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Table 1 Baseline characteristics and univariate analysis

From: Prediction of all-cause mortality in coronary artery disease patients with atrial fibrillation based on machine learning models

Variables

Total (n = 2037)

All-cause mortality

Statistics

P*

The survival group (n = 1899)

The death group (n = 138)

Gender, n (%)

   

χ2 = 0.005

0.941

 Male

1128 (55.38)

1052 (55.40)

76 (55.07)

  

 Female

909 (44.62)

847 (44.60)

62 (44.93)

  

Age (years), mean ± SD

72.26 ± 10.40

71.71 ± 10.26

79.82 ± 9.28

t =  − 9.804

 < 0.001

The number of hospitalizations, M (Q1, Q3)

1.00 (1.00, 2.00)

1.00 (1.00, 2.00)

1.00 (1.00, 2.00)

Z = 1.780

0.075

Types of AF, n (%)

   

χ2 = 1.054

0.788

 Initial

27 (1.33)

25 (1.32)

2 (1.45)

  

 Paroxysmal

1115 (54.74)

1045 (55.03)

70 (50.72)

  

 Persistent

490 (24.05)

455 (23.96)

35 (25.36)

  

 Permanent

405 (19.88)

374 (19.69)

31 (22.46)

  

Types of CAD, n (%)

   

χ2 = 0.442

0.802

 Stable

555 (27.25)

515 (27.12)

40 (28.99)

  

 Unstable

1420 (69.71)

1327 (69.88)

93 (67.39)

  

 Acute myocardial Infarction, n (%)

62 (3.04)

57 (3.00)

5 (3.62)

  

Diabetes, n (%)

   

χ2 = 1.971

0.160

 No

1490 (73.15)

1382 (72.78)

108 (78.26)

  

 Yes

547 (26.85)

517 (27.22)

30 (21.74)

  

Hypertension, n (%)

   

χ2 = 0.011

0.915

 No

791 (38.83)

738 (38.86)

53 (38.41)

  

 Yes

1246 (61.17)

1161 (61.14)

85 (61.59)

  

Heart failure, n (%)

   

χ2 = 0.207

0.649

 No

1306 (64.11)

1220 (64.24)

86 (62.32)

  

 Yes

731 (35.89)

679 (35.76)

52 (37.68)

  

Cardiac function, n (%)

   

χ2 = 7.784

0.051

 I

1081 (53.07)

1016 (53.50)

65 (47.10)

  

 II

497 (24.40)

468 (24.64)

29 (21.01)

  

 III

328 (16.10)

298 (15.69)

30 (21.74)

  

 IV

131 (6.43)

117 (6.16)

14 (10.14)

  

Peripheral vascular diseases, n (%)

   

χ2 = 1.957

0.162

 No

1834 (90.03)

1705 (89.78)

129 (93.48)

  

 Yes

203 (9.97)

194 (10.22)

9 (6.52)

  

Ischemia stroke, n (%)

   

χ2 = 7.101

0.008

 No

1496 (73.44)

1408 (74.14)

88 (63.77)

  

 Yes

541 (26.56)

491 (25.86)

50 (36.23)

  

Bleeding history, n (%)

   

χ2 = 10.768

0.001

 No

1980 (97.20)

1852 (97.53)

128 (92.75)

  

 Yes

57 (2.80)

47 (2.47)

10 (7.25)

  

Peptic ulcer, n (%)

   

χ2 = 0.439

0.508

 No

1991 (97.74)

1855 (97.68)

136 (98.55)

  

 Yes

46 (2.26)

44 (2.32)

2 (1.45)

  

Drinking history, n (%)

   

χ2 = 10.744

0.001

 No

297 (14.58)

290 (15.27)

7 (5.07)

  

 Yes

1740 (85.42)

1609 (84.73)

131 (94.93)

  

Smoking history, n (%)

   

χ2 = 5.966

0.015

 No

433 (21.26)

415 (21.85)

18 (13.04)

  

 Yes

1604 (78.74)

1484 (78.15)

120 (86.96)

  

Cardioversion, n (%)

   

χ2 = 10.676

0.001

 No

1589 (78.01)

1466 (77.20)

123 (89.13)

  

 Yes

448 (21.99)

433 (22.80)

15 (10.87)

  

PCI, n (%)

   

χ2 = 5.646

0.018

 No

1912 (93.86)

1776 (93.52)

136 (98.55)

  

 Yes

125 (6.14)

123 (6.48)

2 (1.45)

  

CHA2DS2VASc, M (Q1, Q3)

3.00 (2.00, 5.00)

3.00 (2.00, 4.00)

4.00 (3.00, 5.00)

Z = 3.457

 < 0.001

HAS-BLED, M (Q1, Q3)

2.04 ± 1.14

2.02 ± 1.14

2.39 ± 1.14

t = 3.726

 < 0.001

In-hospital medication

     

Aspirin, n (%)

   

χ2 = 9.499

0.002

 No

727 (35.69)

661 (34.81)

66 (47.83)

  

 Yes

1310 (64.31)

1238 (65.19)

72 (52.17)

  

Clopidogrel, n (%)

   

χ2 = 2.924

0.087

 No

1294 (63.52)

1197 (63.03)

97 (70.29)

  

 Yes

743 (36.48)

702 (36.97)

41 (29.71)

  

Ticagrelor, n (%)

   

χ2 = 0.541

0.462

 No

2019 (99.12)

1883 (99.16)

136 (98.55)

  

 Yes

18 (0.88)

16 (0.84)

2 (1.45)

  

Warfarin, n (%)

   

χ2 = 6.279

0.012

 No

1432 (70.30)

1322 (69.62)

110 (79.71)

  

 Yes

605 (29.70)

577 (30.38)

28 (20.29)

  

Dabigatran, n (%)

   

χ2 = 2.138

0.144

 No

2008 (98.58)

1870 (98.47)

138 (100.00)

  

 Yes

29 (1.42)

29 (1.53)

0 (0.00)

  

Rivaroxaban, n (%)

   

χ2 = 0.022

0.883

 No

2020 (99.17)

1883 (99.16)

137 (99.28)

  

 Yes

17 (0.83)

16 (0.84)

1 (0.72)

  

ACEI/ARB, n (%)

   

χ2 = 2.820

0.093

 No

1070 (52.53)

988 (52.03)

82 (59.42)

  

 Yes

967 (47.47)

911 (47.97)

56 (40.58)

  

Beta-blockers, n (%)

   

χ2 = 12.093

 < 0.001

 No

766 (37.60)

695 (36.60)

71 (51.45)

  

 Yes

1271 (62.40)

1204 (63.40)

67 (48.55)

  

Lipid-lowing treatment, n (%)

   

χ2 = 17.522

 < 0.001

 No

424 (20.81)

376 (19.80)

48 (34.78)

  

 Yes

1613 (79.19)

1523 (80.20)

90 (65.22)

  

Diuretic, n (%)

   

χ2 = 0.673

0.412

 No

969 (47.57)

908 (47.81)

61 (44.20)

  

 Yes

1068 (52.43)

991 (52.19)

77 (55.80)

  

Digoxin, n (%)

   

χ2 = 0.866

0.352

 No

1372 (67.35)

1284 (67.61)

88 (63.77)

  

 Yes

665 (32.65)

615 (32.39)

50 (36.23)

  

Nitrates, n (%)

   

χ2 = 1.940

0.164

 No

1020 (50.07)

943 (49.66)

77 (55.80)

  

 Yes

1017 (49.93)

956 (50.34)

61 (44.20)

  

Trimetazidine, n (%)

   

χ2 = 0.785

0.376

 No

1362 (66.86)

1265 (66.61)

97 (70.29)

  

 Yes

675 (33.14)

634 (33.39)

41 (29.71)

  

Amiodarone, n (%)

   

χ2 = 2.811

0.094

 No

1646 (80.81)

1527 (80.41)

119 (86.23)

  

 Yes

391 (19.19)

372 (19.59)

19 (13.77)

  

Propafenone, n (%)

   

χ2 = 0.106

0.745

 No

2000 (98.18)

1865 (98.21)

135 (97.83)

  

 Yes

37 (1.82)

34 (1.79)

3 (2.17)

  

CCB, n (%)

   

χ2 = 1.867

0.172

 No

1415 (69.46)

1312 (69.09)

103 (74.64)

  

 Yes

622 (30.54)

587 (30.91)

35 (25.36)

  

Thrombolysis, n (%)

   

-

1.000

 No

2029 (99.61)

1891 (99.58)

138 (100.00)

  

 Yes

8 (0.39)

8 (0.42)

0 (0.00)

  

Fondaparinux sodium, n (%)

   

χ2 = 5.021

0.025

 No

1990 (97.69)

1859 (97.89)

131 (94.93)

  

 Yes

47 (2.31)

40 (2.11)

7 (5.07)

  

Low-molecular-weight heparin, n (%)

   

χ2 = 10.591

0.001

 No

1502 (73.74)

1384 (72.88)

118 (85.51)

  

 Yes

535 (26.26)

515 (27.12)

20 (14.49)

  

Tirofiban, n (%)

   

χ2 = 0.461

0.497

 No

2009 (98.63)

1872 (98.58)

137 (99.28)

  

 Yes

28 (1.37)

27 (1.42)

1 (0.72)

  

PPI, n (%)

   

χ2 = 0.473

0.491

 No

1393 (68.38)

1295 (68.19)

98 (71.01)

  

 Yes

644 (31.62)

604 (31.81)

40 (28.99)

  

In-hospital bleeding, n (%)

   

-

0.005

 No

2026 (99.46)

1892 (99.63)

134 (97.10)

  

 Yes

11 (0.54)

7 (0.37)

4 (2.90)

  

Embolism in-hospital, n (%)

   

χ2 = 0.837

0.360

 No

2021 (99.21)

1885 (99.26)

136 (98.55)

  

 Yes

16 (0.79)

14 (0.74)

2 (1.45)

  

Out-of-hospital medication

     

Aspirin, n (%)

   

χ2 = 8.295

0.004

 No

926 (45.46)

847 (44.60)

79 (57.25)

  

 Yes

1111 (54.54)

1052 (55.40)

59 (42.75)

  

Clopidogrel, n (%)

   

χ2 = 6.174

0.013

 No

1516 (74.42)

1401 (73.78)

115 (83.33)

  

 Yes

521 (25.58)

498 (26.22)

23 (16.67)

  

Ticagrelor, n (%)

   

χ2 = 0.022

0.883

 No

2020 (99.17)

1883 (99.16)

137 (99.28)

  

 Yes

17 (0.83)

16 (0.84)

1 (0.72)

  

Warfarin, n (%)

   

χ2 = 5.724

0.017

 No

1507 (73.98)

1393 (73.35)

114 (82.61)

  

 Yes

530 (26.02)

506 (26.65)

24 (17.39)

  

Dabigatran, n (%)

   

χ2 = 1.102

0.294

 No

1978 (97.10)

1842 (97.00)

136 (98.55)

  

 Yes

59 (2.90)

57 (3.00)

2 (1.45)

  

Rivaroxaban, n (%)

   

χ2 = 0.461

0.497

 No

2009 (98.63)

1872 (98.58)

137 (99.28)

  

 Yes

28 (1.37)

27 (1.42)

1 (0.72)

  

ACEI/ARB, n (%)

   

χ2 = 4.185

0.041

 No

1174 (57.63)

1083 (57.03)

91 (65.94)

  

 Yes

863 (42.37)

816 (42.97)

47 (34.06)

  

Beta-blockers, n (%)

   

χ2 = 20.436

 < 0.001

 No

908 (44.58)

821 (43.23)

87 (63.04)

  

 Yes

1129 (55.42)

1078 (56.77)

51 (36.96)

  

Statins, n (%)

   

χ2 = 27.907

 < 0.001

 No

504 (24.74)

444 (23.38)

60 (43.48)

  

 Yes

1533 (75.26)

1455 (76.62)

78 (56.52)

  

Diuretic, n (%)

   

χ2 = 1.808

0.179

 No

1203 (59.06)

1129 (59.45)

74 (53.62)

  

 Yes

834 (40.94)

770 (40.55)

64 (46.38)

  

Digoxin, n (%)

   

χ2 = 0.467

0.494

 No

1540 (75.60)

1439 (75.78)

101 (73.19)

  

 Yes

497 (24.40)

460 (24.22)

37 (26.81)

  

Nitrates, n (%)

   

χ2 = 4.213

0.040

 No

1296 (63.62)

1197 (63.03)

99 (71.74)

  

 Yes

741 (36.38)

702 (36.97)

39 (28.26)

  

Trimetazidine, n (%)

   

χ2 = 2.726

0.099

 No

1518 (74.52)

1407 (74.09)

111 (80.43)

  

 Yes

519 (25.48)

492 (25.91)

27 (19.57)

  

Amiodarone, n (%)

   

χ2 = 4.672

0.031

 No

1785 (87.63)

1656 (87.20)

129 (93.48)

  

 Yes

252 (12.37)

243 (12.80)

9 (6.52)

  

Propafenone, n (%)

   

χ2 = 0.745

0.388

 No

2004 (98.38)

1867 (98.31)

137 (99.28)

  

 Yes

33 (1.62)

32 (1.69)

1 (0.72)

  
  1. *P-value showed the comparison result between the survival group and the death group; CCB calcium channel blockers, ACEI/ARB angiotensin converting enzyme inhibitor/Angiotensin II receptor blockers, PPI proton pump inhibitors