BMI | 27.25 ± 8.85 | 27.65 ± 8.01 | 27.10 ± 7.18 | 26.94 ± 6.42 | 29.0 ± 7.8 | 26.75 ± 11.98 | 23.1 ± 3.4 |
LVIDd 2D (cm) | 4.53 ± 1.82 | 4.50 ± 1.16 | 4.55 ± 1.08 | 4.75 ± 0.86 | 4.66 ± 4.10 | 4.84 ± 0.72 | - |
LVIDs 2D (cm) | 3.14 ± 1.06 | 3.09 ± 0.88 | 3.18 ± 1.06 | 3.34 ± 0.96 | 3.18 ± 0.81 | 3.15 ± 0.83 | - |
LVPWd 2D (cm) | 1.08 ± 1.20 | 1.09 ± 0.29 | 1.09 ± 0.31 | 1 ± 0.21 | 1.06 ± 0.48 | 0.94 ± 0.17 | - |
IVSd 2D (cm) | 1.10 ± 0.54 | 1.10 ± 0.30 | 1.13 ± 0.34 | 1.03 ± 0.24 | 1.09 ± 1.44 | 1.13 ± 0.23 | 13.3 ± 3.1 |
TR Peak Gradient (mmHg) | 26.75 ± 12.91 | 24.91 ± 11.08 | 27.23 ± 12.66 | 29.54 ± 13.46 | 26.7 ± 11.9 | 24.35 ± 10.15 | - |