Table 1– Patient characteristics: combined training and validation cohort
ControlARDSPneumoniaCardiogenic pulmonary oedemap–value
Subjects n524234
Age years60 (46–70)67 (48–75)57 (39–68)69 (66–71)0.42
Males31 (70)35 (67)1 (33)1 (25)0.16
APACHE II20 (14–26)23 (18–29)28 (19–31)26 (24–30)0.12
SAPS II44 (35–64)46 (39–62)55 (41–66)63 (59–71)0.079
Admission type
 Medical34 (65)31 (74)2 (67)2 (50)0.89
 Elective surgery10 (19)8 (19)1 (33)2 (50)
 Emergency surgery3 (6)3 (7)0 (0)0 (0)
Comorbidities
 Asthma0 (0)1 (2)0 (0)0 (0)0.49
 COPD1 (2)2 (5)1 (33)0 (0)0.24
 Other respiratory1 (2)2 (5)0 (0)0 (0)0.68
 Malignancy4 (8)7 (16)1 (33)2 (50)0.09
 DM6 (12)9 (20)0 (0)0 (0)0.34
PImax cmH2O16 (13–18)23.5 (18–29)15 (13–19)20 (18–22)<0.001
Pplateau cmH2O14.0 (12–18)22.5 (18–28)14.0 (12–18)18.5 (17–21)<0.001
PEEP cmH2O5 (5–5)10 (5–10)5 (5–5)7.5 (5–10)<0.001
VT mL450 (391–510)486 (397–569)670 (547–992)458 (387–540)0.28
VT/IBW mL·kg−16.5 (5.6–7.5)6.8 (6.1–7.6)11.6 (9.7–14.6)7.3 (7.0–8.3)0.057
Minute volume L·min−18.9 (7.5–10.9)10.9 (8.7–13.6)11.1 (10.6–12.0)9.9 (9.2–10.9)0.014
PaCO2 kPa5.1 (4.5–5.5)5.4 (4.7–6.0)4.6 (4.3–5.0)5.2 (5.0–5.5)0.15
PaO2 kPa14.7 (13.0–22.2)12.7 (11.0–15.5)15.7 (15.2–18.9)13.7 (13.4–15.0)0.019
FIO2 %35 (30–40)40 (40–56)40 (35–45)40 (39–43)<0.001
PaO2/FIO2360 (281–454)233 (174–297)294 (257–423)270 (251–286)<0.001
LIPS2.5 (1.5–4.0)5.0 (3.5–5.0)5.0 (3.5–5.0)3.0 (2.5–4.0)<0.001
ICU mortality5 (10)12 (29)1 (33)1 (25)0.17
  • Data are presented as median (interquartile range) or n (%), unless otherwise stated. Differences between groups were tested using Kruskal–Wallis one-way ANOVA or Chi-square test (with Yates’ correction if necessary). ARDS: acute respiratory distress syndrome; APACHE: Acute Physiology and Chronic Health Evaluation; SAPS: Simplified Acute Physiology Score; COPD: chronic obstructive pulmonary disease; DM: diabetes mellitus; PImax: maximal inspiratory pressure; Pplateau: plateau pressure; PEEP: positive end-expiratory pressure; VT: tidal volume; IBW: ideal body weight derived from height and sex; PaCO2: arterial carbon dioxide tension; PaO2: arterial oxygen tension; FIO2: inspiratory oxygen fraction; LIPS: Lung Injury Prediction Score; ICU: intensive care unit.