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Table 1 Demographic and clinical characteristics at baseline in the primary cohort

From: A deep learning model for predicting multidrug-resistant organism infection in critically ill patients

Variables

Total (n = 688)

Non-MDRO (n = 579)

MDRO (n = 109)

P value

Age (years)

65.50 (53.00–74.00)

66.00 (52.00–74.00)

65.00 (55.00–74.50)

0.837

Sex, male, n (%)

429 (62.35)

360 (62.2)

69 (63.3)

0.824

Length of hospitalization (days)

19.00 (11.00–29.00)

16.00 (10.00–26.00)

32.00 (24.00–52.00)

< 0.001

Length of ICU stay (days)

9.00 (5.00–16.00)

8.00 (5.00–13.00)

19.00 (11.00–30.00)

< 0.001

Long-term bed rest, n (%)

361 (52.5)

263 (45.40)

98 (89.90)

< 0.001

Chemoradiotherapy, n (%)

36 (5.2)

26 (4.50)

10 (9.20)

0.044

ICU hospitalization history, n (%)

139 (20.2)

96 (16.6)

43 (39.4)

< 0.001

Antibiotics use before ICU, n (%)

212 (30.8)

141 (24.4)

71 (65.1)

< 0.001

Invasive operation before ICU, n (%)

141 (20.5)

87 (15.0)

54 (49.5)

< 0.001

APACHE II score

17.00 (12.00–21.00)

16.00 (12.00–21.00)

21.00 (16.00–26.00)

< 0.001

GCS score

14.00 (10.00–15.00)

15.00 (10.50–15.00)

12.00 (6.00–15.00)

< 0.001

NRS-2002 score

3.00 (3.00–4.00)

3.00 (3.00–4.00)

4.00 (3.00–5.00)

< 0.001

Body Mass Index

23.88 (21.48–26.44)

23.88 (21.30–26.42)

24.22 (21.97–26.66)

0.505

Diabetes, n (%)

186 (27.0)

157 (27.1)

29 (26.6)

0.912

Hypertension, n (%)

299 (43.5)

242 (41.8)

57 (52.3)

0.043

Hypoproteinemia, n (%)

26 (3.8)

13 (2.2)

13 (11.9)

< 0.001

Tumor, n (%)

146 (21.2)

124 (21.4)

22 (20.2)

0.773

Cerebrovascular disease, n (%)

125 (18.2)

98 (16.9)

27 (24.8)

0.051

Cardiovascular disease, n (%)

158 (23.0)

127 (21.9)

31 (28.4)

0.138

Chronic lung disease

85 (12.4)

52 (9.0)

33 (30.3)

< 0.001

Liver disease, n (%)

35 (5.1)

28 (4.8)

7 (6.4)

0.489

Renal disease, n (%)

53 (7.7)

41 (7.1)

12 (11.0)

0.158

Hematological disease, n (%)

14 (2.0)

12 (2.1)

2 (1.8)

1.000

Lymphoma, n (%)

2 (0.3)

2 (0.3)

0 (0.0)

1.00

Rheumatic disease, n (%)

10 (1.5)

9 (1.6)

1 (0.9)

0.941

Other diseases, n (%)

22 (3.2)

19 (3.3)

3 (2.8)

1.000

Albumin (g/L)

31.00(27.78–34.40)

31.10(27.80–34.55)

30.30(27.70–33.85)

0.306

Prealbumin (mg/L)

137.50(89.00–189.23)

136.00 (88.00–188.70)

141.40 (100.95–195.75)

0.295

C-reactive protein (mg/L)

39.11 (9.13–122.64)

39.11 (8.70–125.28)

42.71 (14.43–117.63)

0.503

Procalcitonin (ng/ml)

0.40 (0.11–2.84)

0.41 (0.10–2.83)

0.40 (0.12–2.83)

0.823

White blood cell (109/L)

11.21 (8.00–14.79)

11.33 (7.89–14.80)

10.72 (8.30–14.62)

0.695

Creatinine (μmol/L)

84.05 (63.00–123.10)

83.90 (63.12–122.70)

87.80 (63.00–125.00)

0.67

BUN (mmol/L)

7.60 (5.02–12.16)

7.32 (4.90–11.71)

8.50 (6.28–12.74)

0.045

Number of previous operations

1.00 (0.00–2.00)

1.00 (0.00–1.50)

1.00 (0.00–2.00)

0.385

Mechanical ventilation, n (%)

456 (66.3)

367 (63.4)

89 (81.7)

< 0.001

Time for mechanical ventilation (days)

3.00 (0.00–10.00)

3.00 (0.00–8.00)

10.00 (2.00–18.00)

< 0.001

Central venous catheter, n (%)

370 (53.8)

305 (52.7)

65 (59.6)

0.181

Time for central venous catheter (days)

2.50 (0.00–7.00)

2.00 (0.00–6.00)

4.00 (0.00–11.00)

0.007

PICC, n (%)

72 (10.5)

51 (8.8)

21 (19.3)

0.001

Time for PICC (days)

0.00 (0.00–0.00)

0.00 (0.00–0.00)

0.00 (0.00–0.00)

0.001

ECMO, n (%)

13 (1.9)

10 (1.7)

3 (2.8)

0.736

Time for ECMO (days)

0.00 (0.00–0.00)

0.00 (0.00–0.00)

0.00 (0.00–0.00)

0.461

Gastrointestinal decompression, n (%)

171 (24.9)

138 (23.8)

33 (30.3)

0.153

Time for gastrointestinal decompression (days)

0.00 (0.00–0.00)

0.00 (0.00–0.00)

0.00 (0.00–3.00)

0.045

Dialysis, n (%)

48 (7.0)

35 (6.0)

13 (11.9)

0.027

Time for Dialysis (days)

0.00 (0.00–0.00)

0.00 (0.00–0.00)

0.00 (0.00–3.00)

0.021

Catheter, n (%)

631 (91.7)

530 (91.5)

101 (92.7)

0.696

Time for catheter (days)

7.00 (4.00–13.00)

6.00 (3.00–11.00)

12.00 (7.00–18.00)

< 0.001

Number of other tubes

0.00 (0.00–1.00)

0.00 (0.00–1.00)

0.00 (0.00–1.00)

0.013

Time for other tubes (days)

0.00 (0.00–4.25)

0.00 (0.00–4.00)

0.00 (0.00–9.00)

0.001

Hormone, n (%)

199 (28.9)

146 (25.2)

53 (48.6)

< 0.001

Enteral nutrition, n (%)

402 (58.4)

315 (54.4)

87 (79.8)

< 0.001

Time for enteral nutrition (days)

3.00 (0.00–10.00)

2.00 (0.00–8.00)

10.00 (2.00–17.00)

< 0.001

Parenteral nutrition, n (%)

390 (56.7)

328 (56.6)

62 (56.9)

0.964

Time for parenteral nutrition (days)

2.00 (0.00–5.00)

2.00 (0.00–5.00)

3.00 (0.00–8.00)

0.217

Carbapenem antibiotics use, n (%)

217 (31.5)

165 (28.5)

52 (47.7)

< 0.001

Third-generation cephalosporin antibiotics use, n (%)

131 (19.0)

113 (19.5)

18 (16.5)

0.464

Quantity of antibiotics (categories)

1.00(1.00–1.00)

1.00 (1.00–1.00)

1.00 (1.00–2.00)

< 0.001

Time for using antibiotics (days)

8.00 (4.00–13.00)

7.00 (4.00–12.00)

12.00 (8.00–18.00)

< 0.001

Time for antibiotics combination (days)

0.00 (0.00–3.00)

0.00 (0.00–2.00)

2.00 (0.00–10.00)

< 0.001

Level of operation, n (%)

   

0.418

 Level 1

7 (1.0)

6 (1.0)

1 (0.9)

 

 Level 2

23 (3.3)

20 (3.5)

3 (2.8)

 

 Level 3

112 (16.3)

94 (16.2)

18 (16.5)

 

 Level 4

194 (28.2)

171 (29.5)

23 (21.1)

 

Classification of incision, n (%)

   

0.103

 I

173 (25.1)

150 (25.9)

23 (21.1)

 

 II

103 (15.0)

93 (16.1)

10 (9.2)

 

 III

17 (2.5)

13 (2.2)

4 (3.7)

 

Healing of the incision, n (%)

   

0.006

 A

287 (41.7)

253 (43.70)

34 (31.20)

 

 B

5 (0.7)

2 (0.30)

3 (2.80)

 

 C

1 (0.1)

1 (0.20)

0 (0.00)

 
  1. Level of operation: Level 1, minimal risk to the patient independent of anesthesia. Level 2, minimal to moderately invasive procedure. Level 3, moderate to significantly invasive procedure. Level 4, highly invasive procedure. Classification of incision: I, an uninfected operative wound. II, clean-contaminated. III, open, fresh, accidental wounds. Healing of the incision: A, inflammatory phase. B, proliferative phase. C, remodeling phase. MDRO: multidrug-resistant organism; ICU: intensive care unit; APACHE II: acute physiology and chronic health evaluation II; GCS: Glasgow coma scale; NRS: nutrition risk screening; BUN: blood–urea–nitrogen; PICC: peripherally inserted central venous catheters; ECMO: extracorporeal membrane oxygenation