| Literature DB >> 33432906 |
Luigi Pisani1,2, Anna Geke Algera1, Ary Serpa Neto1,3, Areef Ahsan4, Abigail Beane2, Kaweesak Chittawatanarat5, Abul Faiz2,6, Rashan Haniffa3, Seyed MohammadReza Hashemian7, Madiha Hashmi8, Hisham Ahmed Imad9, Kanishka Indraratna10, Shivakumar Iyer11, Gyan Kayastha12, Bhuvana Krishna13, Tai Li Ling14, Hassan Moosa15, Behzad Nadjm16, Rajyabardhan Pattnaik17, Sriram Sampath13, Louise Thwaites18, Ni Ni Tun19, Nor'azim Mohd Yunos20, Salvatore Grasso21, Frederique Paulus1, Marcelo Gama de Abreu22, Paolo Pelosi23,24, Nick Day2,25, Nicholas J White2,25, Arjen M Dondorp2,25, Marcus J Schultz1,2,25,26.
Abstract
Epidemiology, ventilator management, and outcome in patients receiving invasive ventilation in intensive care units (ICUs) in middle-income countries are largely unknown. PRactice of VENTilation in Middle-income Countries is an international multicenter 4-week observational study of invasively ventilated adult patients in 54 ICUs from 10 Asian countries conducted in 2017/18. Study outcomes included major ventilator settings (including tidal volume [V T ] and positive end-expiratory pressure [PEEP]); the proportion of patients at risk for acute respiratory distress syndrome (ARDS), according to the lung injury prediction score (LIPS), or with ARDS; the incidence of pulmonary complications; and ICU mortality. In 1,315 patients included, median V T was similar in patients with LIPS < 4 and patients with LIPS ≥ 4, but lower in patients with ARDS (7.90 [6.8-8.9], 8.0 [6.8-9.2], and 7.0 [5.8-8.4] mL/kg Predicted body weight; P = 0.0001). Median PEEP was similar in patients with LIPS < 4 and LIPS ≥ 4, but higher in patients with ARDS (five [5-7], five [5-8], and 10 [5-12] cmH2O; P < 0.0001). The proportions of patients with LIPS ≥ 4 or with ARDS were 68% (95% CI: 66-71) and 7% (95% CI: 6-8), respectively. Pulmonary complications increased stepwise from patients with LIPS < 4 to patients with LIPS ≥ 4 and patients with ARDS (19%, 21%, and 38% respectively; P = 0.0002), with a similar trend in ICU mortality (17%, 34%, and 45% respectively; P < 0.0001). The capacity of the LIPS to predict development of ARDS was poor (receiver operating characteristic [ROC] area under the curve [AUC] of 0.62, 95% CI: 0.54-0.70). In Asian middle-income countries, where two-thirds of ventilated patients are at risk for ARDS according to the LIPS and pulmonary complications are frequent, setting of V T is globally in line with current recommendations.Entities:
Mesh:
Year: 2021 PMID: 33432906 PMCID: PMC7941813 DOI: 10.4269/ajtmh.20-1177
Source DB: PubMed Journal: Am J Trop Med Hyg ISSN: 0002-9637 Impact factor: 3.707
Figure 1.Screening and enrolment. ARDS = acute respiratory distress syndrome; IRB = institutional review board; LIPS = lung injury prediction score; MV = mechanical ventilation.
Baseline patient characteristics
| All patients ( | LIPS < 4 ( | LIPS ≥ 4 ( | Acute respiratory distress syndrome ( | |||
|---|---|---|---|---|---|---|
| Age (years) | 57 [40, 67] | 54 [37, 66] | 58 [42, 68] | 49 [35, 62] | 0.018 | 0.0013 |
| Gender, female | 507/1,314 (38.6) | 159 (40.9) | 317/836 (37.9) | 31 (34.8) | 0.355 | 0.462 |
| Sequential Organ Failure Assessment score | 7 [5, 10] | 6 [4, 8] | 8 [6, 11] | 9 [6, 12] | < 0.001 | < 0.0001 |
| LIPS | 5 [3.5, 7] | 2.5 [2, 3.5] | 6 [5, 8] | 7.5 [6, 8.5] | < 0.001 | < 0.0001 |
| Height (cm) | 163 [156, 170] | 165 [158, 170] | 162 [155, 170] | 165 [160, 170] | 0.07 | 0.087 |
| Weight (kg) | 64 [55, 72] | 62 [55, 72] | 65 [55, 73] | 63 [55, 72] | 0.109 | 0.259 |
| Predicted body weight (kg) | 58 [50.6, 66] | 59 [51,66] | 57 [49,66] | 60 [52,66] | 0.167 | 0.185 |
| Body mass index (kg/m2) | 23.7 [21.5, 26.9] | 23.4 [21.3, 26.4] | 23.9 [21.7, 27.3] | 23.3 [20.8, 25.7] | 0.016 | 0.0134 |
| Ventilation status | ||||||
| Ventilation in ward before admission | 144/1,314 (11.0) | 43/388 (11.1) | 97 (11.6) | 4 (4.5) | 0.871 | 0.125 |
| NIV before invasive ventilation | 191/1,312 (14.6) | 26/388 (6.7) | 124/835 (14.9) | 41 (46.1) | < 0.001 | < 0.0001 |
| NIV duration (minutes) | 180 [36, 660] | 180 [70, 960] | 172 [30, 600] | 220 [62, 765] | 0.172 | 0.262 |
| Reason for ICU admission, | < 0.001 | < 0.001 | ||||
| Planned surgery | 246 (18.7) | 112 (28.8) | 132/836 (15.8) | 2 (2.2) | ||
| Emergency surgery (excl. trauma) | 145 (11.0) | 31 (8.0) | 107/836 (12.8) | 7 (7.9) | ||
| Trauma | 76 (5.8) | 9 (2.3) | 62/836 (7.4) | 5 (5.6) | ||
| Medical condition | 847 (64.5) | 237 (60.9) | 535/836 (64.0) | 75 (84.3) | ||
| Admission source | 0.036 | < 0.0001 | ||||
| Emergency department | 405/1,305 (31.0) | 122/386 (31.6) | 250/830 (30.1) | 33 (37.1) | ||
| Operating room | 340/1,305 (26.1) | 118/386 (30.6) | 216/830 (26.0) | 6 (6.7) | ||
| Medical or surgical ward | 462/1,305 (35.4) | 114/386 (29.5) | 303/830 (36.5) | 45 (50.6) | ||
| Obstetric ward | 26/1,305 (2.0) | 4/386 (1.0) | 20/830 (2.4) | 2 (2.2) | ||
| Directly from community | 7/1,305 (0.5) | 4/386 (1.0) | 3/830 (0.4) | 0 (0.0) | ||
| Other hospital or ICU | 65/1,305 (5.0) | 24/386 (6.2) | 38/830 (4.6) | 3 (3.4) | ||
| Smoking status | 0.015 | 0.0325 | ||||
| Never | 665/1,314 (50.6) | 211 (54.2) | 401/836 (48.0) | 53 (59.6) | ||
| Former | 216/1,314 (16.4) | 46 (11.8) | 157/836 (18.8) | 13 (14.6) | ||
| Current | 156/1,314 (11.9) | 44 (11.3) | 104/836 (12.4) | 8 (9.0) | ||
| Unknown | 277/1,314 (21.1) | 88 (22.6) | 174/836 (20.8) | 15 (16.9) | ||
| Reason for intubation, | ||||||
| Cardiac arrest | 72 (5.5) | 14 (3.6) | 57 (6.8) | 1 (1.1) | 0.035 | 0.0124 |
| Anaesthesia for surgery | 328 (24.9) | 122 (31.4) | 200 (23.9) | 6 (6.7) | 0.007 | < 0.0001 |
| Hemodynamic instability | 186 (14.1) | 33 (8.5) | 132 (15.8) | 21 (23.6) | 0.001 | < 0.0001 |
| Other | 96 (7.3) | 42 (10.8) | 51 (6.1) | 3 (3.4) | 0.005 | 0.0044 |
| Depressed level of consciousness | 351 (26.7) | 124 (31.9) | 215 (25.7) | 12 (13.5) | 0.029 | 0.0011 |
| Acute respiratory failure | 522 (39.7) | 78 (20.1) | 367 (43.8) | 77 (86.5) | < 0.001 | < 0.0001 |
| Cause of acute respiratory failure | < 0.0001 | |||||
| Community acquired pneumonia | 113/522 (21.6) | 14/78 (17.9) | 85/367 (23.2) | 14/77 (18.2) | ||
| Nosocomial pneumonia | 45/522 (8.6) | 3/78 (3.8) | 38/367 (10.4) | 4/77 (5.2) | ||
| Unplanned postoperative ventilation | 9/522 (1.7) | 2/78 (2.6) | 6/367 (1.6) | 1/77 (1.3) | ||
| Cardiogenic pulmonary oedema | 65/522 (12.5) | 12/78 (15.4) | 51/367 (13.9) | 2/77 (2.6) | ||
| Sepsis (other than pneumonia) | 98/522 (18.8) | 10/78 (12.8) | 79/367 (21.5) | 9/77 (11.7) | ||
| COPD exacerbation | 42/522 (8.0) | 10/78 (12.8) | 32/367 (8.7) | 0/77 (0.0) | ||
| Other | 112/522 (21.5) | 27/78 (34.6) | 76/367 (20.7) | 9/77 (11.7) | ||
| Chronic comorbidities, | ||||||
| None | 359 (27.3) | 124 (31.9) | 204 (24.4) | 31 (34.8) | 0.007 | 0.0059 |
| Arterial hypertension | 533 (40.5) | 150 (38.6) | 357 (42.7) | 26 (29.2) | 0.196 | 0.0314 |
| Heart failure | 104 (7.9) | 22 (5.7) | 77 (9.2) | 5 (5.6) | 0.045 | 0.0718 |
| Diabetes mellitus | 392 (29.8) | 96 (24.7) | 278 (33.2) | 18 (20.2) | 0.003 | 0.0012 |
| Chronic kidney disease | 175 (13.3) | 46 (11.8) | 117 (14.0) | 12 (13.5) | 0.346 | 0.586 |
| Liver cirrhosis | 58 (4.4) | 13 (3.3) | 41 (4.9) | 4 (4.5) | 0.277 | 0.466 |
| COPD | 84 (6.4) | 18 (4.6) | 61 (7.3) | 5 (5.6) | 0.101 | 0.198 |
| Cancer | 118 (9.0) | 31 (8.0) | 79 (9.4) | 8 (9.0) | 0.465 | 0.704 |
| Neuromuscular disease | 17 (1.3) | 7 (1.8) | 9 (1.1) | 1 (1.1) | 0.442 | 0.573 |
| Other | 212 (16.1) | 62 (15.9) | 133 (15.9) | 17 (19.1) | 1 | 0.731 |
COPD = chronic obstructive pulmonary disease; ICU = intensive care unit; IQR = interquartile range; LIPS = Lung Injury Prediction Score. Data are number of patients/total number of patients (%) or median [IQR]. All parameters are measured in the first day of ventilation.
P-value represents the comparison across the three study groups for each variable.
Scores range from 0 to 24, with 0 the least severe.
Scores range from 0 to 35, with 0 the least severe.
Nonexclusive categories.
Patients can have more than one diagnosis.
Ventilation characteristics in the first day of mechanical ventilation
| All patients ( | LIPS < 4 ( | LIPS ≥ 4 ( | Acute respiratory distress syndrome ( | |||
|---|---|---|---|---|---|---|
| Absolute | 450 [400, 500] | 450 [400, 500] | 450 [400, 500] | 400 [360, 470] | 0.642 | 0.0001 |
| Absolute | 500 | 500 | 500 | 400 | – | – |
| 7.9 [6.8, 9.1] | 7.9 [6.8, 8.9] | 8.0 [6.8, 9.2] | 7.0 [5.8, 8.4] | 0.621 | 0.0001 | |
| Controlled mode | 7.9 [6.8, 9.1] | 7.9 [6.8, 8.9] | 8.0 [6.8, 9.2] | 7.0 [5.8, 8.5] | 0.765 | 0.0002 |
| Spontaneous mode | 8.1 [7.0, 9.2] | 7.8 [6.5, 9.5] | 8.3 [7.4, 9.3] | 7.7 [7.1, 8.0] | 0.372 | 0.4113 |
| ≤ 7.0 | 396 (30.5) | 111 (28.8) | 240 (29.2) | 45 (50.6) | 0.0715 | 0.0002 |
| 7.1–8.9 | 561 (43.2) | 181 (46.9) | 350 (42.5) | 30 (33.7) | – | – |
| 9.0–10.0 | 143 (11.0) | 31 (8.0) | 107 (13.0) | 5 (5.6) | – | – |
| > 10.0 | 198 (15.3) | 63 (16.3) | 126 (15.3) | 9 (10.1) | – | – |
| 7.0 [6.0, 8.2] | 7.1 [6.2, 8.3] | 7.0 [6.0, 8.1] | 6.4 [5.6, 7.3] | 0.016 | 0.0001 | |
| Positive end-expiratory pressure (cmH2O) | 5.0 [5.0, 8.0] | 5.0 [5.0, 7.0] | 5.0 [5.0, 7.5] | 10.0 [5.0, 12.0] | 0.123 | < 0.0001 |
| ≤ 5 | 804 (61.1) | 261 (67.1) | 520 (62.1) | 23 (25.8) | 0.232 | < 0.0001 |
| 6–8 | 335 (25.5) | 94 (24.2) | 220 (26.3) | 21 (23.6) | – | – |
| 8–10 | 112 (8.5) | 27 (6.9) | 69 (8.2) | 16 (18.0) | – | – |
| > 10 | 64 (4.9) | 7 (1.8) | 28 (3.3) | 29 (32.6) | – | – |
| Ventilation mode, | 0.0077 | 0.0001 | ||||
| Volume controlled | 483 (36.7) | 171 (44.0) | 288 (34.4) | 24 (27.0) | – | – |
| Pressure controlled | 327 (24.9) | 80 (20.6) | 218 (26.0) | 29 (32.6) | – | – |
| Pressure support ventilation | 40 (3.0) | 16 (4.1) | 22 (2.6) | 2 (2.2) | – | – |
| Synchronized intermittent mandatory ventilation | 389 (29.6) | 108 (27.8) | 255 (30.5) | 26 (29.2) | – | – |
| Airway pressure release ventilation | 3 (0.2) | 0 (0.0) | 1 (0.1) | 2 (2.2) | – | – |
| Pressure regulated volume-controlled ventilation | 68 (5.2) | 14 (3.6) | 48 (5.7) | 6 (6.7) | – | – |
| Other | 5 (0.4) | 0 (0.0) | 5 (0.6) | 0 (0.0) | – | – |
| Ppeak (cmH2O) | 22 [18, 28] | 21.0 [18, 25] | 22 [18, 28] | 28 [23, 36] | 0.0009 | < 0.0001 |
| Pplat (cmH2O) | 18 [15, 21] | 16 [14, 18] | 18 [16, 21] | 28 [22, 30] | < 0.0001 | < 0.0001 |
| Driving pressure (cmH2O) | 14 [11, 18] | 13 [10, 17] | 15 [11, 18] | 16 [14, 20] | 0.0705 | 0.0037 |
| Set RR (bpm) | 14 [12, 16] | 14 [12, 16] | 14 [14, 16] | 17 [14, 22] | 0.0011 | < 0.0001 |
| Measured RR (bpm) | 18 [15, 22] | 16 [14, 20] | 18 [15, 22] | 20 [16, 25] | < 0.0001 | < 0.0001 |
| FiO2 (%) | 50 [40, 60] | 40 [40, 50] | 50 [40, 60] | 80 [60, 100] | < 0.0001 | < 0.0001 |
| Oxygen partial pressure/FiO2 (mmHg) | 258 [157, 378] | 311 [229, 419] | 253 [151, 375] | 112 [76, 211] | < 0.0001 | < 0.0001 |
| Pulse oxymetric saturation of haemoglobin/FiO2 | 200 [155, 250] | 245 [194, 250] | 200 [150, 245] | 119 [95, 167] | < 0.0001 | < 0.0001 |
| Arterial pH level | 7.3 [7.3, 7.4] | 7.4 [7.3, 7.4] | 7.3 [7.2, 7.4] | 7.3 [7.2, 7.4] | < 0.0001 | < 0.0001 |
| Carbon dioxide partial pressure (mmHg) | 36 [31, 43] | 35 [29, 40] | 37 [31, 44] | 41 [34, 52] | 0.0020 | < 0.0001 |
| Use of neuromuscular blockers (%) | 225/1,306 (17.2) | 74/385 (19.2) | 117/382 (14.1) | 34 (38.2) | 0.0267 | < 0.0001 |
| Use of prone positioning (%) | 6 (0.5) | 0 (0.0) | 0 (0.0) | 6 (6.7) | – | < 0.0001 |
| Use of recruitment maneuvers (%) | 24 (1.8) | 0 (0.0) | 8 (1.0) | 16 (18.0) | 0.120 | < 0.0001 |
| Tracheostomy | 95 (7.2) | 34 (8.7) | 49 (5.9) | 12 (13.5) | 0.080 | 0.0118 |
Data are number of patients/total number of patients (%) or median [IQR]. FiO2 = fraction of inspired oxygen; PBW = predicted body weight; Ppeak = peak inspiratory airway pressure; Pplat = plateau airway pressure; RR = respiratory rate; V = tidal volume.
P-value represents comparisons across the three study groups for each variable.
Plateau pressure values are restricted to patients in whom this value was reported and in whom either an assist control mode was used or in whom a mode permitting spontaneous ventilation was used.
Figure 2.Ventilation parameters at admission in patients with LIPS < 4 vs. patients with LIPS ≥ 4 and those with ARDS cumulative frequency distribution of (A) V, (B) PEEP, (C) plateau pressure, and (D) driving pressure. Vertical dotted lines represent the cutoff for each variable, and horizontal dotted lines represent the respective proportion of patients reaching each cutoff. Cutoffs for ventilator parameters were like those used in previous published reports on invasive ventilation practices, that is, 8 mL/kg PBW for V, 5 cmH2O for PEEP, 30 cmH2O for Pplat, and 15 cmH2O for driving pressure.[7] ARDS = acute respiratory distress syndrome; PBW = predicted body weight; PEEP = positive end-expiratory pressure; V = tidal volume. This figure appears in color at www.ajtmh.org.
Figure 3.Ventilatory parameters in the first 4 days of mechanical ventilation. Lines are means and 95% CIs. FiO2 = fraction of inspired oxygen; PBW = predicted body weight; PEEP = positive end-expiratory pressure; Ppeak = peak pressure; Pplat = plateau pressure; V = tidal volume. P-value is for group and time–group interaction. This figure appears in color at www.ajtmh.org.
Pulmonary complications observed in first 7 days of mechanical ventilation and clinical outcomes
| All patients ( | LIPS < 4 ( | LIPS ≥ 4 ( | ARDS ( | |||
|---|---|---|---|---|---|---|
| Pulmonary complications, | ||||||
| Patients with at least one new pulmonary complication | 283 (21.5) | 72 (18.5) | 177 (21.1) | 34 (38.2) | 0.321 | 0.0002 |
| Pulmonary complication type, | ||||||
| Pulmonary infection | 110 (8.4) | 34 (8.7) | 65 (7.8) | 11 (12.4) | 0.638 | 0.314 |
| ARDS | 51 (3.9) | 11 (2.8) | 40 (4.8) | – | 0.151 | – |
| Pneumothorax | 10 (0.8) | 1 (0.3) | 8 (1.0) | 1 (1.1) | 0.330 | 0.340 |
| Pleural effusion | 44 (3.3) | 6 (1.5) | 35 (4.2) | 3 (3.4) | 0.0263 | 0.057 |
| Atelectasis | 62 (4.7) | 14 (3.6) | 41 (4.9) | 7 (7.9) | 0.382 | 0.212 |
| Cardiogenic pulmonary edema | 28 (2.1) | 6 (1.5) | 20 (2.4) | 2 (2.2) | 0.456 | 0.631 |
| New pulmonary infiltrates | 72 (5.5) | 21 (5.4) | 40 (4.8) | 11 (12.4) | 0.747 | 0.012 |
| Outcomes | ||||||
| Death in ICU | 388/1,300 (29.8) | 66/383 (17.2) | 282/828 (34.1) | 40 (44.9) | < 0.0001 | < 0.0001 |
| Death during ICU stay | 362/1,300 (27.8) | 60/383 (15.7) | 265/828 (32.0) | 37 (41.6) | < 0.0001 | < 0.0001 |
| Palliative care | 26 (2.0) | 6 (1.6) | 17 (2.1) | 3 (3.4) | 0.726 | 0.540 |
| Duration of MV (days) | 2.0 [1.0, 5.0] | 2.0 [1.0, 5.0] | 2.0 [1.0, 5.0] | 4.0 [2.0, 8.0] | 0.925 | 0.0024 |
| Re-intubation | 52 (4.0) | 16 (4.1) | 34 (4.1) | 2 (2.2) | 1.00 | 0.693 |
| Length of stay in ICU (days) | 4.0 [2.0, 7.0] | 3.0 [2.0, 7.0] | 4.0 [2.0, 7.0] | 5.0 [2.0, 9.0] | 0.187 | 0.0641 |
| Length of stay in survivors | 4.0 [2.0, 7.0] | 3.0 [2.0, 7.0] | 4.0 [2.0, 7.0] | 6.0 [3.0, 9.0] | 0.001 | 0.0001 |
| Length of stay in non-survivors | 3.0 [1.0, 7.0] | 3.0 [2.0, 8.0] | 3.0 [1.0, 6.0] | 3.0 [2.0, 8.0] | 0.122 | 0.239 |
| Ventilator-free days at day 28 | 24.0 [0.0, 27.0] | 26.0 [16.5, 27.0] | 23.0 [0.0, 27.0] | 8.0 [0.0, 24.5] | < 0.0001 | < 0.0001 |
| Type of discharge for survivors | ||||||
| Transferred to ward | 689/1,300 (53.0) | 257/383 (67.1) | 399/828 (48.2) | 33 (37.1) | < 0.0001 | < 0.0001 |
| Discharged home | 46/1,300 (3.5) | 11/383 (2.9) | 32/828 (3.9) | 3 (3.4) | 0.483 | 0.683 |
| Transferred to other ICU | 40/1,300 (3.1) | 14/383 (3.7) | 25/828 (3.0) | 1 (1.1) | 0.683 | 0.454 |
| Transferred to intermediate care | 137/1,300 (10.5) | 35/383 (9.1) | 90/828 (10.9) | 12 (13.5) | 0.413 | 0.425 |
ARDS = acute respiratory distress syndrome; ICU = intensive care unit. Data are number of patients/total number of patients (%) or median [IQR].
P-value represents comparison across the three study groups for each variable.
Pulmonary complications diagnosed on the first 24 of invasive ventilation were excluded from analysis and reported separately.
In patients who died while receiving invasive mechanical ventilation, invasive ventilation-free days are counted as 0. Patients discharged alive from ICU were assumed to be alive at day 28.
Figure 4.Probability of discontinuing mechanical ventilation when accounting for the competing risk of death before extubation in patients with LIPS < 4 vs. patients with LIPS ≥ 4 and those with ARDS estimates is shown as hazard ratio (95% CIs). The cumulative incidence function curves estimate the instantaneous probability over time of extubation (shown in continuous lines) when accounting for the risk set attrition due to the occurrence of the competing risk (death before extubation, shown in survival curves as dotted lines). The “Fine and Gray” proportional sub-distribution hazards analysis was used to model the sub-distribution hazard and derive P-values. ARDS = acute respiratory distress syndrome. This figure appears in color at www.ajtmh.org.
Analysis of factors associated with intensive care unit mortality in patients receiving mechanical ventilation
| Unadjusted analyses | Multivariable analyses | |||
|---|---|---|---|---|
| Clinical characteristics and comorbidities | Odds ratio (95% CI) | Odds ratio (95% CI) | ||
| Age (years) | ||||
| ≤ 65 | 1 (reference) | 1 (reference) | ||
| > 65 | 1.37 (1.02–1.85) | 0.038 | 1.72 (1.18–2.51) | 0.005 |
| Gender, female | 1.07 (0.82–1.39) | 0.628 | – | – |
| Body mass index (kg/m2) | 0.99 (0.86–1.13) | 0.844 | – | – |
| Hypertension | 1.15 (0.88–1.50) | 0.300 | – | – |
| Diabetes mellitus | 1.31 (0.98–1.73) | 0.064 | 1.04 (0.73–1.48) | 0.827 |
| Heart failure | 0.74 (0.43–1.25) | 0.259 | – | – |
| Chronic kidney disease | 1.02 (0.49–1.46) | 0.938 | – | – |
| Chronic liver failure | 2.64 (1.43–4.88) | 0.002 | 1.78 (0.84–3.79) | 0.133 |
| Chronic obstructive pulmonary disease | 0.63 (0.35–1.11) | 0.109 | 0.60 (0.30–1.20) | 0.149 |
| Cancer | 1.22 (0.76–1.96) | 0.406 | – | – |
| Severity of illness | ||||
| SOFA total | 2.14 (1.85–2.49) | < 0.001 | – | – |
| Non-pulmonary SOFA | 2.05 (1.78–2.38) | < 0.001 | 1.65 (1.37–2.00) | < 0.001 |
| Pulmonary SOFA | 1.31 (1.15–1.50) | < 0.001 | 1.09 (0.89–1.33) | 0.401 |
| Lung injury prediction score | 1.86 (1.61–2.15) | < 0.001 | 1.41 (1.16–1.72) | 0.001 |
| Management | ||||
| Tidal volume (mL/kg Predicted body weight) | 0.89 (0.77–1.03) | 0.124 | 0.89 (0.74–1.08) | 0.237 |
| Positive end-expiratory pressure (cmH2O) | 1.10 (1.04–1.16) | 0.001 | ||
| < 8 cmH2O | 1 (reference) | 1 (reference) | ||
| 8–12 cmH2O | 1.52 (1.02–2.26) | 0.037 | 0.82 (0.51–1.34) | 0.434 |
| ≥ 12 cmH2O | 2.47 (1.37–4.45) | 0.002 | 0.72 (0.33–1.57) | 0.408 |
| Use of noninvasive ventilation before intubation | 1.53 (1.03–2.25) | 0.031 | 1.82 (1.12–2.96) | 0.015 |
| Ventilated in ward before admission | 1.47 (0.93–2.30) | 0.095 | 1.07 (0.62–1.86) | 0.803 |
| Maximum airway pressure (cmH2O) | 1.53 (1.30–1.79) | < 0.001 | 1.26 (1.03–1.55) | 0.027 |
| Driving pressure (cmH2O) | 1.43 (1.10–1.88) | 0.008 | – | – |
| Respiratory rate (movements per minute)* | 1.42 (1.22–1.66) | < 0.001 | 1.13 (0.94–1.38) | 0.210 |
| FiO2 (%) | 1.74 (1.51–2.01) | < 0.001 | – | – |
| Laboratory parameters | ||||
| PaO2/FiO2 (mmHg)* | 0.67 (0.57–0.78) | < 0.001 | – | – |
| PaCO2 (mmHg) | 1.10 (0.96–1.26) | 0.157 | 0.91 (0.75–1.11) | 0.342 |
| HCO3 (mEq/L) | 0.68 (0.59–0.79) | < 0.001 | – | – |
| pH* | 0.63 (0.53–0.73) | < 0.001 | 0.77 (0.63–0.94) | 0.001 |
| Vital signs | ||||
| SpO2 (%) | 0.71 (0.61–0.83) | < 0.001 | – | – |
| SpO2/FiO2 (mmHg)* | 0.55 (0.47–0.64) | < 0.001 | – | – |
| Heart rate (bpm)* | 1.49 (1.29–1.70) | < 0.001 | 1.27 (1.06–1.52) | 0.008 |
| Mean arterial pressure (mmHg)* | 0.65 (0.56–0.75) | < 0.001 | 0.85 (0.71–1.02) | 0.080 |
| Pulmonary complications | ||||
| Occurrence of at least one complication | 1.18 (0.86–1.61) | 0.311 | – | – |
BPM = beats per minute; FiO2 = inspired fraction of oxygen; PaO2 = Oxygen partial pressure; SOFA = Sequential Organ Failure Assessment; SpO2 = oxygen saturation. All parameters were measured in the first day of ventilation. Adjusted intraclass correlation coefficient 0.124; HCO3 was excluded from the multivariable analysis because of multicollinearity with pH. Total SOFA score and single-organ SOFA scores were excluded from the multivariable analysis because of multicollinearity with non-pulmonary SOFA. Driving pressure was excluded because of multicollinearity with Pmax and considered in a separate prespecified sensitivity analysis. PaO2/FiO2 and SpO2/FiO2 and FiO2 were excluded because of collinearity with pulmonary SOFA. Age and PEEP did not meet the linearity assumption and were thus entered as categorical variables.
* Numerical variables were standardized in the multivariate analysis to improve convergence of the model.