Table 9.
Variable (Selected by LASSO) | AUC C-Statistic | Importance of Variable | OR (95% CI) | P Value |
---|---|---|---|---|
Clinical variables alone model | 0.883 | |||
IMV | 0.0182 | 9.47 (4.87–18.43) | <0.00001 | |
FiO2* | 0.0104 | 1.87 (1.23–2.84) | 0.0035 | |
Positive pressure | 0.0094 | 4.10 (2.37–7.08) | <0.00001 | |
Supplemental oxygen >12 h/24 h | 0.0072 | 3.94 (2.26–6.86) | <0.00001 | |
SGA | 0.0051 | 4.22 (2.06–8.67) | <0.0001 | |
Apgar 5-min score | 0.0014 | 0.77 (0.62–0.96) | 0.0213 | |
Caffeine | 0.0007 | 0.66 (0.26–1.71) | 0.397 | |
Physiologic variables alone model | 0.875 | |||
IH90 dpe | 0.0122 | 2.78 (1.83–4.20) | <0.00001 | |
IH90 daily duration | 0.0084 | 1.95 (1.46–2.61) | 0.00001 | |
Apnea dpe | 0.0014 | 0.82 (0.64–1.06) | 0.128 | |
Combined model (physiologic model + clinical model) | 0.894 | |||
FiO2* | 0.0102 | 1.84 (1.22–2.79) | 0.0038 | |
Positive pressure | 0.0059 | 3.53 (1.82–6.84) | 0.0002 | |
Black race | 0.0059 | 0.50 (0.29–0.86) | 0.012 | |
IH90 daily duration | 0.0057 | 1.62 (1.20–2.19) | 0.002 | |
SGA | 0.0035 | 4.12 (1.80–9.43) | 0.001 | |
Apnea dpe | 0.0032 | 0.73 (0.54–1.0) | 0.047 | |
IMV | 0.0026 | 3.85 (1.62–9.15) | 0.002 | |
Supplemental oxygen | 0.0023 | 2.78 (1.19–6.51) | 0.019 | |
Hispanic ethnicity | 0.0021 | 0.58 (0.27–1.25) | 0.165 | |
Apgar 5 min | 0.0020 | 0.71 (0.55–0.92) | 0.009 |
Definition of abbreviations: AUC = area under the curve; CI = confidence interval; dpe = duration per event; IH90 = intermittent hypoxemia events with oxygen saturation as measured by pulse oximetry <90%; IMV = invasive mechanical ventilation; LASSO = least absolute shrinkage and selection operator; OR = odds ratio; PB = periodic breathing; SGA = small for gestational age.
When FiO2 is listed as a variable, it is the continuous variable of FiO2 value closest to noon. If FiO2 >0.3 is listed, it is the binary variable FiO2 >0.3.