| Literature DB >> 30682104 |
Anniek Brink1, Jelmer Alsma1, Rob Johannes Carel Gerardus Verdonschot2, Pleunie Petronella Marie Rood2, Robert Zietse1, Hester Floor Lingsma3, Stephanie Catherine Elisabeth Schuit1,2.
Abstract
OBJECTIVE: In hospitalized patients, the risk of sepsis-related mortality can be assessed using the quick Sepsis-related Organ Failure Assessment (qSOFA). Currently, different tools that predict deterioration such as the National Early Warning Score (NEWS) have been introduced in clinical practice in Emergency Departments (ED) worldwide. It remains ambiguous which screening tool for mortality at the ED is best. The objective of this study was to evaluate the predictive performance for mortality of two sepsis-based scores (i.e. qSOFA and Systemic Inflammatory Response Syndrome (SIRS)-criteria) compared to the more general NEWS score, in patients with suspected infection directly at presentation to the ED.Entities:
Mesh:
Year: 2019 PMID: 30682104 PMCID: PMC6347138 DOI: 10.1371/journal.pone.0211133
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Variables within NEWS, qSOFA and SIRS criteria.
| NEWS | qSOFA | SIRS | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 2 | 1 | 0 | 1 | 2 | 3 | 1 | 0 | 1 | 1 | 0 | 1 | |
| ≤35.0 | 35.1–36.0 | 36.1–38.0 | 38.1–39.0 | ≥39.1 | <36.0 | 36.0–38.0 | >38.0 | ||||||
| ≤40 | 41–50 | 51–90 | 91–110 | 111–130 | ≥131 | ≤90 | >90 | ||||||
| ≤90 | 91–100 | 101–110 | 111–219 | ≥220 | ≤100 | >100 | |||||||
| ≤8 | 9–11 | 12–20 | 21–24 | ≥25 | <22 | ≥22 | ≤20 | >20 | |||||
| ≤91 | 92–93 | 94–95 | ≥96 | ||||||||||
| Yes | No | ||||||||||||
| A/15 | V,P,U/<15 | A/15 | V,P,U/<15 | ||||||||||
| ≤4.0 | 4.0–12.0 | >12.0 | |||||||||||
Variables within the National Early Warning Score, quick Sepsis-related Organ Failure Assessment and Systemic Inflammatory Response Syndrome criteria. Each variable is measured and summed up.
aNEWS ranges from 0 to 20, wherein 1 to 3 points are given for aberrant values in the following variables: body temperature, heart rate, systolic blood pressure, respiratory rate, oxygen saturation, supplemental oxygen and AVPU score.
bqSOFA ranges from 0 to 3, in which 1 point is assigned to abnormal values in the following variables: systolic blood pressure, respiratory rate and AVPU score.
cSIRS ranges from 0 to 4 points, wherein 1 point is allocated to aberrant values in the following variables: body temperature, heart rate, respiratory rate and WBC. The total score within NEWS, qSOFA, and SIRS corresponds with a risk for mortality. Abbreviations: NEWS, national early warning score; qSOFA, quick sepsis-related organ failure assessment; SIRS, systemic inflammatory response syndrome;°C, degrees centigrade; bpm, beats per minute; mmHg; millimetre of mercury; AVPU, alert, verbal, pain, unresponsive; WBC, white blood cell count.
Fig 1Subject inclusion flowchart.
Flowchart of patients who met inclusion/exclusion criteria.
Patient characteristics.
| N (% missing) | All patients | Died within ten days | Died within 30 days | Alive | P-value | |
|---|---|---|---|---|---|---|
| N (%) | 8,204 | 286 (3.5) | 490 (6.0) | 7,714 (94.0) | ||
| 8,204 (0) | 4,581(55.8) | 182 (63.6) | 321 (65.5) | 4,260 (55.2) | <0.0001 | |
| 8,204 (0) | 57.0 (41–68) | 68.0 (58.75–78) | 67.0 (58–77.25) | 56.0 (41–67) | <0.0001 | |
| 7,945 (3.2) | 37.6 (1.3) | 36.9 (1.7) | 37.2 (1.5) | 37.7 (1.2) | <0.0001 | |
| 7,858 (4.2) | 97.9 (21.4) | 103.7 (26.5) | 104.9 (26.1) | 97.5 (21.0) | <0.0001 | |
| 7,764 (5.4) | 131.7 (26.1) | 119.6 (36.2) | 121.3 (34.0) | 132.3 (25.4) | <0.0001 | |
| 4,796 (41.5) | 21.3 (8.5) | 25.0 (9.1) | 24.5 (9.1) | 21.0 (8.3) | <0.0001 | |
| 7,578 (7.6) | 96.0 (3.6) | 93.9 (5.9) | 93.9 (5.6) | 96.2 (3.4) | <0.0001 | |
| 6,643 (19.0) | <0.0001 | |||||
| Alert | 6,104 (91.9) | 152 (64.7) | 291 (72.6) | 5,813 (93.1) | ||
| Verbal | 385 (5.8) | 39 (16.6) | 57 (14.2) | 328 (5.3) | ||
| Pain | 69 (1.0) | 12 (5.1) | 16 (4.0) | 53 (0.8) | ||
| Unresponsive | 85 (1.3) | 32 (13.6) | 37 (9.2) | 48 (0.8) | ||
| 8,204 (0) | 2,472 (30.1) | 223 (78.0) | 338 (69.0) | 2,134 (27.7) | <0.0001 | |
| 8,204 (0) | 6,980 (86.9) | 251 (87.8) | 437 (89.2) | 6,690 (86.7) | 0.118 | |
| 7,036 (14.2) | 11.84 (12.88) | 17.03 (30.70) | 15.37 (24.22) | 11.58 (11.58) | <0.0001 | |
| 4,387 (46.5) | 2,940 (67.0) | 178 (62.2) | 298 (78.6) | 2,642 (65.9) | <0.0001 | |
| 4,318 (47.4) | 369 (4.5) | 59 (20.6) | 87 (17.8) | 282 (7.0) | <0.0001 | |
| 4,243 (48.3) | 1,895 (44.7) | 135 (77.1) | 212 (70.0) | 1,683 (42.7) | <0.0001 | |
| 7,786 (5.1) | <0.0001 | |||||
| Immediate | 168 (2.2) | 47 (18.2) | 53 (11.8) | 115 (1.6) | ||
| Very urgent | 1,002 (12.9) | 87 (33.7) | 148 (32.9) | 854 (11.6) | ||
| Urgent | 5,451 (70.0) | 115 (44.6) | 230 (51.1) | 5,221 (71.2) | ||
| Standard | 1,144 (14.7) | 9 (3.5) | 19 (4.2) | 1,125 (15.3) | ||
| Non urgent | 16 (0.2) | 0 (0.0) | 0 (0.0) | 16 (0.2) | ||
| 8,204 (0) | 6,117 (74.6) | 273 (95.5) | 455 (92.9) | 5,662 (73.4) | <0.0001 |
Patient characteristics. Abbreviations: N, number; SBP, systolic blood pressure; RR, respiratory rate; HR, heart rate; AVPU, Alert, Verbal, Pain, Unresponsive), WBC white blood cell count; SIRS, systemic inflammatory response syndrome; qSOFA, quick sepsis-related organ failure assessment; NEWS, national early warning score; MTS, Manchester Triage System; IQR, interquartile range (25–75 percentile); SD, standard deviation; bpm, beats per minute; mmHg, millimetre of mercury; L, litre;°C, degrees centigrade.
*Chi-squared test
†median test
‡independent samples t-test
§Mann-Whitney U test.
Univariate regression on the outcome 30-day mortality.
| LRχ2 | R2 | ||
|---|---|---|---|
| Body temperature | 0.51 | 0.000 | |
| Heart rate | 24.05 | 0.008 | |
| Respiratory rate | 28.13 | 0.013 | |
| WBC | 60.50 | 0.022 | |
| Respiratory rate | 22.50 | 0.010 | |
| Systolic blood pressure | 133.49 | 0.045 | |
| AVPU | 142.03 | 0.060 | |
| Oxygen therapy | 335.73 | 0.110 | |
| Oxygen saturation | 44.54 | 0.016 | |
| Respiratory rate | 30.32 | 0.014 | |
| Body temperature | 17.13 | 0.006 | |
| Systolic blood pressure | 103.87 | 0.035 | |
| Heart rate | 43.04 | 0.015 | |
| AVPU | 144.17 | 0.059 |
30-day mortality univariate regression. The best parameter in the univariate model has the highest likelihood function (LRχ2). R2 is the proportion of the variance in outcome 30-day mortality explained by the univariate model.
Fig 2ROC curve 10-day mortality.
Fig 3ROC curve 30-day mortality.
Sensitivity, specificity, PPV, NPV and Youden’s index for different cut-off values for 10- and 30-day mortality.
| 10-day mortality | Sensitivity (%) | Specificity (%) | PPV (%) | NPV (%) | Youden’s index | 30-day mortality | Sensitivity (%) | Specificity (%) | PPV (%) | NPV (%) | Youden’s index |
|---|---|---|---|---|---|---|---|---|---|---|---|
| ≥1 | 98.0 | 12.2 | 3.9 | 99.4 | 0.102 | 96.3 | 12.4 | 6.5 | 98.1 | 0.087 | |
| ≥2 | 80.4 | 37.3 | 4.4 | 98.1 | 0.177 | 77.2 | 37.6 | 7.3 | 96.3 | 0.148 | |
| ≥3 | 50.4 | 67.0 | 5.2 | 97.3 | 0.174 | 48.1 | 67.3 | 8.5 | 95.3 | 0.154 | |
| 4 | 15.0 | 90.8 | 5.5 | 96.7 | 0.058 | 14.9 | 90.9 | 9.4 | 94.4 | 0.058 | |
| ≥1 | 77.2 | 59.1 | 6.5 | 98.6 | 0.362 | 69.9 | 59.5 | 10.0 | 96.9 | 0.294 | |
| ≥2 | 33.1 | 93.3 | 15.3 | 97.4 | 0.264 | 28.5 | 93.7 | 22.6 | 95.3 | 0.222 | |
| 3 | 7.8 | 99.3 | 28.2 | 96.7 | 0.071 | 5.5 | 99.3 | 34.0 | 94.2 | 0.048 | |
| ≥3 | 98.3 | 17.8 | 4.2 | 99.7 | 0.161 | 95.6 | 18.1 | 7.0 | 98.5 | 0.137 | |
| ≥4 | 94.5 | 26.0 | 4.5 | 99.2 | 0.205 | 90.6 | 26.3 | 7.3 | 97.8 | 0.169 | |
| ≥5 | 89.1 | 42.1 | 5.3 | 99.1 | 0.312 | 83.0 | 42.5 | 8.5 | 97.5 | 0.255 | |
| ≥6 | 82.1 | 57.0 | 6.5 | 98.9 | 0.391 | 75.5 | 57.6 | 10.2 | 97.3 | 0.33 | |
| ≥7 | 76.3 | 65.9 | 7.6 | 98.7 | 0.421 | 68.0 | 66.5 | 11.5 | 97.0 | 0.345 | |
| ≥8 | 59.6 | 77.1 | 8.7 | 98.1 | 0.367 | 55.0 | 77.8 | 13.7 | 96.4 | 0.328 | |
| ≥9 | 45.8 | 84.0 | 9.5 | 97.7 | 0.298 | 42.0 | 84.5 | 14.9 | 95.8 | 0.266 | |
| ≥10 | 35.1 | 89.4 | 10.8 | 97.4 | 0.245 | 31.3 | 89.8 | 16.5 | 95.3 | 0.211 | |
| ≥11 | 22.8 | 94.5 | 13.2 | 97.1 | 0.173 | 20.9 | 94.8 | 20.7 | 94.9 | 0.158 | |
| ≥12 | 9.4 | 98.3 | 17.3 | 96.7 | 0.078 | 14.7 | 96.8 | 22.6 | 94.6 | 0.114 | |
| ≥13 | 9.4 | 98.3 | 17.3 | 96.7 | 0.078 | 8.1 | 98.5 | 25.3 | 94.3 | 0.066 | |
| ≥14 | 4.2 | 99.3 | 17.9 | 96.6 | 0.035 | 3.9 | 99.4 | 28.5 | 94.1 | 0.033 | |
| ≥15 | 1.2 | 99.7 | 14.1 | 96.5 | 0.009 | 1.0 | 99.7 | 20 | 94.0 | 0.007 | |
| ≥16 | 0.3 | 99.9 | 15.4 | 96.5 | 0.003 | 0.4 | 99.9 | 11.25 | 94.1 | 0.004 | |
Sensitivity, specificity, positive predictive value, negative predictive value and Youden’s index for different cut-off values for 10- and 30-day mortality, respectively.
║ are the predefined cut-off values which are most indicative for a poor outcome.
¶ representing the optimal cut-off points. Abbreviations: PPV, positive predictive value; NPV, negative predictive value; SIRS, systemic inflammatory response syndrome; qSOFA, quick sepsis-related organ failure assessment; NEWS, national early warning score.