The Clinical data and General Information
In total, 426 patients suffering from severe injury were enrolled in our study, including 305 patients (11 sepsis patients and 11 non-sepsis patients were randomly selected as the discovery cohort, and the remaining 283 patients as the internal test cohort), and 121 patients from Chongqing Emergency Medical Center as the external validation cohort. The age, gender, injuries and infections among three groups were comparable (Table 1). Most patients developed sepsis 3-5 days after injury. Gram-negative bacteria were the main pathogenic microorganisms, while pneumonia and primary bloodstream infections were the major infection sites.
Table 1. Clinical characteristics of trauma patients
Variables
|
Discovery
cohort
(n=22)
|
Internal test
cohort
(n = 283)
|
External validation cohort
(n = 121)
|
P value*
|
Gender(Female/Male)
|
4/18
|
59/224
|
28/93
|
0.90
|
Age (years)
|
44.75±15.02
|
43.39±12.01
|
44.48±12.65
|
0.68
|
ISS
|
26.85±9.19
|
24.45 ± 8.44
|
22.97±8.56
|
0.10
|
AISHead/neck
|
2.55± 1.76
|
1.80 ± 1.67
|
1.80±1.65
|
0.10
|
AISFace
|
0.40± 0.60
|
0.43 ± 0.79
|
0.28±0.59
|
0.12
|
AISThorax
|
3.05± 1.23
|
2.71 ± 1.26
|
3.01±1.06
|
0.43
|
AISAbdomen
|
1.65± 1.66
|
1.26 ± 1.52
|
1.30±1.32
|
0.47
|
AISUpper/lower extremity
|
1.70± 1.13
|
2.17 ± 1.49
|
1.95±1.63
|
0.07
|
GCS initial
|
13.85± 6.16
|
14.00± 3.00
|
13.78 ±2.68
|
0.32
|
APACHE II scores initial
|
7.85 ±3.76
|
7.67 ± 6.31
|
7.40±4.57
|
0.92
|
SOFA scores initial
|
1.85 ± 1.18
|
2.95 ± 2.22
|
2.28±1.41
|
0.10
|
Sepsis, n (%)
|
-
|
91 (32.16%)
|
41(33.88%)
|
0.73
|
Pathogens, n (%)
|
|
|
|
0.46
|
Gram-negative
|
-
|
62(68.13%)
|
21(51.22%)
|
|
Gram-positive
|
-
|
11 (12.09%)
|
8(19.51%)
|
|
Mixed gram-negative and -positive
|
-
|
7 (7.69%)
|
5(12.20%)
|
|
Others
|
-
|
4 (4.40%)
|
2(4.87%)
|
|
Negative blood cultures
|
-
|
7(7.69%)
|
5(12.20%)
|
|
Source of infection, n (%)
|
|
|
|
0.41
|
Blood
|
-
|
25(27.47%)
|
10(24.39%)
|
|
Sputum
|
-
|
27(29.68%)
|
13(31.71%)
|
|
Urine
|
-
|
15(16.48%)
|
8(19.51%)
|
|
Secretions
|
-
|
18(19.78%)
|
4(9.76%)
|
|
Others
|
-
|
6 (6.59%)
|
6(14.63%)
|
|
Time trauma-sepsis onset, days
|
5.85± 2.91
|
5.76± 4.82
|
5.03±2.52
|
0.72
|
ICU days
|
6.16±9.22
|
4.47± 7.92
|
5.76±13.01
|
0.99
|
Deaths
|
0(0.00%)
|
9(3.18%)
|
3(2.48%)
|
0.66
|
ISS, injury severity score; AIS, Abbreviated Injury Scale; GCS, Glasgow Coma Scale; APACHE II, Acute Physiology and Chronic Health Evaluation II; SOFA, sequential organ failure assessment.
*Categorical variables were compared using the χ2 test and continuous variables were compared using ANOVA test.
The dynamic change of plasma vanin-1 after injury
The median plasma vanin-1 levels were0.63 ng/mL (IQR, 0.52–0.66 ng/mL) for healthy population. Trauma patients had the highest plasma vanin-1 on the first day of admission (1.73 ±1.07 ng/ml, P=1.21×10-4, discovery cohort) (Figure 1A). Then, the level of vanin-1 gradually declined from day 3 to day 14 after injury but was still significantly higher than that of healthy controls (P<0.01 for all days) . We further compared plasma levels of vanin-1 between the sepsis and the non-sepsis group. Significantly elevated plasma levels of vanin-1 were found in sepsis patients, especially on early days after admission (P=0.03 for day 1 and P=0.04 for day 3), indicated the potential predictive value of vanin-1levels for sepsis in trauma patients (Figure 1B). No significant difference was demonstrated between two groups at day 5, 7, and 14.
Predictive Value of the Plasma Vanin-1 in Trauma Patients
To investigate whether plasma vanin-1 could be used as a predictive biomarker of traumatic sepsis, we evaluated the predictive power of plasma vanin-1at day 1 in 283 trauma patients (Internal test cohort). Our results showed a strong association between higher plasma vanin-1 levels taken 24 hours post injury and the incidence of secondary sepsis within the subsequent 14 days (P=6.02×10-13) (Figure 2A). No significant correlation between ISS and plasma vanin-1 was observed (r2=0.01, P=0.06). In addition, our results demonstrated that the level of plasma vanin-1 at day 1 was significantly associated with the incidence of sepsis patients after trauma (OR=3.89, 95% CI=2.68-5.63, P=6.99×10-13) (Table S1). Logistical regression analyses also demonstrated that plasma vanin-1 was significantly related to a higher occurrence of sepsis adjusted by age, sex, smoking, drinking, and ISS (OR=3.92, 95% CI=2.68-5.72, P=1.67×10-12, Table 2). Based on the ROC analysis of plasma vanin-1at day 1, an AUC of 0.82 (95% CI=0.77-0.87) was obtained for the morbidity of sepsis after trauma (Figure 3A). The optimal cut-off value was 1.41 ng/ml in the internal test cohort with the sensitivity and specificity of 70.00% and 84.90%, respectively (Table S2). Although CRP, PCT, and APACHE II at day 1 after trauma were also associated with the risk of traumatic sepsis in our internal test cohort(Table S1, S2 and Table 2), our results revealed that vanin-1 had a better AUC than other biomarkers (CRP, P<0.0001; PCT, P<0.0001; APACHE II, P=6.70×10-3) (Figure 3A).
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)
The Validation of Vanin-1 for Predicet Sepsis in Trauma Patients
We further validate the predictive ability of plasma vanin-1at day 1 after injury in the external validation cohort. In this cohort, plasma vanin-1was also not associated with ISS (r2=0.03, P=0.07). Sepsis patients had significant higher plasma vanin-1 than non-sepsis patients at day 1 after injury (P=8.39×10-6) (Figure 2B). Plasma vanin-1at day 1 after injury was also associated with the risk of sepsis, adjusted by age, sex, smoking, drinking, and ISS (OR=4.26, 95% CI=2.22-8.17, P=1.28×10-5, Table 2). Plasma vanin-1 obtained an AUC of 0.83 (95% CI=0.75-0.89) for the incidence of sepsis after trauma (Figure 3B). The optimal cut-off value was 1.35 ng/ml in the external validation cohort, with a sensitivity and specificity of 70.73% and 90.00%, respectively (Additional file 1: Table S2). We also analyzed the associations between CRP, PCT, APACHE II and traumatic sepsis. Except for the PCT, the remaining CRP and APACHE II were related to the risk of sepsis after trauma (Table 2 and Additional file 1: Table S1). When compared with CRP (AUC=0.59, 95% CI=0.500-0.68, P=1.20×10-3), PCT (AUC=0.63, 95%CI=0.54-0.71, P=1.30×10-3), and APACHEII (AUC=0.72, 95% CI=0.63-0.80, P=0.09), vanin-1 also obtained a better predictive ability (Figure 3B and Table 3). Furthermore, combining plasma vanin-1 with APACHE II increased the diagnostic efficiency (AUC = 0.85, Table 3).
Table 3. Predictive probability of single predictor in trauma cohort
Variables
|
Internal test cohort
|
External validation cohort
|
AUC
|
Sensitivity
(%)
|
Specificity
(%)
|
PPV (%)
|
NPV
(%)
|
Cut-off
|
AUC
|
Sensitivity
(%)
|
Specificity
(%)
|
PPV
(%)
|
NPV
(%)
|
Cut-off
(%)
|
CRP
|
0.62(0.56-0.68)
|
37.36
|
84.37
|
53.1
|
74.0
|
79.8
|
0.59(0.50-0.68)
|
78.05
|
43.75%
|
41.6
|
79.5
|
3
|
PCT
|
0.66(0.60-0.71)
|
67.03
|
59.90
|
44.2
|
79.3
|
0.67
|
0.63(0.54-0.71)
|
80.49
|
40.00%
|
40.7
|
80.0
|
0.219
|
APACHEII
|
0.71(0.65-0.76)
|
62.64
|
69.29
|
49.1
|
79.6
|
6
|
0.72(0.63-0.80)
|
78.05
|
56.25%
|
47.8
|
83.3
|
6
|
Vanin-1
|
0.82(0.77-0.87)
|
70.33
|
84.90
|
68.8
|
85.8
|
1.41
|
0.83(0.75-0.89)
|
70.73
|
90.00%
|
78.4
|
85.7
|
1.35
|
APACHE II + Vanin-1
|
0.85(0.80-0.89)
|
70.45
|
86.98
|
-
|
-
|
-
|
0.87(0.80-0.93)
|
80.49
|
87.50%
|
-
|
-
|
-
|
CRP, C-reactive protein; PCT, procalcitonin; APACHE II, Acute Physiology and Chronic Health Evaluation II; AUC, area under curve; PPV, positive predictive value; NPV, negative predictive value.