Table 1 Study group characteristics with and without arterial catheterization.

From: Preoperative prediction of the need for arterial and central venous catheterization using machine learning techniques

 

Total (n = 62,618)

Without A-line (n = 46,899)

With A-line (n = 15,719)

P-value

Demographic data

Age, years

54.7 ± 15.9

52.7 ± 15.8

59.9 ± 14.3

 < 0.001

Sex, female

36,737 (58.7%)

29,753 (63.4%)

6984 (44.4%)

 < 0.001

Body-mass index, kg/m2

24.1 ± 3.8

24.2 ± 3.8

24.2 ± 3.7

0.093

Preoperative laboratory results

White blood cell, 103/μL

6.8 ± 2.6

6.5 ± 2.2

6.8 ± 2.4

 < 0.001

Hemoglobin, g/dL

12.7 ± 1.9

12.9 ± 1.7

12.5 ± 1.9

 < 0.001

Platelet, 103/μL

242.5 ± 75.0

245.8 ± 68.9

239.2 ± 77.7

 < 0.001

Sodium, mmol/L

139.8 ± 2.6

140.1 ± 2.3

140.0 ± 2.5

 < 0.001

Potassium, mmol/L

4.3 ± 0.4

4.2 ± 0.3

4.3 ± 0.3

 < 0.001

Chloride, mmol/L

103.7 ± 3.0

103.9 ± 2.6

103.6 ± 2.9

 < 0.001

Calcium, mg/dL

9.2 ± 0.5

9.3 ± 0.4

9.2 ± 0.5

 < 0.001

BUN, mg/dL

16.2 ± 10.7

14.5 ± 6.1

16.2 ± 7.6

 < 0.001

Creatinine, mg/dL

1.0 ± 1.3

0.8 ± 0.6

0.9 ± 0.8

 < 0.001

Albumin, g/dL

3.7 ± 0.5

3.8 ± 0.4

3.7 ± 0.5

 < 0.001

AST, IU/L

25.2 ± 29.9

23.9 ± 19.9

26.9 ± 29.2

 < 0.001

ALT, IU/L

22.7 ± 31.6

21.7 ± 29.1

25.2 ± 35.3

 < 0.001

Glucose, mg/dL

114.9 ± 38.7

110.9 ± 34.5

121.7 ± 42.2

 < 0.001

PT, INR

1.0 ± 0.1

1.0 ± 0.1

1.0 ± 0.1

 < 0.001

aPTT, s

27.5 ± 3.7

27.2 ± 2.8

27.5 ± 3.8

 < 0.001

Type of anesthesia, n

General anesthesia

48,871 (78.0%)

33,226 (70.8%)

15,645 (99.5%)

 < 0.001

Neuro-axial anesthesia

2558 (4.1%)

2474 (5.3%)

84 (0.5%)

 < 0.001

MAC

1459 (2.3%)

1378 (2.9%)

81 (0.5%)

 < 0.001

Regional anesthesia

274 (0.4%)

269 (0.6%)

5 (0.03%)

 < 0.001

Emergency surgery, n

5662 (9.0%)

5594 (11.9%)

68 (0.4%)

 < 0.001

Central venous catheterization, n

4,365 (7.0%)

17 (0.04%)

4348 (27.0%)

 < 0.001

  1. Data represent mean ± standard deviation, median (interquartile range), or number (percentage).
  2. A-line, arterial line; BUN, blood urea nitrogen; AST, aspartate aminotransferase; ALT, alanine aminotransferase; PT, prothrombin time; aPTT, Activated partial thromboplastin time; MAC, monitored anesthesia care.