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Table 1 Baseline characteristics, vital signs, laboratory parameters and statistic results of mimic-III patients with sepsis

From: Predicting 30-days mortality for MIMIC-III patients with sepsis-3: a machine learning approach using XGboost

 

Death within 30 days

Survival within 30 days

p

Number (sample size)

889

3670

 

Baseline variables and in-hospital factors

 Age (year, mean SD)

71.42 ± 15.93

63.61 ± 17.73

8.95E−36

Sex (%)

 Female

413

1609

 

 Male

476

2061

0.1706

Ethnicity (%)

 White

617 (69.4%)

2642 (72.1%)

 

 Black

66 (7.4%)

338 (9.2%)

 

 Yellow

34 (3.8%)

145 (4%)

 

 Others

172 (19.3%)

545 (14.9%)

0.005914

 Weight (kg), mean (SD)

76.91 ± 21.31

82.69 ± 28.61

 

 Height (cm), mean (SD)

168.27 ± 11.66

169.51 ± 10.73

 

 BMI (kg/m2), mean (SD)

27.82 ± 7.65

29.25 ± 8.91

 

 Length of stay in hospital, days, mean (SD)

7.04 ± 6.3

10.99 ± 10.4

 

 Length of stay in the ICU, days, mean (SD)

4.87 ± 4.99

4.66 ± 6.31

 

Admission type

 MED

580 (65.2%)

1912 (52.1%)

 

 CMED

86 (9.7%)

477 (13.0%)

 

 Others

223 (25.1%)

1282 (34.9%)

1.36E−11

Vital signs

 Heartrate_min (times/min), mean (SD)

72.92 ± 19.16

73.08 ± 15.72

0.826205355

 Heartrate_mean (times/min), mean (SD)

91.12 ± 18.27

87.81 ± 16.15

0.00000579

 Sysbp_min (mmhg), mean (SD)

80.46 ± 20.01

90.69 ± 16.18

6.49E−36

 Diasbp_mean (mmhg), mean (SD)

58.65 ± 10.42

61.7 ± 10.08

6.62E−13

 Meanbp_min (mmhg), mean (SD)

48.41 ± 15.65

56.24 ± 13.89

6.74E−34

 Resprate_mean (times/min),mean (SD)

21.73 ± 4.68

19.54 ± 4.06

3.66E−30

 Tempc_min (℃), mean (SD)

35.77 ± 1.17

36.15 ± 0.86

1.78E−16

 Tempc_max (℃), mean (SD)

37.34 ± 1.17

37.65 ± 0.85

3.37E−11

 Spo2_mean (%), mean (SD)

96.03 ± 4.02

97.1 ± 1.96

3.06E−12

Laboratory parameters

 Aniongap_max (mmhg), mean (SD)

19.12 ± 6.26

16.17 ± 4.65

1.45E−31

 Aniongap_min (mmhg), mean (SD)

14.58 ± 4.66

12.45 ± 3.08

1.48E−30

 Creatinine_min (ng/dL), mean (SD)

1.65 ± 1.23

1.35 ± 1.39

3.89E−09

 Chloride_min (mmol/L), mean (SD)

101.67 ± 7.65

101.93 ± 6.69

0.39868745

 Hemoglobin_min (g/dL), mean (SD)

9.84 ± 2.21

10.08 ± 2.08

0.009534544

 Hemoglobin_max, (g/dL), mean (SD)

11.77 ± 2.26

12 ± 2.09

0.012634047

 Lactate_min (mmol/L), mean (SD)

2.36 ± 2.07

1.55 ± 0.81

4.26E−24

 Platelet_min (109/L), mean (SD)

189.73 ± 125.29

195.98 ± 108.29

0.207608419

 Potassium_min (mmol/L), mean (SD)

3.84 ± 0.7

3.71 ± 0.54

0.00000328

 Sodium_min (mmol/L), mean (SD)

136.27 ± 6.62

136.08 ± 5.35

0.454879474

 Sodium_max (mmol/L), mean (SD)

141.28 ± 6.8

140.51 ± 5.03

0.003570629

 Bun_min (mmol/L), mean (SD)

36.09 ± 25.43

24.22 ± 19.69

8.45E−31

 Bun_max (mmol/L), mean (SD)

42.88 ± 28.49

30.23 ± 24.39

1.12E−27

 Wbc_min (109/L), mean (SD)

12.54 ± 12.22

10.41 ± 6.55

4.81E−06

 Wbc_max (109/L), mean (SD)

17.54 ± 19.99

14.8 ± 9.87

0.000293182

 Inr_max, mean (SD)

2.12 ± 1.79

1.61 ± 1.34

2.89E−14

 Urine output

1225.29 ± 1307.53

1993.04 ± 1551.57

2.82E−48

Score system

 SOFA

8.02 ± 4.33

5.22 ± 2.85

2.74E−55

 qSOFA

2.15 ± 0.64

1.9 ± 0.69

4.60E−21

 SAPS II

54.67 ± 16.37

37.51 ± 13.22

2.2E−16

Advanced life support

 Mechanical ventilation

531 (59.69%)

1668 (45.55%)

 

 Renal replacement therapy

53 (5.95%)

135 (3.61%)

0.2503

Accompanied diseases (comorbidity)

 Diabetes

246 (27.64%)

2631 (71.70%)

 

 Malignant tumour

116 (13.05%)

160 (4.37%)

 

 Others

527 (59.31%)

879 (23.93%)

2.20E−16

Common sources of infection

 Blood culture

418 (47%)

1343 (36.6%)

 

 MRSA screen

267 (30%)

1384 (37.72%)

 

 Urine

151 (17%)

642 (17.5%)

 

 Swab

18 (2%)

70 (1.9%)

 

 Others

35 (4%)

231 (6.3%)

7.82E−08

Outcome

 Within 30-days mortality

19.50%

80.50%

 
  1. MED medical-general service for internal medicine, CMED cardiac medical-for non-surgical cardiac related admissions, sysbp systolic blood pressure, diasbp diastolic blood pressure, meanbp mean blood pressure, resprate respiratary rate, tempc temperature, bun blood urea nitrogen, wbc white blood cell, INR international normalized ratio, sofa sequential organ failure assessment, qSOFA quick SOFA, SAPS II simplified acute physiology score II, Spo2 oxyhemoglobin saturation, Max maximum, Min minimum