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Table 1 Basic characteristics of study population

From: Construction and validation of machine learning models for sepsis prediction in patients with acute pancreatitis

Variables

The training set (n = 1338)

 

The testing set (n = 334)

Sepsis

 

Sepsis

No (n = 1077)

Yes (n = 261)

P

 

No (n = 268)

Yes (n = 66)

P

Age, years, (mean (SD))

58.73 (17.48)

58.43 (16.50)

0.802

 

59.30 (17.01)

57.10 (16.36)

0.342

Gender (male), n (%)

603 (56.0)

152 (58.2)

0.557

 

152 (56.7)

36 (54.5)

0.857

Ethnicity, n (%)

  

0.071

   

0.21

Black

108 (10.0)

30 (11.5)

  

26 (9.7)

2 (3.0)

 

Other

257 (23.9)

78 (29.9)

  

72 (26.9)

20 (30.3)

 

White

712 (66.1)

153 (58.6)

  

170 (63.4)

44 (66.7)

 

Insurance, n (%)

  

< 0.001

   

< 0.001

Government

603 (56.0)

131 (50.2)

  

144 (53.7)

31 (47.0)

 

Private

212 (19.7)

21 (8.0)

  

61 (22.8)

5 (7.6)

 

Unknown

262 (24.3)

109 (41.8)

  

63 (23.5)

30 (45.5)

 

Marital status, n (%)

  

0.021

   

0.137

Divorced

86 (8.0)

9 (3.4)

  

15 (5.6)

8 (12.1)

 

Married

452 (42.0)

112 (42.9)

  

113 (42.2)

26 (39.4)

 

Separated

2 (0.2)

2 (0.8)

  

2 (0.7)

0 (0.0)

 

Single

333 (30.9)

85 (32.6)

  

99 (36.9)

18 (27.3)

 

Unknown

87 (8.1)

31 (11.9)

  

21 (7.8)

10 (15.2)

 

Widowed

117 (10.9)

22 (8.4)

  

18 (6.7)

4 (6.1)

 

Vasopressors (yes), n (%)

288 (26.7)

177 (67.8)

< 0.001

 

73 (27.2)

48 (72.7)

< 0.001

Mechanical ventilation (yes), n (%)

695 (64.5)

250 (95.8)

< 0.001

 

165 (61.6)

62 (93.9)

< 0.001

GCS, (mean (SD)

13.74 (2.28)

9.73 (4.48)

< 0.001

 

13.54 (2.48)

8.61 (4.18)

< 0.001

CCI, M (Q1, Q3)

3.00 (1.00, 5.00)

3.00 (1.00, 5.00)

0.489

 

3.00 (1.00, 5.00)

2.50 (1.00, 5.00)

0.074

Heart rate, bpm, mean (SD)

98.44 (20.56)

102.91 (23.15)

0.002

 

97.54 (21.12)

107.39 (25.32)

0.001

SBP, mmHg, mean (SD)

128.35 (25.65)

122.89 (27.50)

0.002

 

129.56 (24.97)

123.82 (28.57)

0.105

DBP, mmHg, mean (SD)

70.97 (18.71)

69.38 (18.99)

0.221

 

71.21 (18.68)

70.71 (21.83)

0.852

Respiratory rate, breaths/minute, mean (SD)

20.82 (6.35)

22.57 (6.86)

< 0.001

 

20.77 (6.36)

21.83 (7.87)

0.249

Temperature, °C, mean (SD)

36.85 (1.02)

36.87 (1.10)

0.824

 

36.88 (1.06)

37.22 (1.08)

0.018

SpO2, % (mean (SD)

96.33 (4.22)

95.41 (5.38)

0.003

 

96.44 (3.39)

96.32 (3.44)

0.800

WBC, K/uL, (mean (SD)

13.69 (8.29)

15.58 (9.16)

0.001

 

14.44 (14.24)

15.33 (9.20)

0.631

Platelet, K/uL, (mean (SD)

216.55 (128.30)

217.84 (140.82)

0.887

 

213.74 (124.85)

202.53 (131.16)

0.518

Hemoglobin, g/dL, mean (SD)

11.14 (2.23)

11.28 (2.50)

0.391

 

11.26 (2.15)

10.80 (2.53)

0.135

RDW, %, mean (SD)

15.05 (1.95)

15.50 (2.59)

0.002

 

15.04 (1.93)

15.23 (2.27)

0.502

Hematocrit, %, mean (SD)

33.26 (6.49)

34.03 (7.56)

0.095

 

33.70 (6.44)

32.70 (7.49)

0.278

Bilirubin, mg/dL, mean (SD)

2.59 (3.80)

2.91 (5.01)

0.265

 

2.57 (4.83)

3.38 (6.17)

0.248

Blood creatinine, mg/dL, M (Q1, Q3)

1.00 (0.70, 1.70)

1.30 (0.80, 2.30)

< 0.001

 

1.10 (0.70, 1.80)

1.55 (0.90, 2.65)

0.008

INR, mean (SD)

1.61 (0.98)

1.65 (1.16)

0.546

 

1.60 (1.31)

1.58 (0.78)

0.907

PT, sec, mean (SD)

16.89 (8.17)

17.76 (10.78)

0.15

 

16.74 (10.18)

17.19 (7.47)

0.733

PTT, sec, mean (SD)

35.89 (18.54)

37.36 (19.23)

0.255

 

32.78 (9.68)

35.88 (10.94)

0.024

BUN, mg/dL, mean (SD)

27.75 (23.91)

32.85 (25.48)

0.002

 

30.07 (28.00)

39.58 (31.88)

0.017

Glucose, mg/dL, mean (SD)

154.65 (117.42)

167.09 (109.81)

0.12

 

144.87 (101.00)

141.29 (52.40)

0.781

Calcium, mg/dL, mean (SD)

7.11 (2.44)

6.81 (2.51)

0.073

 

7.07 (2.49)

6.44 (2.79)

0.074

Sodium, mEq/L, mean (SD)

138.25 (5.35)

138.67 (6.00)

0.265

 

138.55 (5.89)

138.53 (7.10)

0.983

Chloride, mEq/L, mean (SD)

104.88 (6.99)

105.05 (7.43)

0.728

 

105.31 (7.45)

105.91 (7.40)

0.561

Bicarbonate, mEq/L, mean (SD)

21.45 (5.53)

20.54 (5.80)

0.018

 

21.48 (5.29)

20.24 (6.01)

0.098

Effusion = 1 (%)

118 (11.0)

31 (11.9)

0.753

 

42 (15.7)

8 (12.1)

0.595

SOFA, M (Q1, Q3)

5.00 (3.00, 7.00)

9.00 (6.00, 13.00)

< 0.001

 

5.00 (2.00, 7.00)

11.00 (7.00, 14.75)

< 0.001

qSOFA, (Q1, Q3)

2.00 (1.00, 2.00)

2.00 (2.00, 3.00)

< 0.001

 

2.00 (1.00, 2.00)

3.00 (2.00, 3.00)

< 0.001

SAPS II, M (Q1, Q3)

33.00 (24.00, 44.00)

44.00 (32.00, 56.00)

< 0.001

 

33.00 (23.00, 44.00)

49.00 (33.75, 60.00)

< 0.001

SIRS, M (Q1, Q3)

3.00 (2.00, 4.00)

3.00 (3.00, 4.00)

< 0.001

 

3.00 (2.00, 4.00)

3.00 (3.00, 4.00)

0.033

BISAP, M (Q1, Q3)

2.00 (2.00, 3.00)

3.00 (2.00, 3.00)

< 0.001

 

2.00 (2.00, 3.00)

3.00 (2.00, 4.00)

< 0.001

  1. Notes: GCS: Glasgow coma scale; CCI: Charlson comorbidity index; WBC: White blood cell count; Platelet: Platelet count; RDW: Red blood cell distribution width; INR: International normalized ratio; PT: Prothrombin time; PTT: Partial thromboplastin time; BUN: Blood urea nitrogen; SOFA: Sequential organ failure assessment score; qSOFA: Quick SOFA; SAPSII: Simplified acute physiology score II; SIRS: Systemic inflammatory response syndrome; BISAP: Bedside index of severity in acute pancreatitis; M: Median; SD: Standard deviations; Q1: 25% Quantile; Q3: 75% Quantile