Patient characteristics
We enrolled 37 patients with sepsis (10 women, 27 men) and 12 healthy controls in this study (Table 1). In total, 185 blood samples from the patients and 12 blood samples from healthy controls were analyzed. At enrollment, 24 patients were in septic shock as defined by Sepsis 3 criteria [13]. The mortality rate in the patients was 21.6%. The median APACHE II and SOFA scores were 20.0 (12.5–28.0) and 8.0 (5.0-11.5), and the median ISTH and JAAM DIC scores were 3.0 (2.0–4.0) and 5.0 (2.0–5.0), respectively. The sites of infection and comorbidities are shown in Table 1. The sepsis patients were older than the controls, but the difference in sex was not significant.
Changes in adipocytokines, cytokines, PAI-1 and SOFA/DIC scores
Adiponectin levels were significantly decreased compared with those of the control on day 2 and gradually rose thereafter. Compared with those of the controls, serum leptin levels of the patients were significantly lower on days 1, 2 and 4, and visfatin levels were increased on day 2. There were no significant differences between patients and controls for the other adipocytokines. Compared with those of the controls, serum levels of IL-8 of the patients were significantly increased throughout the study period, serum levels of IL-1β and MCP-1 were higher on day 1, and serum levels of IL-6 (days 1, 2, 4, 6, 8), IL-10 (days 1, 2) and PAI-1 (days 1, 2) were significantly increased. There were no significant differences in the other inflammatory cytokines. SOFA and JAAM and ISTH DIC scores showed similar trends (Fig. 1).
Adipocytokine, cytokine and PAI-1 levels in septic shock vs. non-shock and 28-day survivors vs. non-survivors
The 8 adipocytokines, 8 pro-inflammatory or anti-inflammatory cytokines and PAI-1 analyzed in Fig. 1 were also evaluated for differences between control, septic shock patients and non-shock patients in Fig. 2A, and between control, 28-day survivors and non-survivors during the acute phase of sepsis in Fig. 2B. Serum adiponectin levels were significantly lower in septic patients without shock than those with shock on days 1, 2 and 4. There were significant differences in adiponectin levels between control and non-shock patients on each day. Resistin levels in the patients with shock (days 1, 2) and in the non-survivors (days 1, 2, 4) increased significantly compared with those in the patients without shock, the survivors or the controls. The levels of chemerin in the patients with shock on day 2 were significantly lower than those in the patients without shock. Serum visfatin levels in the patients with or without shock significantly increased compared to control on day 2 as did those in the survivors (days 1, 2) and non-survivor (days 2, 4), but the levels of the non-survivors on day 4 were significantly higher than those of the survivors. Serum leptin levels showed significant decreases in the patients with shock (days 2, 4) or without shock (days 1, 2, 4) in comparison with the control and in the survivors (days 1, 2, 4) and non-survivor (days 1, 4). The levels of IL-1β (day 1), IL-6 (day 1), IL-8 (days 1, 4), IL-10 (day 1), MCP-1 (day 1) and PAI-1 (day 1) in the patients with shock were significantly increased compared to those in the patients without shock. IL-6 (days 1, 2, 4), IL-8 (days 1, 2), IL-10 (day 1) and PAI-1 (day 1) in the patients with shock showed significant increases compared to the control as did IL-1β (day 1), IL-6 and IL-8 (days 1, 2, 4), IL-10 (days 1, 2), MCP-1 (day 1) and PAI-1 (days 1, 2) in the patients without shock.
The levels of IL-1β (day 1), IL-6 (days 1, 2, 4), IL-8 (days 1, 2, 4), IL-10 (days 1, 2, 4), MCP-1 (days 1, 2) and PAI-1 (days 1, 2, 4) in the non-survivors increased significantly compared with those of the 28-day survivors. IL-6 (days 1, 2, 4), IL-8 (days 1, 2, 4), IL-10 (days 1, 2, 4) and PAI-1 (days 1, 2) in the survivors were significantly increased compared to the control as were IL-1β (day 1), IL-6, IL-8 and IL-10 (days 1, 2, 4) and MCP-1 and PAI-1 (days 1, 2) in the non-survivors (Fig. 2). There were no significant differences in serum angiotensinogen, CXCL-12/SDF-1 and vaspin levels between the patients with or without shock or the survivors and non-survivors (Supplemental Fig. S1).
Hierarchical clustering and network analyses of adipocytokines, cytokines and PAI-1
Hierarchical clustering analysis based on Spearman’s correlation coefficients between the 8 adipocytokines, 8 cytokines and PAI-1 was performed during the study period. Different main clusters were seen on days 1 (PAI-1, resistin, IL-1β, IL-6, IL-8, MCP-1, IL-10), 2 (PAI-1, resistin, IL-1β, TNF-α, IL-6, IL-8, MCP-1, IL-10) and 4 (PAI-1, resistin, IL-10, TNF-α, IL-6, IL-8) (Fig. 3A).
Network visualization showed that 4 pro-inflammatory cytokines (IL-1β, IL-6, IL-8, MCP-1), 1 anti-inflammatory cytokine (IL-10), PAI-1 and 4 adipocytokines (adiponectin, leptin, resistin, chemerin) were connected on day 1. Three pro-inflammatory cytokines (IL-6, IL-8, MCP-1), 1 anti-inflammatory cytokine (IL-10), PAI-1 and 2 adipocytokines (adiponectin, resistin) were connected on day 2, and 3 pro-inflammatory cytokines (IL-6, IL-8, MCP-1), 1 anti-inflammatory cytokine (IL-10), PAI-1 and 2 adipocytokines (visfatin, resistin) were connected on day 4. The common network composed of IL-6, IL-8, IL-10, MCP-1, PAI-1 and resistin was seen over the entire acute phase (Fig. 3B).
Spearman’s correlations between pro- or anti-inflammatory cytokines, PAI-1, adipocytokines and combined scores and SOFA/DIC scores
The radial network diagrams allow visualization of the CR of correlation coefficients to SOFA and ISTH DIC scores with the 8 inflammatory or anti-inflammatory cytokines, PAI-1, 8 adipocytokines, and daily and common combined scores. The CRs ranged from 0–11%. The ratios of CR < 4, 4 ≦ CR < 8 and 8 ≦ CR < 12 were defined as low, moderate and high, respectively. High CRs to SOFA scores were seen on day 1 (IL-8, IL-10, PAI-1, chemerin, resistin and daily combined scores), day2 (IL-6, IL-8, IL-10, PAI-1, resistin, daily and combined scores) and day 4 (IL-6, IL-8, IL-10, resistin, daily and common combined scores). High CRs to ISTH DIC scores were seen on day 1 (IL-8, PAI-1, resistin, daily and common combined scores), day 2 (daily score) and day 4 (IL-6, IL-8, IL-10, resistin, daily and common combined scores). IL-8, IL-10, resistin and daily combined scores had high CRs to correlations with SOFA scores from day 1 through day 4. High CRs of correlations between ISTH DIC score and daily combined scores were seen over the acute phase.
Cox proportional hazards analysis with time-dependent covariates for survival
Cox proportional hazards analysis with time-dependent covariates for survival were conducted to assess the relation of L-1β, IL-6, IL-8, IL-10, MCP-1, PAI-1, adiponectin, leptin, resistin, chemerin and visfatin, which composed the networks in the acute phase, and combined scores with prognosis. IL-6, IL-8, IL-10, MCP-1, PAI-1, resistin, visfatin, daily combined score and common combined score showed significant correlations with patient prognosis (Table 2).
ROC analysis of 5 adipocytokines, combined scores and SOFA scores
To explore potential biomarkers of prognosis, ROC analysis was conducted with 5 adipocytokines composing the network in the acute phase (adiponectin, leptin, resistin, chemerin, visfatin), combined score and SOFA score on day 1. Evaluation with the SOFA score is essential in the diagnosis of sepsis [13] and is an important prognostic marker in clinical practice. The area under the ROC curve (AUC) was analyzed for each adipocytokine and the combined scores. The AUCs of adiponectin, leptin, resistin, chemerin and visfatin on day 1 were 0.656, 0.594, 0.777, 0.607 and 0.665, respectively. The AUCs of the daily combined score on day 1 (IL-1β, IL-6, IL-8, IL-10, MCP-1, PAI-1, adiponectin, leptin, resistin, chemerin) and common combined score were 0.926 and 0.940, respectively. That of SOFA on day 1 was 0.665. (Fig. 4)