| Literature DB >> 34876007 |
GianLuca Colussi1, Giacomo Perrotta2, Pierpaolo Pillinini3, Alessia G Dibenedetto3, Andrea Da Porto2, Cristiana Catena2, Leonardo A Sechi2.
Abstract
BACKGROUND: Sequential Organ Failure Assessment (SOFA) and other illness prognostic scores predict adverse outcomes in critical patients. Their validation as a decision-making tool in the emergency department (ED) of secondary hospitals is not well established. The aim of this study was to compare SOFA, NEWS2, APACHE II, and SAPS II scores as predictors of adverse outcomes and decision-making tool in ED.Entities:
Keywords: APACHE II; NEWS2; ROC curve; SAPS II; SOFA; Survival analysis
Mesh:
Year: 2021 PMID: 34876007 PMCID: PMC8650550 DOI: 10.1186/s12873-021-00547-8
Source DB: PubMed Journal: BMC Emerg Med ISSN: 1471-227X
Comparison of variables collected at ED admission according to the primary outcome
| All patients | In-hospital death or need of mechanical ventilation within 7 days | Survived without need of mechanical ventilation | ||
|---|---|---|---|---|
| Generic variables | ||||
| Patients (n) | 121 | 49 | 72 | – |
| Age (years) | 73 ± 10 | 75 ± 11 | 72 ± 10 | 0.056 |
| Male sex [n(%)] | 70 (58) | 27 (60) | 43(55) | 0.708 |
| Obesity [n(%)] | 16 (13) | 3 (6) | 13 (18) | 0.098 |
| Charlson Comorbidity Index | 5.7 ± 2.1 | 5.8 ± 1.9 | 5.6 ± 2.3 | 0.580 |
| Body temperature (°C) | 36.8 ± 1.3 | 36.2 ± 1.3 | 37.1 ± 1.3 | < 0.001 |
| Death within 7 days | 34 (28) | 34 (100) | 0 | – |
| Death within 30 days | 53 (44) | 39 (80) | 14 (19) | < 0.001 |
| Median survival time of dead patients (days) | 4 [1–11] | 2 [1–5] | 12 [9–17] | < 0.001 |
| Consciousness | ||||
| GCS | 13.9 ± 2.4 | 13.0 ± 3.4 | 14.5 ± 1.0 | 0.004 |
| Hemodynamic variables | ||||
| MAP (mm Hg) | 71 ± 19 | 63 ± 15 | 77 ± 20 | < 0.001 |
| Heart rate (bpm) | 101 ± 22 | 104 ± 22 | 99 ± 22 | 0.268 |
| Respiratory variables | ||||
| Respiratory rate | 24 ± 6 | 24 ± 6 | 23 ± 6 | 0.391 |
| SpO2 (%) | 95 ± 5 | 95 ± 6 | 96 ± 5 | 0.311 |
| PaO2 (mm Hg) | 89 ± 37 | 93 ± 47 | 86 ± 30 | 0.346 |
| P/F ratio | 272 ± 120 | 252 ± 126 | 285 ± 126 | 0.153 |
| Need of mechanical ventilation [n(%)] | 26 (21) | 26 (100) | 0 | – |
| Other laboratory variables | ||||
| WBC (cells × 103/mm3) | 14.7 ± 8.0 | 14.6 ± 8.5 | 14.7 ± 7.6 | 0.933 |
| Hematocrit (%) | 35 ± 8 | 34 ± 8 | 35 ± 7 | 0.529 |
| Platelets (cells ×103/mm3) | 210 ± 126 | 248 ± 140 | 185 ± 109 | 0.009 |
| Serum sodium (mmol/l) | 137 ± 7 | 139 ± 8 | 135 ± 5 | 0.002 |
| Serum potassium (mmol/l) | 4.31 ± 1.05 | 4.41 ± 1.18 | 4.24 ± 0.95 | 0.395 |
| Arterial pH | 7.35 ± 0.13 | 7.30 ± 0.15 | 7.38 ± 0.10 | 0.002 |
| Plasma bicarbonate (mmol/l) | 19 ± 7 | 17 ± 8 | 20 ± 6 | 0.028 |
| Serum creatinine (mg/dl) | 2.2 [1.2–4.2] | 2.2 [1.4–4.3] | 2.1 [1.2–4.1] | 0.554 |
| BUN (mg/dl) | 42 [26–70] | 48 [31–72] | 37 [25–63] | 0.183 |
| Serum total bilirubin (mg/dl) | 0.7 [0.5–1.6] | 0.7 [0.6–1.6] | 0.8 [0.5–1.6] | 0.951 |
Fig. 1Box plots summarizing prognostic scores statistic according to the occurrence of the primary outcome. The plain black circle inside the box represents the mean value. P = probability of the Student’s t-test
Fig. 2Receiver operative characteristic (ROC) curves of each severity score for predicting the primary composite (A) and secondary (B) outcome
Best cut-off values and relative metrics with 95% confidence interval based upon the receiver operating characteristic curve analysis for the primary outcome
| Risk score | Best cutoff point | Sensitivity | Specificity | Positive | Negative | AUROC |
|---|---|---|---|---|---|---|
| SOFA | 10 | 0.388 (0.251–0.524) | 0.861 (0.781–0.941) | 0.655 (0.482–0.828) | 0.674 (0.578–0.770) | 0.650 (0.548–0.751) |
| NEWS2 | 7 | 0.898 (0.813–0.983) | 0.417 (0.303–0.531) | 0.512 (0.406–0.617) | 0.857 (0.741–0.973) | 0.708 (0.616–0.800) |
| APACHE II | 22 | 0.633 (0.498–0.768) | 0.847 (0.764–0.930) | 0.738 (0.605–0.871) | 0.772 (0.680–0.865) | 0.762 (0.673–0.850) |
| SAPS II | 49 | 0.714 (0.588–0.841) | 0.875 (0.799–0.951) | 0.795 (0.676–0.915) | 0.818 (0.732–0.904) | 0.823 (0.744–0.902) |
| SOFA-NEWS2 | – | < 0.001 | < 0.001 | 0.074 | 0.003 | 0.341 |
| SOFA-APACHE II | – | 0.003 | 0.781 | 0.315 | 0.005 | 0.002 |
| SOFA-SAPS II | – | 0.001 | 0.781 | 0.109 | < 0.001 | 0.047 |
| NEWS2-APACHE II | – | < 0.001 | < 0.001 | < 0.001 | 0.131 | 0.341 |
| NEWS2-SAPS II | – | 0.003 | < 0.001 | < 0.001 | 0.416 | 0.025 |
| APACHE II-SAPS II | – | 0.206 | 0.527 | 0.333 | 0.165 | 0.107 |
Univariate analysis and multivariate best predictive model for 30-day mortality based on stepwise analysis according to the Akaike Information Criterion
| Univariate analysis | Multivariate best model | |||
|---|---|---|---|---|
| HR (95% CI) | P | HR (95% CI) | P | |
| Age (each 1 year) | 1.018 (0.990–1.048) | 0.208 | – | – |
| Male sex (yes/no) | 1.164 (0.671–2.019) | 0.589 | 1.809 (1.019–3.213) | 0.043 |
| Obesity (yes/no) | 0.321 (0.100–1.031) | 0.056 | – | – |
| Charlson comorbidity index (each 1 point) | 1.062 (0.942–1.197) | 0.329 | – | – |
| Body temperature (each 1 °C) | 0.645 (0.513–0.812) | < 0.001 | 0.696 (0.551–0.879) | 0.002 |
| Glasgow coma scale (each 1 point) | 0.875 (0.802–0.955) | 0.003 | – | – |
| MAP (each 1 mmHg) | 0.967 (0.951–0.984) | < 0.001 | 0.971 (0.955–0.987) | < 0.001 |
| Heart rate (each 1 bpm) | 1.008 (0.995–1.020) | 0.220 | 1.033 (1.018–1.048) | < 0.001 |
| Respiratory rate (each 1 act/min) | 1.016 (0.971–1.063) | 0.497 | – | – |
| SpO2 (each 1% point) | 0.957 (0.915–1.000) | 0.051 | 0.890 (0.845–0.938) | < 0.001 |
| PaO2 (each 1 mmHg) | 1.006 (0.999–1.013) | 0.101 | – | – |
| P/F ratio (each 1 point) | 1.000 (0.997–1.002) | 0.777 | – | – |
| WBC (each 1000 cells/mm3) | 0.993 (0.956–1.031) | 0.712 | – | – |
| Hematocrit (each 1% point) | 0.977 (0.940–1.015) | 0.230 | 0.954 (0.914–0.996) | 0.032 |
| Platelets (each 1000 cells/mm3) | 1.002 (1.000–1.004) | 0.018 | – | – |
| Serum sodium (each 1 mmol/l) | 1.057 (1.012–1.105) | 0.013 | 1.051 (1.009–1.095) | 0.017 |
| Serum potassium (each 1 mmol/l) | 1.171 (0.913–1.503) | 0.215 | – | – |
| Arterial pH (each 0.1 point) | 0.888 (0.730–1.080) | 0.234 | – | – |
| Plasma bicarbonate (each 1 mmol/L) | 0.969 (0.930–1.010) | 0.129 | – | – |
| Log [Serum creatinine (each 1 mg/dl)] | 1.230 (0.876–1.726) | 0.232 | – | – |
| Log [BUN (each 1 mg/dl)] | 1.001 (0.998–1.005) | 0.442 | 1.483 (0.988–2.227) | 0.057 |
| Log [total bilirubin (each 1 mg/dl)] | 1.264 (0.946–1.689) | 0.113 | – | – |
Fig. 3Kaplan-Meier curves representing survival probability of septic patients according to severity score above (continuous line) or below (dashed line) best cut-offs with respective 95% confidence interval (light and dark gray areas). Below plots, there are risk tables with number of survived patients at each time-point above or below the cut-off