| Literature DB >> 30287355 |
Marco A F Pimentel1, Oliver C Redfern2, Stephen Gerry3, Gary S Collins3, James Malycha4, David Prytherch2, Paul E Schmidt5, Gary B Smith6, Peter J Watkinson4.
Abstract
AIMS: To compare the ability of the National Early Warning Score (NEWS) and the National Early Warning Score 2 (NEWS2) to identify patients at risk of in-hospital mortality and other adverse outcomes.Entities:
Keywords: COPD; Early warning score; Physiological monitoring; Vital signs
Mesh:
Year: 2018 PMID: 30287355 PMCID: PMC6995996 DOI: 10.1016/j.resuscitation.2018.09.026
Source DB: PubMed Journal: Resuscitation ISSN: 0300-9572 Impact factor: 5.262
Fig. 1Flowchart showing application of exclusion criteria for obtaining the admissions included in the analysis.
Demographic descriptors for admissions included in each risk group. T2RF denotes Type II Respiratory Failure.
| Documented T2RF | At risk T2RF | Not at risk T2RF | All | |
|---|---|---|---|---|
| Number of admissions | 1394 | 48,898 | 202,094 | 251,266 |
| Males, | 696 (49.9) | 23,569 (48.2) | 95,736 (47.4) | 119,433 (47.5) |
| Age (years), | 75 (67-83) | 72 (60-80) | 66 (47-80) | 68 (50-80) |
| Length of stay (days), | 6.7 (3.1-14) | 4.0 (1.8-9) | 2.8 (1.3-6.8) | 3.0 (1.3-7.1) |
| Charlson Comorbidity Index | 7 (4-16) | 4 (0-14) | 0 (0-8) | 0 (0-10) |
| Elective admissions | 104 (7.5) | 9351 (19.1) | 49,978 (24.7) | 59,374 (23.6) |
| Surgical admissions | 229 (16.4) | 14,833 (30.3) | 89,427 (44.3) | 104,338 (41.5) |
| Ethnic category, N (%) | ||||
| Asian or Asian British | 23 (1.6) | 281 (0.6) | 1850 (0.9) | 2136 (0.9) |
| Black or Black British | 1 (0.1) | 116 (0.2) | 1031 (0.5) | 1147 (0.5) |
| Mixed | 9 (0.6) | 117 (0.2) | 710 (0.4) | 828 (0.3) |
| Other Ethnic Groups | 126 (9.0) | 4317 (8.8) | 29,585 (14.6) | 33,936 (13.5) |
| Not disclosed | 5 (0.4) | 142 (0.3) | 957 (0.5) | 1102 (0.4) |
| White | 1230 (88.2) | 43,925 (89.8) | 167,961 (83.1) | 212,117 (84.4) |
| Primary outcome, N (%) | ||||
| In-hospital mortality | 159 (11.4) | 2220 (4.5) | 4606 (2.3) | 6871 (2.7) |
| Secondary outcome, N (%) | ||||
| Unanticipated ICU admission | 45 (3.2) | 575 (1.2) | 1704 (0.8) | 2289 (0.9) |
| Cardiac arrest | 18 (1.3) | 288 (0.6) | 628 (0.3) | 920 (0.4) |
| Number of vital sign sets | 61,340 | 1,466,420 | 4,751,323 | 6,229,740 |
The Charlson Comorbidity Index, and definitions of surgical specialties and elective admissions were determined according to the methodology and specification provided by NHS Digital (Charlson Comorbidity Index guidelines are available at https://beta.digital.nhs.uk/publications/ci-hub/summary-hospital-level-mortality-indicator-shmi).
Fig. 2Representation of the normalised histograms of oxygen saturation (SpO2) recorded for each of the risk groups. For each bar, the relative proportion of measurements performed while patients were on oxygen (O2) or on air is shown.
Performance metrics of the two scoring systems (NEWS and NEWS2) for predicting the primary outcome in the three risk groups, which include the area under the receiver operating characteristics curve (AUROC), with 95% confidence interval (CI), and sensitivity, specificity and positive predictive value values at a threshold of 5 and 7. The fourth column (NEWS – NEWS2) indicates the mean difference (95% CI) between the AUROCs of NEWS and NEWS2. T2RF denotes Type II Respiratory Failure.
| NEWS | NEWS2 | NEWS – NEWS2 | |
|---|---|---|---|
| Documented T2RF | |||
| AUROC (95% CI) | 0.862 (0.848 - 0.875) | 0.841 (0.827 - 0.855) | 0.021 (0.012 - 0.030) |
| Score | |||
| Sensitivity | 90.7 / 73.9 | 80.9 / 60.1 | |
| Specificity | 57.8 / 88.8 | 68.8 / 87.3 | |
| Positive predictive value | 2.5 / 4.6 | 3.0 / 5.3 | |
| At risk T2RF | |||
| AUROC (95% CI) | 0.881 (0.878 - 0.884) | 0.860 (0.857 - 0.864) | 0.021 (0.019 - 0.023) |
| Score | |||
| Sensitivity | 78.5 / 57.6 | 73.2 / 51.8 | |
| Specificity | 82.4 / 93.9 | 80.6 / 83.6 | |
| Positive predictive value | 3.2 / 6.6 | 2.7 / 5.7 | |
| Not at risk T2RF | |||
| AUROC (95% CI) | 0.910 (0.907 - 0.912) | 0.891 (0.889 - 0.893) | 0.019 (0.018 - 0.020) |
| Score | |||
| Sensitivity | 72.0 / 51.7 | 73.5 / 54.5 | |
| Specificity | 93.6 / 98.1 | 87.4 / 95.7 | |
| Positive predictive value | 5.0 / 11.2 | 2.7 / 5.7 | |
Denotes significant difference in AUROC (p < 0.05).
Fig. 3Receiver operating characteristic (ROC) curve for NEWS and NEWS2 (with scale2), for discriminating vital signs observations followed by in-hospital death within the following 24 h for the three risk groups (from top to bottom): admissions with documented type II respiratory failure (T2RF), admissions at risk of T2RF, and admissions not at risk of T2RF. Sensitivity and 1–Specificity are shown in %.
Performance metrics of the two scoring systems (NEWS and NEWS2) for predicting the secondary outcomes in the three risk groups: area under the receiver operating characteristics curve (AUROC), with 95% confidence interval (CI). NEWS – NEWS2 indicates the mean difference (95% CI) between the AUROCs of NEWS and NEWS2. T2RF denotes Type II Respiratory Failure.
| Documented T2RF | At risk T2RF | Not at risk T2RF | |
|---|---|---|---|
| Unanticipated ICU admission | |||
| NEWS | 0.806 (0.786 - 0.826) | 0.814 (0.808 - 0.821) | 0.841 (0.837 - 0.845) |
| NEWS2 | 0.816 (0.796 - 0.836) | 0.815 (0.808 - 0.821) | 0.833 (0.829 - 0.837) |
| NEWS – NEWS2 | −0.010 (-0.023 - 0.003) | 0.000 (-0.004 - 0.004) | 0.008 (0.007 - 0.010) |
| Cardiac arrest | |||
| NEWS | 0.701 (0.654 - 0.749) | 0.756 (0.744 - 0.769) | 0.785 (0.776 - 0.794) |
| NEWS2 | 0.706 (0.658 - 0.753) | 0.741 (0.728 - 0.754) | 0.768 (0.760 - 0.777) |
| NEWS – NEWS2 | −0.004 (-0.046 - 0.037) | 0.015 (0.008 - 0.022) | 0.016 (0.012 - 0.020) |
| Composite outcome | |||
| NEWS | 0.835 (0.824 - 0.847) | 0.858 (0.855 - 0.861) | 0.881 (0.879 - 0.884) |
| NEWS2 | 0.830 (0.818 - 0.841) | 0.843 (0.840 - 0.847) | 0.867 (0.864 - 0.869) |
| NEWS – NEWS2 | 0.006 (-0.003 - 0.014) | 0.015 (0.013 - 0.016) | 0.015 (0.014 - 0.016) |
Where number of adverse outcomes is under 100.
Denotes significant difference in AUROC (p < 0.05).