| Literature DB >> 24887408 |
Qing Ye1, Wen-Xia Shao2, Xiao-Jun Xu3, Ying-zhi Yang4.
Abstract
We performed a prospective study to evaluate the abilities of inflammatory cytokines to rule out the potential risk of sepsis and intracranial infection and to estimate the function of inflammatory cytokines in discriminating Gram-negative bacteria from Gram-positive ones through ROC analysis. During the course of the study, Levels of serum inflammatory cytokines were measured by flow cytometry at the onset of diseases of patients who suffered from sepsis or intracranial infection. A total of 299 cases of sepsis and 43 cases of intracranial infection were observed during the study. It is noticed that there is no difference of inflammatory cytokine levels between sepsis group and intracranial infection group. The area under ROC curve (AUC) of cytokines, such as IL-2, IL-6 and IL-10 were 0.901, 0.86, 0.888, respectively, which was employed to rule out the diseases of sepsis and intracranial infection. Through comparisons with the patients who were infected by Gram-positive bacteria or Gram-negative ones, it is estimated that IL-6 and IL-10 sharply elevated in patients with Gram-negative bacteria infection (median levels, pg/mL: IL-6: 116.6 vs. 25.4, P = 0.000; IL-10: 13.7 vs. 6.3, P = 0.000). Additionally, IL-2 significantly decreased when patients suffered from Gram-negative bacteria infection (median levels, pg/mL: IL-2: 2.2 vs. 2.7, P = 0.031). The AUCs for detecting cytokines, including IL-2, IL-10 and LOGREGR.Pred_IL-2+IL-10 were 0.581 (95% CI, 0.526 to 0.634), 0.661 (95% CI, 0.608 to 0.712) and 0.735 (95% CI, 0.685 to 0.782), respectively, which was used to evaluate the function of inflammatory cytokines in discriminating Gram-negative bacteria from Gram-positive ones infection. This paper indicates that IL-2, IL-6 and IL-10 are effective biomarkers to rule out sepsis and intracranial infection. Additionally, the combination of IL-2 and IL-10 is an effective biomarkers to diagnose whether patients afflicted by Gram-negative bacteria.Entities:
Mesh:
Substances:
Year: 2014 PMID: 24887408 PMCID: PMC4041886 DOI: 10.1371/journal.pone.0098745
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Demographic characteristics of patients with blood stream infection or intracranial infection.
| Derivation cohort (n = 342) | Validation cohort (n = 90) | ||||
| Characteristics | blood stream infection (n = 299) | cerebral spinal fluid infection (n = 43) |
| blood stream infection (n = 77) | cerebral spinal fluid infection (n = 13) |
| Median age (range), year | 1.75 (0.03–17.5) | 0.84 (0.14–11.1) | 0.246 | 1.84 (0.11–16.0) | 1.0 (0.10–10.3) |
| Gender (male/female) | 214/85 | 30/13 | 0.857 | 56/21 | 9–4 |
| Organism | |||||
| ram-negative bacteria | 74 (24.7%) | 12 (27.9%) | 20 (26.0%) | 4 (30.8%) | |
| escherichia coli | 30 | 4 | 12 | 2 | |
| serratia marcescens | 9 | 0 | 2 | 0 | |
| pseudomonas aeruginosa | 6 | 1 | 1 | 1 | |
| salmonella | 5 | 0 | 0 | 0 | |
| pseudomonas maltophilia | 5 | 0 | 1 | 0 | |
| ebsiella pneumoniae | 4 | 4 | 3 | 1 | |
| acinetobacter baumannii | 3 | 0 | 0 | 0 | |
| klebsiella oxytoca | 3 | 1 | 0 | 0 | |
| haemophilus influenzae | 2 | 1 | 0 | 0 | |
| moraxella | 3 | 0 | 0 | 0 | |
| ochrobactrum anthropi | 3 | 0 | 0 | 0 | |
| burkholderia cepacia | 1 | 0 | 1 | 0 | |
| enterobacter cloacae | 0 | 1 | 0 | 0 | |
| Gram-positive bacteria | 225 (75.3%) | 31 (72.1%) | 57 (74.0%) | 9 (69.2%) | |
| coagulase negative staphylococcus | 154 | 18 | 21 | 4 | |
| micrococcus | 18 | 5 | 5 | 2 | |
| corynebacterium | 10 | 0 | 6 | 0 | |
| enterococcus | 8 | 2 | 8 | 0 | |
| streptococcus pneumoniae | 8 | 3 | 4 | 1 | |
| bacillus | 6 | 0 | 1 | 0 | |
| streptococcus mitis | 6 | 1 | 3 | 1 | |
| staphylococcus aureus | 5 | 0 | 4 | 0 | |
| nocardia asteroids | 4 | 1 | 1 | 0 | |
| streptococcus viridans | 3 | 0 | 2 | 0 | |
| streptococcus agalactiae | 1 | 0 | 1 | 0 | |
| streptococcus salivarius | 1 | 1 | 0 | 1 | |
| streptococcus bovis | 1 | 0 | 1 | 0 | |
| underlying diseases | |||||
| pneumonia | 152 | 10 | 29 | 3 | |
| sepsis | 85 | 0 | 18 | 0 | |
| enteritis | 16 | 0 | 9 | 0 | |
| bronchiolitis | 12 | 0 | 7 | 0 | |
| upper respiratory infection | 8 | 0 | 2 | 0 | |
| diarrhea | 8 | 0 | 4 | 0 | |
| tonsillitis | 8 | 0 | 4 | 0 | |
| bronchitis | 6 | 0 | 3 | 0 | |
| jaundice | 4 | 0 | 1 | 0 | |
| traumatic subdural haemorrhage | 0 | 2 | 0 | 0 | |
| hydrocephaly | 0 | 2 | 0 | 0 | |
| cerebral contusion | 0 | 2 | 0 | 0 | |
| skull fracture | 0 | 1 | 0 | 1 | |
| omphalitis | 0 | 3 | 0 | 0 | |
| encephalitis | 0 | 15 | 0 | 6 | |
| purulent meningitis | 0 | 8 | 0 | 3 | |
Serum cytokine levels and CRP in the control group and patients with sepsis or intracranial infection.
| parameters | sepsis (n = 299) | intracranial infection (n = 43) | control (n = 33) | P value | P valueb | P valuec |
| IL-2 (pg/mL) | 2.7 (1.0→20.7) | 2.2(1.0→5.6) | 5.8 (2.7→7.8) | 0.14 | 0.00 | 0.00 |
| IL-4 (pg/mL) | 2.9(0.9→15.4) | 2.45(1.1→4.7) | 2.7 (1.1→4.0) | 0.25 | 0.59 | 0.61 |
| IL-6 (pg/mL) | 33.7(1.6→1605.8) | 34.5(1.2→1472.3) | 4.1 (1.2→8.5) | 0.57 | 0.00 | 0.00 |
| IL-10 (pg/mL) | 6.9(1.2→1783.2) | 9.2(1.8→162.3) | 2.4 (1.3→9.9) | 0.60 | 0.00 | 0.00 |
| TNF-α (pg/mL) | 2.5(1.0→319.4) | 2.6(1.0→25.2) | 2.3 (1.1→3.1) | 0.54 | 0.04 | 0.41 |
| INF-γ (pg/mL) | 8.0(1.4→788.6) | 5.7(1.3→41.8) | 4.6 (3.3→7.8) | 0.05 | 0.00 | 0.12 |
| CRP (mg/L) | 10.0(1.0→160.0) | 39.0(3.0→117.0) | 2.0 (1.0→3.1) | 0.03 | 0.00 | 0.00 |
P value of sepsis group compare with intracranial infection group; bP value of sepsis group compare with normal control group; cP value of intracranial infection group compare with normal control group. Range and median values are represented for each group.
ROC-analysis for the performances of inflammatory cytokine levels and CRP to rule out the possibility of sepsis and intracranial infection.
| diagnostic indicators | AUC | SE a | 95% CI b | Youden index J | Associated criterion (pg/mL) | Sensitivity (%) | Specificity (%) | z statistic | Significance level |
| Derivation cohort (n = 342) | |||||||||
| IL-2 | 0.901 | 0.0208 | 0.866 to 0.930 | 0.6912 | >4.0 | 90.9 | 78.2 | 1.903 | 0.0570 |
| IL-4 | 0.522 | 0.0437 | 0.470 to 0.574 | 0.1477 | ≤2.9 | 69.7 | 45.1 | 6.818 | <0.0001 |
| IL-6 | 0.860 | 0.0203 | 0.821 to 0.894 | 0.7104 | ≤8.5 | 100.0 | 71.0 | 0.504 | 0.6144 |
| IL-10 | 0.888 | 0.0296 | 0.851 to 0.918 | 0.7001 | ≤3.6 | 90.9 | 79.1 | 1.128 | 0.2595 |
| TNF-α | 0.604 | 0.0346 | 0.552 to 0.654 | 0.3454 | ≤2.7 | 93.9 | 40.6 | 6.139 | <0.0001 |
| INF-γ | 0.706 | 0.0264 | 0.656 to 0.752 | 0.5334 | ≤6.3 | 93.9 | 59.4 | 4.466 | <0.0001 |
| CRP | 0.848 | 0.0221 | 0.807 to 0.883 | 0.6548 | ≤4.0 | 100.0 | 65.5 | ||
| Validation cohort (n = 90) | |||||||||
| IL-2 | 0.890 | 0.0300 | 0.820 to 0.939 | >4.0 | 90.9 | 75.6 | 1.661 | 0.0968 | |
| IL-4 | 0.578 | 0.0525 | 0.485 to 0.666 | ≤2.9 | 69.7 | 55.6 | 3.768 | 0.0002 | |
| IL-6 | 0.902 | 0.0264 | 0.835 to 0.948 | ≤8.5 | 100.0 | 73.3 | 2.571 | 0.0101 | |
| IL-10 | 0.863 | 0.0358 | 0.789 to 0.918 | ≤3.6 | 90.9 | 77.8 | 1.077 | 0.2817 | |
| TNF-α | 0.708 | 0.0457 | 0.620 to 0.787 | ≤2.7 | 93.9 | 53.3 | 1.589 | 0.1121 | |
| INF-γ | 0.693 | 0.0455 | 0.604 to 0.773 | ≤6.3 | 93.9 | 56.6 | 2.006 | 0.0448 | |
| CRP | 0.807 | 0.0368 | 0.726 to 0.873 | ≤4.0 | 100.0 | 70.1 |
DeLong et al., 1988.
Binomial exact.
*compared with CRP.
Figure 1ROC curve for the performances of inflammatory cytokine levels and CRP to rule out the possibility of sepsis and intracranial infection.
Figure 2Serum cytokine levels in the normal control group and patients with gram-positive bacteria infection and gram-negative bacteria infection.
The median levels of IL-2 in the three groups were respectively 5.8, 2.7, and 2.2 pg/mL; b IL-4, 2.7, 2.9, and 2.8 pg/mL; c IL-6, 4.1, 25.4, and 116.6 pg/mL; d IL-10, 2.4, 6.3, and 13.7 pg/mL; e TNF-α, 2.3, 2.4, and 2.8 pg/mL; f INF-γ, 4.6, 7.5, and 8.4 pg/mL. P indicated comparisons among three groups while p* indicated comparisons between gram-positive bacteria and gram-negative bacteria.
Predictive value of cytokines for GNB in patients with sepsis or intracranial infection.
| diagnostic indicators | AUC | SE | 95% CI | Youden index J | Associated criterion (pg/mL) | Sensitivity (%) | Specificity (%) | Z statistic | Significance level |
| Derivation cohort (n = 342) | |||||||||
| IL-2 | 0.581 | 0.0379 | 0.526 to 0.634 | 0.1677 | ≤1.7 | 41.80 | 75.00 | 1.394 | 0.1633 |
| IL-10 | 0.661 | 0.0398 | 0.608 to 0.712 | 0.3483 | >58.5 | 43.00 | 91.80 | 0.156 | 0.8764 |
| CRP | 0.654 | 0.0352 | 0.600 to 0.705 | 0.3171 | >11.0 | 74.70 | 57.00 | ||
| LOGREGR.Pred_IL-2+IL-10 | 0.735 | 0.0340 | 0.685 to 0.782 | 0.3687 | IL-2<3.0 and IL-10>48.9 | 22.50 | 93.30 | 1.925 | 0.0542 |
| Validation cohort (n = 90) | |||||||||
| IL-2 | 0.568 | 0.0427 | 0.503 to 0.631 | ≤1.7 | 41.10 | 72.69 | 1.154 | 0.2486 | |
| IL-10 | 0.650 | 0.0412 | 0.592 to 0.705 | >58.5 | 42.47 | 90.74 | 0.495 | 0.6207 | |
| CRP | 0.615 | 0.0410 | 0.551 to 0.677 | >11.0 | 72.58 | 50.56 | |||
| LOGREGR.Pred_IL-2+IL-10 | 0.711 | 0.0392 | 0.649 to 0.767 | IL-2<3.0 and IL-10>48.9 | 18.52 | 96.83 | 1.902 | 0.0572 |
DeLong et al., 1988.
Binomial exact.
*compared with CRP. LOGREGR?Pred_IL-2+IL-10 indicates the combination of IL-2 and IL-10.
Figure 3ROC curve for predictive value of cytokines for GNB in patients with sepsis or intracranial infection.