1. Background
2. Objectives
3. Methods
3.1. Study Population
3.2. Statistical Standards
3.2.1. Formula
3.3. Statistical Explanation
3.4. Statistical Analysis
4. Results
4.1. General Data
| Clinical Characteristics | Values a |
|---|---|
| Age | |
| 0 - 3 months | 24 (23.08) |
| 3 months - 1 year | 80 (76.92) |
| Sex | |
| Male | 55 (52.88) |
| Female | 49 (47.12) |
| Weight (kg) | 5.72 ± 3.12 |
| Cardiopulmonary bypass time (min) | 68 ± 19.63 |
| Aortic cross-clamp time (min) | 44 ± 10.54 |
| VIS b | |
| VIS (24MAX) (value) | 15.75 ± 15.21 |
| VIS (24MEA) (value) | 13.52 ± 11.76 |
| VIS (48MAX) (value) | 13.48 ± 19.46 |
| VIS (48MEA) (value) | 11.52 ± 19.29 |
| LVEF (97 cases) | 63.05 ± 15.19 |
| Death | 6 (5.77) |
| Adverse events | |
| Cardiopulmonary resuscitation | 7 (6.73) |
| Hemopurification | 4 (3.85) |
| Hypoxic-ischemic brain damage | 5 (4.81) |
| Else | |
| Lactic acid value (mmol/L) | 2.06 ± 3.96 |
| Duration of ventilation (h) | 56.21 ± 171.36 |
| Duration of ICU stay (d) | 4.32 ± 9.90 |
Abbreviations: VIS, vasoactive-inotropic score; LVEF, left ventricular ejection fraction; ICU, intensive care unit.
a Values are expressed as No. (%) or arithmetic means ± 1.96 × standard deviation.
b VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery.
4.2. Vasoactive-Inotropic Score, Left Ventricular Ejection Fraction, and Outcomes
ROC of VIS on death. The area under the ROC (AUROC) values of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) were > 0.90 for death (P < 0.05), indicating that all four VIS analyses had high accuracy for predicting the death in infants following surgery for congenital heart disease [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR, true positive rate or sensitivity; FPR, false positive rate; VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery].
ROC of VIS on adverse events. The area under the ROC (AUROC) values of VIS (24MAX), VIS (24MEA), VIS (48MEA), and VIS (48MEA) were > 0.90 for adverse events (P < 0.05), indicating that all four VIS analyses had high accuracy in predicting adverse events in infants following surgery for congenital heart disease [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR, true positive rate or sensitivity; FPR, false positive rate; VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery].
| VIS a | AUROC | SE | P Value | 95% Cl | J Point | SEN (%) | SPE (%) | |
|---|---|---|---|---|---|---|---|---|
| Lower Limit | Upper Limit | |||||||
| VIS (24MAX) | 0.960 | 0.022 | 0.00 | 0.92 | 1.00 | 20.75 | 100 | 87.80 |
| VIS (24MEA) | 0.980 | 0.013 | 0.00 | 0.96 | 1.00 | 19.42 | 100 | 93.90 |
| VIS (48MAX) | 0.961 | 0.019 | 0.00 | 0.92 | 1.00 | 22.00 | 100 | 93.90 |
| VIS (48MEA) | 0.963 | 0.019 | 0.00 | 0.93 | 1.00 | 18.13 | 100 | 91.80 |
Abbrivations: AUROC, area under the receiver operator curve; VIS, vasoactive-inotropic score; SE, standard error; 95% Cl, 95% confidence interval; J point, Youden index; SEN, sensitivity; SPE, specificity.
a VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery.
| VIS a | AUROC | SE | P Value | 95% Cl | J Point | SEN (%) | SPE (%) | |
|---|---|---|---|---|---|---|---|---|
| Lower Limit | Upper Limit | |||||||
| VIS (24MAX) | 0.942 | 0.027 | 0.00 | 0.89 | 1.00 | 19.50 | 91.70 | 88 |
| VIS (24MEA) | 0.945 | 0.025 | 0.00 | 0.90 | 0.99 | 18.02 | 91.70 | 89.10 |
| VIS (48MAX) | 0.954 | 0.026 | 0.00 | 0.90 | 1.00 | 17.75 | 91.70 | 90.20 |
| VIS (48MEA) | 0.953 | 0.022 | 0.00 | 0.91 | 1.00 | 12.90 | 100 | 80.40 |
Abbreviations: AUROC, area under the receiver operator curve; VIS, vasoactive-inotropic score; SE, standard error; 95% Cl, 95% confidence interval; J point, Youden index; SEN, sensitivity; SPE, specificity.
aVIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery.
Comparison of ROC between VIS and LVEF on death. The accuracy of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) was significantly higher than the accuracy of LVEF for predicting the death of 97 infants with routine thoracic closure (P < 0.05). The AUROC values of all four VIS analyses were > 0.90 (P < 0.05), while the AUROC value of LVEF for death was 0.65 (P > 0.05), suggesting no statistical significance in predicting the death [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR (VIS), true positive rate for VIS; FPR (VIS), false positive rate for VIS; EF, ejection fraction, it was also left ventricular ejection fraction (LVEF) in the present study; TPR (EF), true positive rate for EF; FPR(EF), false positive rate for EF. VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery].
Comparison of ROC between VIS and LVEF on adverse events. The accuracy of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) was significantly higher than the accuracy of LVEF for predicting adverse events in 97 infants with routine thoracic closure (P < 0.05). The AUROC values of all four VIS analyses were > 0.90 (P < 0.05), while the AUROC value of LVEF for adverse events was 0.53 (P > 0.05), suggesting no statistical significance in predicting adverse events [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR (VIS), true positive rate for VIS; FPR (VIS), false positive rate for VIS; EF, ejection fraction, it was also left ventricular ejection fraction (LVEF) in the present study; TPR (EF), true positive rate for EF; FPR (EF), false positive rate for EF. VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours; VIS (48MEA) was the mean score of the second 24 hours following surgery].
| VIS a and LVEF | AUROC | SE | P Value | 95% Cl | |
|---|---|---|---|---|---|
| Lower Limit | Lower Limit | ||||
| VIS (24MAX) | 0.949 | 0.024 | 0.00 | 0.90 | 1.00 |
| VIS (24MEA) | 0.980 | 0.014 | 0.00 | 0.95 | 1.00 |
| VIS (48MAX) | 0.972 | 0.017 | 0.00 | 0.94 | 1.00 |
| VIS (48MEA) | 0.970 | 0.018 | 0.00 | 0.94 | 1.00 |
| LVEF | 0.65 | 0.16 | 0.33 | 0.33 | 0.96 |
Abbreviations: ROC, receiver operator curve; AUROC, area under the receiver operator curve; VIS, vasoactive-inotropic score; LVEF, left ventricular ejection fraction; SE, standard error; 95% Cl, 95% confidence interval.
aVIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery.
| VIS a and LVEF | AUROC | SE | P Value | 95% Cl | |
|---|---|---|---|---|---|
| Lower Limit | Lower Limit | ||||
| VIS (24MAX) | 0.956 | 0.029 | 0.00 | 0.90 | 1.00 |
| VIS (24MEA) | 0.968 | 0.024 | 0.00 | 0.92 | 1.00 |
| VIS (48MAX) | 0.960 | 0.029 | 0.00 | 0.90 | 1.00 |
| VIS (48MEA) | 0.967 | 0.020 | 0.00 | 0.93 | 1.00 |
| LVEF | 0.53 | 0.12 | 0.81 | 0.29 | 0.76 |
Abbreviations: ROC, receiver operator curve; AUROC, area under the receiver operator curve; VIS, vasoactive-inotropic score; LVEF, left ventricular ejection fraction; SE, Standard error; 95% Cl, 95% confidence interval.
a VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery.
| Critical Value and Comparison Item | Group Below the Critical | Group Above the Critical | χ2 or t-Value | P or Pi Value |
|---|---|---|---|---|
| VIS (24MEA): 19.42 | ||||
| Mortality | 0/92 (0) | 6/12 (50%) | - | Pi = 0.00 |
| Rate of adverse events | 4/92 (4.35%) | 8/12 (66.67%) | 34.52 | P = 0.00 |
| Lactic acid level (mmol/L) | 1.68 ± 2.61 | 5 ± 7.02 | -3.19 | P = 0.01 |
| Duration of ICU stay (d) | 3.43 ± 5.98 | 11.08 ± 20.11 | -2.57 | P = 0.03 |
| Duration of mechanical ventilation (h) | 38.11 ± 86.18 | 195 ± 349.66 | -3.03 | P = 0.01 |
| VIS (24MEA): 18.02 | ||||
| Mortality | 0/83 (0) | 6/21 (28.60) | 20.19 | P = 0.00 |
| Rate of adverse events | 1/83 (1.20) | 11/21 (52.40) | 38.14 | P = 0.00 |
| Lactic acid level (mmol/L) | 1.50 ± 1.90 | 4.27 ± 6.41 | -3.84 | P = 0.00 |
| Duration of ICU stay (d) | 2.93 ± 4.72 | 9.81 ± 16.15 | -3.79 | P = 0.00 |
| Duration of mechanical ventilation (h) | 30.30 ± 63.09 | 158.62 ± 286.18 | -4.00 | P = 0.00 |
| VIS (48MAX): 22 | ||||
| Mortality | 0/92 (0) | 6/12 (50%) | - | Pi = 0.00 |
| Rate of adverse events | 3/92 (3.30%) | 9/12 (75%) | 46.73 | P = 0.00 |
| Lactic acid level (mmol/L) | 1.72 ± 2.90 | 4.66 ± 6.72 | -2.93 | P = 0.01 |
| Duration of ICU stay (d) | 3.40 ± 5.86 | 11.33 ± 19.99 | -2.68 | P = 0.02 |
| Duration of mechanical ventilation (h) | 37.77 ± 85.26 | 197.58 ± 346.61 | -3.12 | P = 0.01 |
| VIS (48MAX): 17.75 | ||||
| Mortality | 0/84 (0) | 6/20 (30) | 21.51 | P = 0.00 |
| Rate of adverse events | 1/84 (1.19) | 11/20 (55) | 40.70 | P = 0.00 |
| Lactic acid level (mmol/L) | 1.42 ± 1.14 | 4.73 ± 6.61 | -4.37 | P = 0.00 |
| Duration of ICU stay (d) | 3 ± 5.25 | 9.85 ± 16.03 | -3.70 | P = 0.00 |
| Duration of mechanical ventilation (h) | 29.87 ± 59.33 | 166.85 ± 287.26 | -4.16 | P = 0.00 |
| LVEF (except delayed sternal closure): 50% | ||||
| Mortality | 0/4 (0) | 4/93 (4.30) | - | Pi = 0.84 |
| Rate of adverse events | 1/4 (25) | 8/93 (8.60) | - | Pi = 0.33 |
| Lactic acid level (mmol/L) | 3.10 ± 7.06 | 1.69 ± 2.84 | -0.78 | P = 0.49 |
| Duration of ICU stay (d) | 4.75±7.04 | 3.74 ± 7.78 | -0.50 | P = 0.62 |
| Duration of mechanical ventilation (h) | 63.50 ± 116.29 | 45.60 ± 140.18 | -0.49 | P = 0.62 |
Abbreviations: VIS, vasoactive-inotropic score; LVEF, left ventricular ejection fraction; ICU, intensive care unit; χ2, chi-square test.
aValues are expressed as No. (%) or arithmetic means ± 1.96 × standard deviation.
b VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery.
| Independent Variable - Dependent Variable | b | r | F | PF | T | PT |
|---|---|---|---|---|---|---|
| VIS (24MEA) - duration of ICU stay | 0.38 | 0.46 | 26.86 | 0.00 | 5.18 | 0.00 |
| VIS (24MEA) - duration of mechanical ventilation | 7.04 | 0.48 | 31.00 | 0.00 | 5.57 | 0.00 |
| VIS (24MEA) - lactic acid level | 0.18 | 0.54 | 42.87 | 0.00 | 6.55 | 0.00 |
| VIS (48MAX- duration of ICU stay | 0.13 | 0.26 | 7.49 | 0.01 | 2.74 | 0.01 |
| VIS (48MAX) - duration of mechanical ventilation | 2.72 | 0.31 | 10.72 | 0.00 | 3.27 | 0.00 |
| VIS (48MAX) - lactic acid level | 0.10 | 0.47 | 28.14 | 0.00 | 5.31 | 0.00 |
| LVEF - duration of ICU stay | -0.01 | -0.02 | 0.04 | 0.84 | -0.2 | 0.84 |
| LVEF - duration of mechanical ventilation | -0.55 | -0.06 | 0.35 | 0.55 | -0.59 | 0.55 |
| LVEF - lactic acid level | -0.01 | -0.04 | 0.13 | 0.72 | -0.36 | 0.72 |
Abbreviations: VIS, vasoactive-inotropic score; LVEF, left ventricular ejection fraction; ICU, intensive care unit; b, regression coefficient; r, correlation coefficient.
a VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery.
| Independent Variable-Dependent Variable | b | SE (b) | Wald X2 | P | OR |
|---|---|---|---|---|---|
| VIS (24MEA)-death | 0.75 | 0.27 | 7.54 | 0.01 | 2.11 |
| VIS (24MEA)-adverse events | 0.50 | 0.13 | 14.43 | 0.00 | 1.65 |
| VIS (48MAX)-death | 0.40 | 0.14 | 8.16 | 0.00 | 1.50 |
| VIS (48MAX)-adverse events | 0.44 | 0.11 | 16.13 | 0.00 | 1.56 |
| LVEF - death | -0.06 | 0.06 | 0.85 | 0.36 | 0.94 |
| LVEF - adverse events | -0.02 | 0.05 | 0.19 | 0.66 | 0.98 |
Abbreviations: VIS, vasoactive-inotropic score; LVEF, left ventricular ejection fraction; b, regression coefficient; SE, standard error; OR, odds ratio; Wald X2 = [b/SE(b)]2.
a VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery.
![ROC of VIS on death. The area under the ROC (AUROC) values of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) were > 0.90 for death (P < 0.05), indicating that all four VIS analyses had high accuracy for predicting the death in infants following surgery for congenital heart disease [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR, true positive rate or sensitivity; FPR, false positive rate; VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery]. ROC of VIS on death. The area under the ROC (AUROC) values of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) were > 0.90 for death (P < 0.05), indicating that all four VIS analyses had high accuracy for predicting the death in infants following surgery for congenital heart disease [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR, true positive rate or sensitivity; FPR, false positive rate; VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery].](https://brieflands.com/journals/ijp/articles/131666/figures/ijp-131666-i001-F1-preview.webp)
![ROC of VIS on adverse events. The area under the ROC (AUROC) values of VIS (24MAX), VIS (24MEA), VIS (48MEA), and VIS (48MEA) were > 0.90 for adverse events (P < 0.05), indicating that all four VIS analyses had high accuracy in predicting adverse events in infants following surgery for congenital heart disease [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR, true positive rate or sensitivity; FPR, false positive rate; VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery]. ROC of VIS on adverse events. The area under the ROC (AUROC) values of VIS (24MAX), VIS (24MEA), VIS (48MEA), and VIS (48MEA) were > 0.90 for adverse events (P < 0.05), indicating that all four VIS analyses had high accuracy in predicting adverse events in infants following surgery for congenital heart disease [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR, true positive rate or sensitivity; FPR, false positive rate; VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery].](https://brieflands.com/journals/ijp/articles/131666/figures/ijp-131666-i002-F2-preview.webp)
![Comparison of ROC between VIS and LVEF on death. The accuracy of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) was significantly higher than the accuracy of LVEF for predicting the death of 97 infants with routine thoracic closure (P < 0.05). The AUROC values of all four VIS analyses were > 0.90 (P < 0.05), while the AUROC value of LVEF for death was 0.65 (P > 0.05), suggesting no statistical significance in predicting the death [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR (VIS), true positive rate for VIS; FPR (VIS), false positive rate for VIS; EF, ejection fraction, it was also left ventricular ejection fraction (LVEF) in the present study; TPR (EF), true positive rate for EF; FPR(EF), false positive rate for EF. VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery]. Comparison of ROC between VIS and LVEF on death. The accuracy of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) was significantly higher than the accuracy of LVEF for predicting the death of 97 infants with routine thoracic closure (P < 0.05). The AUROC values of all four VIS analyses were > 0.90 (P < 0.05), while the AUROC value of LVEF for death was 0.65 (P > 0.05), suggesting no statistical significance in predicting the death [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR (VIS), true positive rate for VIS; FPR (VIS), false positive rate for VIS; EF, ejection fraction, it was also left ventricular ejection fraction (LVEF) in the present study; TPR (EF), true positive rate for EF; FPR(EF), false positive rate for EF. VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours following surgery; VIS (48MEA) was the mean score of the second 24 hours following surgery].](https://brieflands.com/journals/ijp/articles/131666/figures/ijp-131666-i003-F3-preview.webp)
![Comparison of ROC between VIS and LVEF on adverse events. The accuracy of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) was significantly higher than the accuracy of LVEF for predicting adverse events in 97 infants with routine thoracic closure (P < 0.05). The AUROC values of all four VIS analyses were > 0.90 (P < 0.05), while the AUROC value of LVEF for adverse events was 0.53 (P > 0.05), suggesting no statistical significance in predicting adverse events [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR (VIS), true positive rate for VIS; FPR (VIS), false positive rate for VIS; EF, ejection fraction, it was also left ventricular ejection fraction (LVEF) in the present study; TPR (EF), true positive rate for EF; FPR (EF), false positive rate for EF. VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours; VIS (48MEA) was the mean score of the second 24 hours following surgery]. Comparison of ROC between VIS and LVEF on adverse events. The accuracy of VIS (24MAX), VIS (24MEA), VIS (48MAX), and VIS (48MEA) was significantly higher than the accuracy of LVEF for predicting adverse events in 97 infants with routine thoracic closure (P < 0.05). The AUROC values of all four VIS analyses were > 0.90 (P < 0.05), while the AUROC value of LVEF for adverse events was 0.53 (P > 0.05), suggesting no statistical significance in predicting adverse events [ROC, receiver operator curve; VIS, vasoactive-inotropic score; TPR (VIS), true positive rate for VIS; FPR (VIS), false positive rate for VIS; EF, ejection fraction, it was also left ventricular ejection fraction (LVEF) in the present study; TPR (EF), true positive rate for EF; FPR (EF), false positive rate for EF. VIS (24MAX) was the maximum representative score of the first 24 hours following surgery. VIS (48MAX) was the maximum representative score of the second 24 hours following surgery; VIS (24MEA) was the mean score of the first 24 hours; VIS (48MEA) was the mean score of the second 24 hours following surgery].](https://brieflands.com/journals/ijp/articles/131666/figures/ijp-131666-i004-F4-preview.webp)