Table 1 Baseline characteristics of study population in development Cohort.

From: Predicting postoperative trauma-induced coagulopathy in patients with severe injuries by machine learning

 

Variables

 

Non-TIC Group

n = 898

TIC Group

n = 306

P value

Demographic

     
 

Sex

Male

232(25.8%)

82(26.8%)

0.741

 

Age

 

51(39–59)

52(37–65)

0.089

Preoperative comorbidities

     
 

Hypertension

 

89(9.9%)

33(10.8%)

0.662

 

Coronary Heart Disease

 

7(0.8%)

3(1.0%)

0.721

 

Diabetes

 

35(3.9%)

21(6.9%)

0.033

 

Cerebrovascular Disease

 

9(1.0%)

2(0.2%)

0.739

 

COPD

 

13(1.4%)

4(1.3%)

1

 

CKD

 

2(0.2%)

1(0.3%)

1

Injury situation

     
 

Mechanism of Injury

   

0.027

  

Traffic accidents

475(39.4%)

173(56.5%)

 
  

Drop from height

244(27.2%)

65(21.2%)

 
  

fall

70(7.8%)

37(12.1%)

 
  

Sharp instrumental injury

33(3.7%)

10(3.3%)

 
  

Others

77(8.6%)

20(6.5%)

 
 

Location of Injury

   

0.027

  

Head and Neck

475(39.4%)

173(56.5%)

 
  

Face

244(27.2%)

65(21.2%)

 
  

Chest

70(7.8%)

37(12.1%)

 
  

Abdominal

33(3.7%)

10(3.3%)

 
  

Limbs and Pelvis

77(8.6%)

20(6.5%)

 
  

Appearance

   
  

Multiple injuries

688(76.6%)

219(71.6%)

 

Preoperative situation

     
 

Shock

 

150(16.7%)

127(41.5%)

< 0.001

 

Emergency

 

472(52.6%)

248(81.1%)

< 0.001

 

ASA Classification

   

< 0.001

  

I

2(0.2%)

0(0.0%)

 
  

II

354(39.4%)

73(23.9%)

 
  

III

430(47.9%)

136(44.4%)

 
  

IV

100(11.1%)

76(24.8%)

 
  

V

12(1.3%)

21(6.9%)

 
 

ISS score

 

18.5(17–22)

21(17–27)

< 0.001

 

Systolic Blood Pressure (mmHg)

 

122(108–137)

122.5(98.3–142)

0.903

 

Diastolic Blood Pressure (mmHg)

 

77(67–85)

74.5(62–86)

0.193

 

Heart rate (BPM)

 

86(78–101)

90(78–114)

< 0.001

Preoperative intervention

     
 

Interventional Procedure

 

37(4.1%)

12(3.9%)

0.879

 

Blood transfusion

 

75(8.4%)

21(6.9%)

0.406

 

Haemostatic drugs

 

539(60.0%)

133(43.5%)

< 0.001

 

Tracheal Intubation

 

60(6.7%)

65(21.2%)

< 0.001

 

Vasoperssor

 

447(49.8%)

261(85.3%)

< 0.001

Preoperative laboratory tests

     
 

WBC (109/L)

 

11.2(7.87–16.04)

14.9(10.06–19.67)

< 0.001

 

RBC (1012/L)

 

3.71(3.17–4.28)

3.66(3.13–4.23)

0.385

 

HGB (g/L)

 

113(95–132)

111(95-129.5)

0.199

 

HCT (%)

 

34.6(29.3–39.5)

33.5(28.9–38.7)

0.191

 

PLT (109/L)

 

199(149–259)

182.5(134–227)

< 0.001

 

Neu% (%)

 

83.7(77.4–88.9)

85.4(80.7–89.7)

0.012

 

Neu (109/L)

 

9.42(6.12–14.2)

12.64(8.10-17.51)

< 0.001

 

RDW (%)

 

12.7(12.3–13.4)

12.9(12.3–13.8)

0.005

 

PDW (%)

 

16.2(16.0-16.5)

16.3(16-16.5)

0.116

 

MPV (fL)

 

10.1(9.2–11.1)

10.2(9.3–11.4)

0.022

 

Cr (umol/L)

 

6.1(4.8–7.4)

6.6(5.1–7.4)

< 0.001

 

Urea (umol/L)

 

63.6(53.3–75)

68.5(59-81.1)

0.001

 

Sodium (mmol/L)

 

138.1(135.7-140.6)

138.3(135.7-141.5)

0.094

 

Potassium (mmol/L)

 

3.86(3.55–4.23)

3.76(3.3–4.43)

0.113

 

Calcium (mmol/L)

 

2.12(2.04–2.20)

2.09(2.00-2.15)

< 0.001

 

Total Protein (g/L)

 

60.4(55.9–65.1)

59.5(52.3–62.9)

< 0.001

 

Albumin (g/L)

 

38.1(34.8-40.35)

36.2(33.6-40.35)

0.001

 

Globulin (g/L)

 

22(19–25)

22(18–24)

< 0.001

 

TBiL (umol/L)

 

14.8(10.4–20.7)

13.9(10.1–19.1)

0.28

 

AST (U/L)

 

35(21–63)

38.5(23–68)

0.101

 

ALT (U/L)

 

43(27–71)

54(33.5–79.5)

< 0.001

 

APTT (s)

 

34.5(31.9–38.3)

36.0(32.8–40.1)

< 0.001

 

PT (s)

 

13.8(13.5–14.5)

14.6(13.7–15.8)

< 0.001

 

INR

 

1.07(1.01–1.13)

1.15(1.08–1.26)

< 0.001

 

Fib (g/L)

 

3.01(2.13–4.59)

2.36(1.69–3.99)

< 0.001

Intraoperative interventions

     
 

Type of Anaesthesia

General anaesthesia

809(90.1%)

294(96.1%)

0.001

 

Sodium Bicarbonate

 

37(4.1%)

83(27.1%)

< 0.001

 

Vasoperssor (intraoperative)

 

447(49.8%)

261(85.3%)

< 0.001

 

Tourniquet

 

49(5.5%)

12(3.9%)

0.29

 

Warming Equipment

 

309(34.4%)

118(38.6%)

0.19

 

Haemostatic drugs(intraoperative)

 

5(0.6%)

9(2.9%)

0.002

 

Operation

Time (min)

 

160(115–225)

180.5(135.5–255)

0.001

 

Blood Loss (mL)

 

300(100–500)

500(200–1200)

< 0.001

 

Autologous Blood (mL)

 

0.0(0.0–0.0)

0.0(0.0-250)

< 0.001

 

Plasma (mL)

 

0(0.0–0.0)

0(0.0-400)

< 0.001

 

Crystalloid (mL)

 

1100(900–1600)

1500(1000–2200)

< 0.001

 

Colloid (mL)

 

500(500–1000)

1000(1000–1500)

< 0.001

 

Urine (mL)

 

300(200–500)

325(200–600)

0.063

 

Temperature(postoperative) [℃]

 

36.6(36.3–36.9)

36.5(36.0-36.8)

< 0.001