Table 1 Clinical characteristics of all datasets

From: Development and validation of multimodal deep learning algorithms for detecting pulmonary hypertension

Variables

Retrospective test dataset (n = 491)

Prospective test dataset (n = 477)

External test dataset (n = 36)

Demographics

 Male, n (%)

133 (27.1)

152 (31.9)

15 (41.7)

 Age, years

43.2 ± 16.3

43.7 ± 15.3

52.4 ± 15.4

 BMI, kg/m2

22.5 ± 3.8

22.3 ± 3.9

22.9 ± 3.6

 Smoking, n (%)

68 (13.8)

57 (11.9)

7 (19.4)

 Alcohol use, n (%)

48 (9.8)

42 (8.8)

7 (19.4)

 SBP, mmHg

115.0 (106.8–123.0)

117.0 (106.0–125.0)

125.0 (102.0–133.2)

 DBP, mmHg

72.0 (65.0–80.0)

73.0 (66.0–80.0)

74.5 (67.8–82.5)

NYHA-FC, n (%)

 I

51 (10.4)

222 (46.5)

14 (38.9)

 II

250 (50.9)

140 (29.4)

12 (33.3)

 III

169 (34.4)

113 (23.7)

10 (27.8)

 IV

21 (4.3)

2 (0.4)

 

Medical History

 Hypertension, n (%)

92 (18.7)

82 (17.2)

10 (27.8)

 Diabetes mellitus, n (%)

28 (5.7)

33 (6.9)

3 (8.3)

 Hyperlipidemia, n (%)

42 (8.6)

54 (11.3)

5 (13.9)

 Past MI, n (%)

3 (0.6)

3 (0.6)

6 (16.7)

 Surgical history, n (%)

121 (24.6)

141 (29.6)

13 (36.1)

 Fx of malignancy, n (%)

9 (1.8)

2 (0.4)

2 (5.6)

Laboratory results

 NT-proBNP, pg/mL

420.0 (130.4–1371.0)

357.0 (139.0–1304.0)

309.0 (75.8–765.0)

 Troponin I, ng/mL

0.0 (0.0–0.0)

0.0 (0.0–0.0)

0.0 (0.0–1.1)

 CKMB, ng/mL

1.5 (1.0–2.2)

1.8 (1.3–2.6)

1.4 (0.7–2.3)

 Creatinine, μmol/L

74.3 (66.0–86.9)

66.6 (56.7–79.7)

72.4 (63.8–85.2)

 D-dimer, μg/mL

0.2 (0.2–0.4)

0.2 (0.2–0.4)

0.3 (0.2–0.6)

Transthoracic echocardiography

 Available reports, n (%)

490 (99.8)

476 (99.7)

36 (100)

 AA, mm

28.0 (25.0–31.0)

28.0 (25.0–33.0)

32.0 (29.8–34.2)

 LA, mm

33.0 (29.0–38.0)

34.0 (30.0–39.0)

35.0 (29.8–39.2)

 RA, mm

42.0 (35.0–50.0)

35.0 (35.0–35.0)

36.0 (32.8–46.5)

 RV, mm

31.0 (26.0–36.0)

33.0 (28.0–38.0)

28.0 (25.0–36.2)

 IVS, mm

9.0 (8.0–10.0)

9.0 (8.0–10.0)

9.0 (8.0–10.0)

 LVEF, %

65.0 (60.0–69.0)

67.0 (63.0–71.0)

62.0 (61.5–66.0)

 LVEDD, mm

41.0 (36.8–45.0)

41.0 (37.0–47.0)

43.0 (40.8–47.0)

 TAPSE, mm

17.0 (15.0–19.0)

17.0 (16.0–19.0)

20.5 (17.0–24.2)

 TVSV, m/s

4.2 (3.5–4.7)

4.2 (3.5–4.7)

3.1 (2.7–3.6)

 TVPG, mmHg

70.6 (49.0–88.4)

70.6 (49.0–88.4)

38.4 (29.0–51.9)

 Pericardial effusion, n (%)

65 (13.2)

93 (19.5)

4 (11.1)

Chest X-Ray

 Available reports, n (%)

490 (100)

477 (100)

30 (83.4)

 Cardiothoracic ratio

0.5 (0.5–0.6)

0.5 (0.5–0.6)

0.6 (0.5–0.6)

 Enlarged PA trunk, n (%)

281 (57.2)

251 (52.6)

5 (13.9)

 Dilated mPA, n (%)

294 (59.9)

258 (54.1)

8 (22.2)

 Enlarged RV, n (%)

331 (67.4)

310 (65.0)

20 (55.6)

Electrocardiography

 Available reports, n (%)

50 (10.2)

339 (71.1)

12 (33.4)

 Sinus tachycardia, n (%)

9 (1.8)

25 (5.2)

1 (2.8)

 Atrial fibrillation, n (%)

6 (1.2)

25 (5.2)

1 (2.8)

 Atrial flutter, n (%)

3 (0.6)

7 (1.5)

 

 RBBB, n (%)

7 (1.4)

61 (12.8)

2 (5.6)

 IRBBB, n (%)

5 (1.0)

62 (13.0)

1 (2.8)

 ST-T changes, n (%)

14 (2.9)

133 (27.9)

2 (5.6)

 P-wave abnormalities, n (%)

12 (2.4)

78 (16.4)

1 (2.8)

 RAD, n (%)

14 (2.9)

133 (27.9)

4 (11.1)

 RVH, n (%)

13 (2.6)

87 (18.2)

 

 V1R/S > 1, n (%)

4 (0.8)

37 (7.8)

 

Hemodynamic assessment

 PH, n (%)

458 (93.3)

431 (90.4)

19 (52.8)

 Pre-capillary PH, n (%)

322 (70.3)

317 (73.5)

16 (84.2)

 Post-capillary PH, n (%)

35 (7.6)

29 (6.7)

2 (10.5)

  1. Values are expressed as the mean ± standard deviation or median (interquartile range).
  2. AA ascending aorta, BMI body mass index, CKMB creatine kinase-MB, DBP diastolic blood pressure, Fx family history, IRBBB incomplete right bundle branch block, IVS interventricular septum thickness, LA left atrium, LVEDD left ventricular end-diastolic diameter, LVEF left ventricular ejection fraction, MI myocardial infarction, mPA main pulmonary artery, NT-proBNP N-terminal pro brain natriuretic peptide, PA pulmonary artery, PH pulmonary hypertension, RAD right axis deviation, RA right atrium, RBBB right bundle branch block, RV right ventricle, RVH right ventricular hypertrophy, SBP systolic blood pressure, TAPSE tricuspid annular plane systolic excursion, TVPG tricuspid valve pressure gradient, TVSV tricuspid valve systolic velocity, NYHA-FC New York Heart Association functional classification.