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Table 2 Comparison of the delirium and non-delirium groups of the developmental cohort

From: A machine-learning model to predict postoperative delirium following knee arthroplasty using electronic health records

Characteristics

Developmental cohort ( N  = 1,931)

Delirium (N = 111, 5.7%)

Non-delirium (N = 1,820)

Total

p-value

Odds ratio (95% CI)

Selected key variables

 Age (SD)

76.4 (6.2)

70.7 (6.8)

71.0 (6.9)

< 0.001

1.15 (1.11–1.19)

 Albumin (SD)

4.0 (0.3)

4.1 (0.3)

4.1 (0.3)

0.035

0.55 (0.31–0.96)

 Number of hypnotics and sedatives drugs (SD)

0.29 (0.62)

0.15 (0.45)

0.16 (0.46)

0.024

1.58 (1.17–2.15)

 Fall-down risk

  High

26 (29.9%)

236 (16.7%)

262 (17.5%)

0.002

2.1 (1.3–3.4)

  Low

61 (70.1%)

1,175 (83.3%)

1,236 (82.5%)

  

 Total number of drugs (SD)

7.4 (5.1)

5.6 (4.1)

5.7 (4.2)

< 0.001

1.09 (1.05–1.13)

 Neurologic disorders

  Y

51 (45.9%)

475 (26.1%)

526 (27.2%)

< 0.001

2.4 (1.6–3.5)

  N

60 (54.1%)

1,345 (73.9%)

1,405 (72.8%)

  

 Depression

  Y

17 (15.3%)

103 (5.7%)

120 (6.2%)

< 0.001

3.0 (1.7–5.2)

  N

94 (84.7%)

1,717 (94.3%)

1,811 (93.8%)

  

Unselected variables

 Hearing impairment

  Y

11 (10.1%)

77(4.3%)

88 (4.6%)

0.005

2.5 (1.3–4.9)

  N

98 (89.9%)

1,729 (95.7%)

1,827 (95.4%)

  

 The type of surgery

  UKA

2 (1.8%)

88 (4.8%)

90 (4.7%)

0.014

n.s

  TKRA

91 (82.0%)

1,572 (86.4%)

1,663 (86.1%)

  

  Revision- TKRA

18 (16.2%)

160 (8.8%)

178 (9.2%)

  

 eGFR (MDRD) (SD)

73.7 (20.9)

81.6 (21.4)

81.2 (21.5)

< 0.001

0.98 (0.97–0.99)

 Sodium (SD)

140.5 (2.6)

141.0 (2.3)

141.0 (2.4)

0.032

0.92 (0.86–0.99)

 Anticholinergic cognitive drugs burden (SD)

0.22 (0.49)

0.10 (0.36)

0.11 (0.37)

0.018

2.28 (1.76–2.95)

 Obstructive sleep apnea

  Y

3 (2.7%)

8 (0.4%)

11 (0.6%)

0.022

n.s

  N

108 (97.3%)

1,812 (99.6%)

1,920 (99.4%)

  

 Diabetic mellitus

  Y

45 (40.5%)

504 (27.7%)

549 (28.4%)

0.004

1.78 (1.20–2.64)

  N

66 (59.5%)

1,316 (72.3%)

1,382 (71.6%)

  

 AKI

  Y

4 (3.6%)

15 (0.8%)

19 (1.0%)

0.020

n.s

  N

107 (96.4%)

1,805 (99.2%)

1,912 (99.0%)

  

 Atrial fibrillation

  Y

13 (11.7%)

96 (5.3%)

109 (5.6%)

0.004

2.38 (1.29–4.40)

  N

98 (88.3%)

1,724 (94.7%)

1,822 (94.4%)

  

 Ischemic heart disease

  Y

33 (29.7%)

365 (20.1%)

398 (20.6%)

0.014

1.69 (1.10–2.57)

  N

78 (70.3%)

1,455 (79.9%)

1,533 (79.4%)

  

 Cerebrovascular disease

  Y

29 (26.1%)

272 (14.9%)

301 (15.6%)

0.002

2.01 (1.29–3.13)

  N

82 (73.9%)

1,548 (85.1%)

1,630 (84.4%)

  

 Peripheral arterial disease

  Y

24 (21.6%)

134 (7.4%)

158 (8.2%)

< 0.001

3.47 (2.14–5.64)

  N

87 (78.4%)

1,686 (92.6%)

1,773 (91.8%)

  

 Septic arthritis

  Y

12 (10.8%)

107 (5.9%)

119 (6.1%)

0.036

1.94 (1.03–3.64)

  N

99 (89.2%)

1,713 (94.1%)

1,812 (93.8%)

  
  1. UKA Unicompartment knee arthroplasty, TKRA Total knee replacement arthroplasty, Revision-TKRA Revision total knee replacement arthroplasty, AKI Acute kidney injury, SD Standard deviation, BMI Body mass index, eGFR Estimated glomerular filtration rate