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©The Author(s) 2025.
World J Cardiol. Apr 26, 2025; 17(4): 104396
Published online Apr 26, 2025. doi: 10.4330/wjc.v17.i4.104396
Published online Apr 26, 2025. doi: 10.4330/wjc.v17.i4.104396
Table 5 Features of the categorical variables of the participants
Index | Factor | Absolute value, relative value |
Gender | F | 39 (48.75) |
M | 41 (51.25) | |
Obesity stage | Normal | 30 (37.500) |
Overweight | 29 (36.25) | |
1 degree | 20 (25.00) | |
3 degree | 1 (1.25) | |
Smoking | Yes | 14 (17.50) |
No | 66 (82.50) | |
Concomitant diseases | Yes | 41 (51.25) |
No | 35 (43.75) | |
Missing data | 4 (5.00) | |
Atherosclerosis of the coronary artery | Yes | 31 (38.75) |
No | 49 (61.25) | |
Hemodynamically significant coronary artery atherosclerosis on the CTP (> 60% stenosis) | Yes | 9 (11.25) |
No | 71 (88.75) | |
Stress-induced myocardial perfusion defect on the CTP | Yes | 31 (38.75) |
No | 49 (61.25) | |
Myocardial perfusion defect before stress ATP on the CTP | Yes | 26 (32.50) |
No | 54 (67.50) | |
Atherosclerosis in other arteries | Yes | 41 (51.25) |
No | 32 (40.00) | |
Missing data | 7 (8.75) | |
Atherosclerotic vascular (namely) | Carotid | 1 (1.25) |
Carotid brachiocephalic bifurcation | 41 (51.25) | |
Missing data | 38 (47.50) | |
Carotid artery atherosclerosis | Yes | 39 (48.75) |
No | 34 (42.50) | |
Missing data | 7 (8.750) | |
Brachiocephalic artery atherosclerosis | Yes | 37 (46.25) |
No | 36 (45.00) | |
Missing data | 7 (8.75) | |
Arterial hypertension | Yes | 40 (50.00) |
No | 40 (50.00) | |
Stage of the arterial hypertension | I | 5 (6.25) |
II | 20 (25.00) | |
III | 16 (20.00) | |
Degree of hypertension | Degree 1 | 19 (23.75) |
Degree 2 | 13 (16.25) | |
Degree 3 | 9 (11.25) | |
Risk of cardiovascular disease | Low | 27 (33.75) |
Moderate | 27 (33.75) | |
High | 18 (22.50) | |
Very high | 8 (10.00) | |
SCAD from anamnesis | Yes | 3 (3.75) |
No | 29 (36.25) | |
Missing data | 48 (60.00) | |
Blood pressure reaction type on stress test | Asthenic | 4 (5.00) |
Hypotonic | 4 (5.00) | |
Hypertonic | 8 (10.00) | |
Normotonic | 64 (80.00) | |
Functional class by Watt | FC-I | 8 (10.00) |
FC-II | 9 (11.25) | |
No SCAD | 63 (78.75) | |
Functional class by METs | FC-I | 6 (7.50) |
FC-II | 10 (12.50) | |
FC-III | 1 (1.25) | |
No SCAD | 63 (78.75) | |
Reaction type to stress test (positive/negative) | Negative | 42 (52.50) |
Suspected | 21 (22.5) | |
Positive | 17 (21.25) | |
Reason for discontinuation of the stress test | Horizontal ST depression > 1 mm | 8 (10) |
Reach goal HR | 72 (90) | |
Tolerance to exertion on stress test | Low | 2 (2.50) |
Moderate | 43 (53.75) | |
Close to high | 8 (10.00) | |
High | 16 (20.00) | |
Very high | 11 (13.75) | |
CAVI degree | Normal (< 8) | 36 (45.00) |
Borderline (8-9) | 22 (27.50) | |
Pathological (> 9) | 22 (27.50) | |
ABI degree | Normal | 76 (95.00) |
Borderline | 2 (2.50) | |
Abnormal | 1 (1.25) | |
Noncompressible | 1 (1.25) | |
Biological estimated vascular age | Normal | 45 (56.25) |
High | 35 (43.75) | |
CKD stage | I | 35 (43.75) |
II | 41 (51.25) | |
IIIa | 4 (5.00) |
- Citation: Marzoog BA, Chomakhidze P, Gognieva D, Silantyev A, Suvorov A, Abdullaev M, Mozzhukhina N, Filippova DA, Kostin SV, Kolpashnikova M, Ershova N, Ushakov N, Mesitskaya D, Kopylov P. Development and validation of a machine learning model for diagnosis of ischemic heart disease using single-lead electrocardiogram parameters. World J Cardiol 2025; 17(4): 104396
- URL: https://www.wjgnet.com/1949-8462/full/v17/i4/104396.htm
- DOI: https://dx.doi.org/10.4330/wjc.v17.i4.104396