| Literature DB >> 34942959 |
Thomas Luz Teixeira1, Lorenzo Peluso1, Pierluigi Banco2, Hassane Njimi1, Layal Abi-Khalil1, Mélanie Chanchay Pillajo1, Sophie Schuind3, Jacques Creteur1, Pierre Bouzat2,4, Fabio Silvio Taccone1.
Abstract
BACKGROUND: The aim of this study was to evaluate whether the early assessment of neurological pupil index (NPi) values derived from automated pupillometry could predict neurological outcome after traumatic brain injury (TBI).Entities:
Keywords: outcome; prediction; pupillometry; traumatic brain injury
Year: 2021 PMID: 34942959 PMCID: PMC8699519 DOI: 10.3390/brainsci11121657
Source DB: PubMed Journal: Brain Sci ISSN: 2076-3425
Characteristics of the study population, according to neurological outcome at hospital discharge. Data are presented as count (%) or median (25th–75th percentiles); differences for categorical variables were assessed using the chi-square test (or the Fisher’s exact test when n < 10), while for continuous variables the Mann–Whitney U-test was used. UO = Unfavorable Outcome; FO = Favorable Outcome; NPI = Neurological Pupil Index; SOFA = Sequential Organ Failure Assessment; CT = Computed Tomography; CH = Change (percentage of constriction); COPD = Chronic Obstructive Pulmonary Disease; AHT = Arterial Hypertension; ECMO = Extracorporeal Membrane Oxygenation; ICP = Intracranial Pressure; ICU = Intensive Care Unit; IMPACT = International Mission for Prognosis and Analysis of Clinical Trials in TBI. * indicates fall from more than 3 m. Fall from smaller height are included into “Others”.
| Variables | ALL | UO | FO | |
|---|---|---|---|---|
| Age, years | 48 (34–69) | 55 (39–75) | 45 (32–62) | 0.04 |
| Male Gender, | 73 (73) | 32 (65) | 41 (80) | 0.12 |
| Mechanism of Trauma | 0.02 | |||
| Fall * | 64 (64) | 38 (78) | 26 (51) | |
| Car accident | 24 (24) | 9 (18) | 15 (29) | |
| Aggression | 9 (9) | 1 (2) | 8 (16) | |
| Other | 3 (3) | 1 (2) | 2 (4) | |
| Polytrauma, | 38 (38) | 17 (35) | 21 (41) | 0.54 |
| Glasgow Coma Scale on admission | 11 (6–15) | 8 (4–13) | 14 (8–15) | <0.001 |
| SOFA Score on admission | 6 (2–8) | 9 (5–10) | 3 (1–6) | <0.001 |
| Marshall Score | 5 (2–5) | 5 (3–5) | 4 (2–5) | 0.35 |
| Neurological Pupil Index | ||||
| Worst NPi on admission | 4.2 (3.2–4.5) | 3.9 (1.7–4.4) | 4.4 (3.7–4.6) | 0.005 |
| Mean NPi on admission | 4.3 (3.4–4.6) | 4 (2.6–4.5) | 4.5 (3.9–4.7) | 0.002 |
| NPi < 3, | 20 (20) | 14 (29) | 6 (12) | 0.046 |
| NPi < 2, | 13 (13) | 11 (22) | 2 (4) | 0.007 |
| Worst size (max) on admission, mm | 3.1 (2.4–4.2) | 2.9 (2.3–4.1) | 3.2 (2.7–4.2) | 0.39 |
| Worst CH (min) on admission, % | 16 (9–26) | 12 (6–20) | 18 (11–31) | 0.008 |
| Comorbidities | ||||
| COPD, | 8 (8) | 4 (8) | 4 (8) | 1 |
| Chronic kidney disease, | 7 (7) | 6 (12) | 1 (2) | 0.06 |
| Liver Cirrhosis, | 5 (5) | 5 (10) | 0 | 0.02 |
| Heart disease, | 24 (24) | 16 (33) | 8 (16) | 0.06 |
| Immunosuppression, | 1 (1) | 1 (2) | 0 | 0.49 |
| Previous neurological disease, | 19 (19) | 13 (27) | 6 (12) | 0.08 |
| Cancer, | 5 (5) | 3 (6) | 2 (4) | 0.67 |
| Diabetes, | 12 (12) | 5 (10) | 7 (14) | 0.76 |
| Arterial Hypertension, | 25 (25) | 19 (39) | 6 (12) | 0.002 |
| Alcohol, n (%) | 40 (40) | 20 (41) | 20 (39) | 0.99 |
| Smoking, | 22 (22) | 8 (16) | 14 (28) | 0.23 |
| ICU Therapies | ||||
| Therapy Intensity Level (TIL-Basic) | 2 (1–4) | 4 (2–4) | 1 (1–2) | <0.001 |
| Sedative drugs, | 68 (68) | 45 (92) | 23 (45) | <0.001 |
| Analgesic drugs, | 81 (81) | 46 (94) | 35 (69) | 0.002 |
| Vasopressor drugs, | 56 (56) | 38 (77) | 18 (65) | <0.001 |
| Inotropes drugs, | 2 (2) | 2 (4) | 0.24 | |
| Mechanical ventilation, | 69 (69) | 44 (90) | 25 (49) | <0.001 |
| ECMO, | 1 (1) | 1 (2) | 0.49 | |
| ICP Monitoring, | 45 (45) | 32 (65) | 13 (26) | <0.001 |
| Osmotic drugs, | 46 (46) | 32 (65) | 14 (28) | <0.001 |
| Decompressive craniectomy, | 29 (29) | 22 (45) | 7 (14) | <0.001 |
| Barbiturates, | 17 (17) | 14 (29) | 3 (6) | 0.003 |
| Hypothermia, | 6 (6) | 6 (12) | 0.012 | |
| Outcome Variables | ||||
| ICU stay, days | 6 (3–17) | 12 (4–23) | 2 (3–7) | 0.01 |
| Hospital stay, days | 16 (8–43) | 22 (9–42) | 15 (8–43) | 0.61 |
| ICU death, | 27 (27) | 27 (55.1) | <0.001 | |
| Hospital death, | 29 (29) | 29 (59.2) | <0.001 | |
| IMPACT Mortality, % | 34 (15–50) | 44 (24–57) | 21 (12–37) | 0.011 |
| IMPACT Unfavourable Outcome, % | 50 (24–71) | 64 (36–75) | 37 (18–56) | 0.006 |
Figure 1Worst and mean Neurological Pupil Index (NPi) on admission between patients with unfavorable (UO) and favorable (FO) neurological outcome. The Mann–Whitney U-test was used for this analysis.
Receiving Operating Characteristics (ROC) Curves to predict unfavourable neurological outcome at hospital discharge. NPi = Neurological Pupil Index; CT= Computed Tomography; CH = Change (percentage of constriction); GCS =Glasgow Coma Scale; IMPACT = International Mission for Prognosis and Analysis of Clinical Trials in TBI; TIL = Therapy Intensity Level.
| Variables | AUC [IC 95%] | |
|---|---|---|
| Marshall score | 0.57 (0.41–0.73) | 0.37 |
| TIL | 0.63 (0.48–0.78) | 0.11 |
| IMPACT score | 0.72 (0.59–0.85) | 0.006 |
| GCS on admission | 0.70 (0.60–0.81) | <0.001 |
| Worst NPi on admission | 0.66 (0.58–0.77] | 0.005 |
| Mean NPi on admission | 0.68 (0.57–0.78) | 0.002 |
| Worst Pupil Size on admission | 0.45 (0.33–0.56) | 0.37 |
| Worst CH on admission | 0.65 (0.545–0.76) | 0.008 |
Figure 2Contribution of selected variables to predict unfavourable neurological outcome (left Panel) or ICU mortality (right Panel). HTA = hypertension; NPi = neurological pupil index; TIL = Therapy Intensity Level; SOFA = Sequential Organ Failure Assessment.
Regularized regression models with elastic net. The fitted models showed an accuracy of 78% (CI 68–86%), a sensitivity 97%, a specificity 70%, a positive predictive value of 57% and a negative predictive value of 98% to predict unfavorable neurological outcome (UO). The fitted models showed an accuracy of 87% (CI 79–93%), a sensitivity 94%, a specificity 69%, a positive predictive value of 83% and a negative predictive value of 88% to predict ICU mortality. NPi = Neurological Pupil Index; SOFA = Sequential Organ Failure Assessment; TIL = Therapy Intensity Level. The parameter alpha has been selected according to the minimization of the partial likelihood deviance of the model; the lambda parameter was determined using grid search with 10-fold cross-validation and the optimal value was determined by minimizing the deviance of the model selected.
| UO | Mortality | |
|---|---|---|
| Coefficient | Coefficient | |
| (Intercept) | −0.009 | −2.62 |
| SOFA score on admission | 0.207 | 0.251 |
| Age | 0.767 | |
| Mean NPi | −0.627 | |
| Worst NPi | −0.468 | |
| Arterial Hypertension | 1.128 | 0.687 |
| Liver Cirrhosis | 0.524 | 0.898 |
| Vasopressors | 0.342 | 0.641 |
| Sedatives | 0.889 | 1.057 |
| Opioids | 1.328 | |
| Hypothermia | 1.059 | |
| TIL Score | 0.486 | 0.528 |
| Mechanism of trauma | 0.602 |
Figure 3Worst and mean Neurological Pupil Index (NPi) values across different Therapeutic Intensity Level (TIL) ranges. * p < 0.05 for post hoc analysis among groups. NS = not statistically significant. The Kruskal Wallis test, with Dunn-Bonferroni post hoc analysis, was used.
Figure 4Worst Neurological Pupil Index (NPi) values across different predicted 6-month unfavorable neurological outcome (UO, p = 0.04) and mortality (p = 0.01) according to the TBI-IMPACT database. * p < 0.05 for post hoc analysis among groups. NS = not statistically significant. The Kruskal Wallis test, with Dunn-Bonferroni post hoc analysis, was used.
Figure 5Mean Neurological Pupil Index (NPi) values across different predicted 6-month unfavorable neurological outcome (UO, p = 0.04) and mortality (p = 0.02) according to the TBI-IMPACT database. * p < 0.05 for post hoc analysis among groups. NS = not statistically significant. The Kruskal Wallis test, with Dunn-Bonferroni post hoc analysis, was used.