Table 1. Patient demographics, interventions and outcomes.
|
0-1d exposure (n=275)
|
0-3d exposure (n=197)
|
0-5d exposure (n=161)
|
0-7d exposure (n=132)
|
p-value
|
Demographics
|
|
|
|
|
|
Age (years), mean (SD)
|
57.19 (13.99)
|
55.53 (12.77)
|
55.41 (12.76)
|
55.95 (12.68)
|
0.447
|
Male:Female
|
59:41
|
60:40
|
61:39
|
56:44
|
0.9013
|
BMI (kg/m2), median (IQR)
|
25.11 (23.15 - 28.34)
|
24.93 (23.03 - 28.03)
|
25.11 (23.15 - 28.34)
|
25.73 (23.38 - 28.40)
|
0.785
|
Ethnicity
|
|
|
|
|
|
White or white British, % (n)
|
52.00 (143)
|
47.72 (94)
|
47.20 (76)
|
46.97 (62)
|
0.9135
|
Black or black British, % (n)
|
24.00 (66)
|
30.45 (60)
|
26.71 (43)
|
28.79 (38)
|
0.6753
|
Asian or Asian British, % (n)
|
6.55 (18)
|
6.59 (13)
|
6.83 (11)
|
6.82 (9)
|
0.9994
|
Admission APACHE II, median (IQR)
|
14 (10 - 20)
|
12 (9-17)
|
12 (9-16)
|
11 (8-16)
|
0.0001751
|
Admission ICH score, median (IQR)
|
3 (2-3)
|
2 (2-3)
|
2 (2-3)
|
2 (2-3)
|
0.0234
|
Admission GCS, median (IQR)
|
8 (5-10)
|
8 (6-11)
|
8 (6-11)
|
8 (6-11)
|
0.1051
|
Pre-ICU length of hospital stay (d), median (IQR)
|
1 (1-1)
|
1 (1-1)
|
1 (1-1)
|
1 (1-1)
|
0.9638
|
Interventions
|
|
|
|
|
|
EVD % (n)
|
30.90 (85)
|
38.07 (75)
|
45.34 (73)
|
48.48 (64)
|
0.07997
|
Decompressive hemi-craniectomy, % (n)
|
9.45 (26)
|
12.18 (24)
|
14.29 (23)
|
16.67 (22)
|
0.281
|
Craniotomy, % (n)
|
24.00 (66)
|
28.93 (57)
|
29.81 (48)
|
29.55 (39)
|
0.6824
|
Mechanical Ventilation, % (n)
|
93.09 (256)
|
94.92 (187)
|
97.52 (157)
|
99.24 (131)
|
0.974
|
Pneumonia, % (n)
|
14.91 (41)
|
19.79 (39)
|
23.60 (38)
|
26.52 (35)
|
0.1039
|
Tracheostomy, % (n)
|
20.72 (57)
|
28.43 (56)
|
34.78 (56)
|
41.67 (55)
|
0.007928
|
ICP monitoring, % (n)
|
6.91 (19)
|
9.14 (18)
|
9.94 (16)
|
9.09 (12)
|
0.739
|
Number of CT head scans, median (IQR)
|
2 (1-4)
|
3 (2-5)
|
3 (2-5)
|
4 (3-5)
|
0.0000000000005263
|
Outcomes
|
|
|
|
|
|
Number of ventilated days (days), median (IQR)
|
5 (2-13)
|
9 (4-16)
|
11(7-18)
|
14 (9-21)
|
0.00000000000000022
|
ICU LOS (days), median (IQR)
|
7 (4-18)
|
13 (7-22)
|
16 (10-25)
|
19 (13-26)
|
0.00000000000000022
|
ICU Mortality, % (n)
|
35.64 (98)
|
24.87 (49)
|
18.01 (29)
|
12.88 (17)
|
0.000331
|
Oxygenation
|
|
|
|
|
|
Hyperoxaemia dose (kPa), median (IQR)
|
0.64 (0.19-1.33)
|
0.46 (0.21-0.93)
|
0.41 (0.24-0.76)
|
0.43 (0.26-0.82)
|
0.004932
|
Any hyperoxia exposure (yes), % (n)
|
92.36 (254)
|
96.95 (191)
|
98.76 (159)
|
100 (132)
|
0.9446
|
Cumulative hyperoxaemia exposure (kPa.h), median (IQR)
|
15.47 (4.50 - 31.99)
|
33.24 (15.37 - 67.27)
|
48.64 (28.41 - 91.19)
|
61.47 (37.13 - 96.24)
|
0.00000000000000022
|
SD standard deviation, BMI body mass index, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage, GCS Glasgow coma score, EVD external ventricular drain, ICP intracranial pressure, CT Computed tomography, ICU intensive care unit, LOS length of stay
Table 2. Multivariate Cox regression
Variable
|
HR
|
2.5%
|
97.5%
|
p-value
|
Hyperoxaemia dose
|
1.38
|
1.24
|
1.54
|
0.00000000231
|
Advanced cardiac support
|
1.45
|
0.92
|
2.27
|
0.1080
|
Age
|
1.00
|
0.98
|
1.02
|
0.9775
|
APACHE II
|
1.09
|
1.05
|
1.12
|
0.000000479
|
Craniotomy
|
0.45
|
0.23
|
0.89
|
0.0218
|
ICH Score
|
2.51
|
1.90
|
3.31
|
0.0000000000706
|
Sex
|
0.93
|
0.59
|
1.47
|
0.7574
|
Weight
|
1.01
|
1.00
|
1.02
|
0.1788
|
HR Hazard Ratio, CI Confidence Interval, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage
Table 3. Multivariate Cox regression Schoenfeld residuals
Variable
|
Chi-sq
|
DoF
|
Schoenfeld test
|
Hyperoxaemia dose
|
7.170
|
1
|
0.0074
|
Advanced cardiac support
|
1.964
|
1
|
0.1610
|
Age
|
0.014
|
1
|
0.9059
|
APACHE II
|
2.068
|
1
|
0.1504
|
Craniotomy
|
2.165
|
1
|
0.1412
|
ICH Score
|
4.119
|
1
|
0.0424
|
Sex
|
3.932
|
1
|
0.0474
|
Weight
|
2.100
|
1
|
0.1473
|
Global
|
20.634
|
8
|
0.0082
|
Chi-sq Chi-squared test, DoF Degrees of freedom, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage
Table 4. Multivariate Cox regression with time-dependent co-efficient
Variable
|
HR
|
2.5%
|
97.5%
|
p-value
|
Hyperoxaemia dose
|
1.15
|
1.05
|
1.25
|
0.00319
|
Advanced cardiac support
|
1.34
|
0.85
|
2.11
|
0.21450
|
Age
|
1.00
|
0.98
|
1.02
|
0.97119
|
APACHE II
|
1.10
|
1.06
|
1.13
|
0.0000000261
|
Craniotomy
|
0.23
|
0.09
|
0.56
|
0.00120
|
ICH Score
|
2.79
|
2.08
|
3.75
|
0.0000000000104
|
Sex
|
0.86
|
0.54
|
1.37
|
0.52609
|
Weight
|
1.00
|
0.99
|
1.02
|
0.81448
|
HR Hazard Ratio, CI Confidence Interval, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage
Table 5. Multivariate Cox regression with time-dependent coefficient step function
Variable
|
HR
|
2.5%
|
97.5%
|
p-value
|
Hyperoxaemia dose strata
|
|
|
|
|
Hyperoxaemia dose 1d
|
1.19
|
1.06
|
1.35
|
0.00482
|
Hyperoxaemia dose 2d
|
1.07
|
0.92
|
1.25
|
0.39237
|
Hyperoxaemia dose 3d
|
1.24
|
0.99
|
1.55
|
0.06582
|
Hyperoxaemia dose 4d
|
1.28
|
0.86
|
1.91
|
0.22031
|
Hyperoxaemia dose 5d
|
1.44
|
0.95
|
2.19
|
0.08883
|
Hyperoxaemia dose 6d
|
1.15
|
0.37
|
3.54
|
0.81167
|
Hyperoxaemia dose 7d
|
1.06
|
0.30
|
3.73
|
0.92321
|
Advanced cardiac support
|
1.37
|
0.87
|
2.18
|
0.17781
|
Age
|
1.00
|
0.98
|
1.02
|
0.94741
|
APACHE II
|
1.10
|
1.06
|
1.13
|
0.0000000282
|
Craniotomy
|
0.20
|
0.08
|
0.53
|
0.00104
|
ICH Score
|
2.81
|
2.08
|
3.80
|
0.0000000000158
|
Sex
|
0.82
|
0.52
|
1.31
|
0.41110
|
Weight
|
1.00
|
0.99
|
1.02
|
0.83135
|
HR Hazard Ratio, CI Confidence Interval, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage
Table 6. Patient numbers in each group for sensitivity analysis following Rincon et al16 methodology
Group
|
Alive
|
Dead
|
Hyperoxaemia (pO2>40 kPa) group (n)
|
4
|
1
|
Normoxaemia (pO2 8-39.99 kPa) group (n)
|
157
|
85
|
Hypoxaemia (pO2<7.99 kPa) group (n)
|
15
|
8
|
Table 7. Logistic regression model output for sensitivity analysis following Rincon et al16 methodology.
Variable
|
OR
|
2.5%
|
97.5%
|
p-value
|
Chi-sq
|
DoF
|
AIC
|
Brier Score
|
Age
|
0.9872
|
0.9619
|
1.0127
|
0.32238
|
0.28375
|
1
|
242.37
|
0.1466954
|
Weight
|
1.0104
|
0.9903
|
1.0306
|
0.30104
|
0.70600
|
1
|
|
|
Sex
|
0.5381
|
0.2500
|
1.1389
|
0.10747
|
0.33703
|
1
|
|
|
Advanced Cardiac Support
|
2.6321
|
1.2876
|
5.4920
|
0.00863
|
0.00743
|
1
|
|
|
APACHE II
|
1.1367
|
1.0746
|
1.2092
|
0.000019
|
0.00000000003975
|
1
|
|
|
Craniotomy
|
0.3997
|
0.1601
|
0.9317
|
0.03973
|
0.00382
|
1
|
|
|
ICH Score
|
2.7502
|
1.9009
|
4.1295
|
0.000000284
|
0.000000009753
|
1
|
|
|
Admission PaO2 >40 kPa (yes/no)
|
0.6350
|
0.0285
|
6.1720
|
0.71508
|
0.70836
|
1
|
|
|
OR odds ratio, Chi-sq Chi-squared test, DoF degrees of freedom, AUROC area under the receiver operator curve, AIC akaike information criterion, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage, PaO2 Partial pressure of oxygen in arterial blood
Table 8. Multivariate Cox regression with time-dependent co-variate for the sensitivity analysis with hyperoxamemia definition set to threshold PaO2> 20kPa.
Variable
|
HR
|
2.5%
|
97.5%
|
p-value
|
Hyperoxaemia dose
|
1.16
|
1.03
|
1.31
|
0.01495
|
Advanced cardiac support
|
1.35
|
0.86
|
2.14
|
0.19461
|
Age
|
1.00
|
0.98
|
1.02
|
0.95311
|
APACHE II
|
1.10
|
1.06
|
1.13
|
0.0000000176
|
Craniotomy
|
0.24
|
0.10
|
0.58
|
0.00154
|
ICH Score
|
2.78
|
2.07
|
3.74
|
0.0000000000111
|
Sex
|
0.86
|
0.54
|
1.37
|
0.49692
|
Weight
|
1.00
|
0.99
|
1.02
|
0.94301
|
HR Hazard Ratio, CI Confidence Interval, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage, PaO2 Partial pressure of oxygen in arterial blood
Table 9. Multivariate Cox regression with time-dependent co-efficient step function for the sensitivity analysis with hyperoxamemia definition set to threshold PaO2> 20kPa.
Variable
|
HR
|
2.5%
|
97.5%
|
p-value
|
Hyperoxaemia dose strata
|
|
|
|
|
Hyperoxaemia dose 1d
|
1.21
|
1.02
|
1.44
|
0.02961
|
Hyperoxaemia dose 2d
|
1.09
|
0.88
|
1.35
|
0.44961
|
Hyperoxaemia dose 3d
|
1.25
|
0.92
|
1.70
|
0.14938
|
Hyperoxaemia dose 4d
|
1.36
|
0.87
|
2.13
|
0.17262
|
Hyperoxaemia dose 5d
|
1.46
|
0.82
|
2.58
|
0.19693
|
Hyperoxaemia dose 6d
|
1.14
|
0.37
|
3.51
|
0.82509
|
Hyperoxaemia dose 7d
|
1.02
|
0.14
|
7.35
|
0.98193
|
Advanced cardiac support
|
1.36
|
0.86
|
2.16
|
0.18857
|
Age
|
1.00
|
0.98
|
1.02
|
0.92640
|
APACHE II
|
1.10
|
1.06
|
1.13
|
0.0000000178
|
Craniotomy
|
0.22
|
0.09
|
0.57
|
0.00193
|
ICH Score
|
2.81
|
2.08
|
3.79
|
0.0000000000124
|
Sex
|
0.83
|
0.52
|
1.32
|
0.43570
|
Weight
|
1.00
|
0.99
|
1.01
|
0.96338
|
HR Hazard Ratio, CI Confidence Interval, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage, PaO2 Partial pressure of oxygen in arterial blood
Table 10. Logistic regression model output for sensitivity analysis following Palmer et al21 methodology. Model performance metrics include AUROC, Brier score, and AIC. AUROC > 0.7 associated with acceptable model performance. Brier score closer to 0 is preferable. Average treatment effects calculated as difference in mortality between observed exposure to hyperoxemia and the counterfactual scenario setting this exposure to 0.
Exposure
|
Variable
|
OR
|
2.5%
|
97.5%
|
p-value
|
Chi-sq
|
DoF
|
AUROC/c-index
|
AIC
|
Brier Score
|
Average treatment effect
|
1d exposure
|
Hyperoxaemia dose
|
1.0576
|
0.8943
|
1.2349
|
0.4543
|
0.603078
|
1
|
0.836677
|
246.61
|
0.1466707
|
1.02%
|
|
Age
|
0.9884
|
0.9635
|
1.0137
|
0.3671
|
0.261282
|
1
|
|
|
|
|
|
Weight
|
1.0105
|
0.9903
|
1.0309
|
0.2981
|
0.717552
|
1
|
|
|
|
|
|
Sex
|
0.5593
|
0.2603
|
1.1820
|
0.1303
|
0.386533
|
1
|
|
|
|
|
|
Advanced Cardiac Support
|
2.5291
|
1.2383
|
5.2637
|
0.0116
|
0.006234
|
1
|
|
|
|
|
|
APACHE II
|
1.1361
|
1.0745
|
1.2078
|
0.0000171
|
0.00000000002145
|
1
|
|
|
|
|
|
Craniotomy
|
0.3779
|
0.1495
|
0.8860
|
0.0307
|
0.002446
|
1
|
|
|
|
|
|
ICH Score
|
2.8185
|
1.9444
|
4.2417
|
0.00000017
|
0.000000005002
|
1
|
|
|
|
|
2d exposure
|
Hyperoxaemia dose
|
1.0362
|
0.8639
|
1.2192
|
0.647657
|
0.493404
|
1
|
0.8057747
|
212.71
|
0.1473009
|
0.57%
|
|
Age
|
0.9852
|
0.9581
|
1.0127
|
0.289709
|
0.861639
|
1
|
|
|
|
|
|
Weight
|
1.0099
|
0.9892
|
1.0306
|
0.338763
|
0.725786
|
1
|
|
|
|
|
|
Sex
|
0.5608
|
0.2489
|
1.2423
|
0.156267
|
0.254906
|
1
|
|
|
|
|
|
Advanced Cardiac Support
|
2.7622
|
1.2960
|
6.0179
|
0.009145
|
0.005017
|
1
|
|
|
|
|
|
APACHE II
|
1.1200
|
1.0502
|
1.2018
|
0.000916
|
0.0000004778
|
1
|
|
|
|
|
|
Craniotomy
|
0.4210
|
0.1602
|
1.0262
|
0.065760
|
0.015243
|
1
|
|
|
|
|
|
ICH Score
|
2.7163
|
1.8045
|
4.2749
|
0.00000497
|
0.0000003988
|
1
|
|
|
|
|
3d exposure
|
Hyperoxaemia dose
|
1.1159
|
0.8763
|
1.4537
|
0.344408
|
0.3838210
|
1
|
0.7636514
|
170.91
|
0.1435911
|
1.42%
|
|
Age
|
0.9920
|
0.9593
|
1.0254
|
0.636034
|
0.7993441
|
1
|
|
|
|
|
|
Weight
|
1.0036
|
0.9798
|
1.0261
|
0.754675
|
0.8233593
|
1
|
|
|
|
|
|
Sex
|
0.6099
|
0.2431
|
1.5119
|
0.285755
|
0.4183934
|
1
|
|
|
|
|
|
Advanced Cardiac Support
|
3.6483
|
1.5556
|
8.9127
|
0.003431
|
0.0041121
|
1
|
|
|
|
|
|
APACHE II
|
1.1159
|
1.0297
|
1.2166
|
0.009398
|
0.0014126
|
1
|
|
|
|
|
|
Craniotomy
|
0.4583
|
0.1579
|
1.2151
|
0.130439
|
0.0720259
|
1
|
|
|
|
|
|
ICH Score
|
2.4766
|
1.5135
|
4.2919
|
0.000598
|
0.0001836
|
1
|
|
|
|
|
4d exposure
|
Hyperoxaemia dose
|
1.0167
|
0.6369
|
1.4106
|
0.92632
|
0.947170
|
1
|
0.7300725
|
147.73
|
0.1366861
|
0.17%
|
|
Age
|
0.9988
|
0.9634
|
1.0352
|
0.94584
|
0.869110
|
1
|
|
|
|
|
|
Weight
|
0.9865
|
0.9545
|
1.0146
|
0.37625
|
0.380116
|
1
|
|
|
|
|
|
Sex
|
0.8649
|
0.3126
|
2.4091
|
0.77888
|
0.976341
|
1
|
|
|
|
|
|
Advanced Cardiac Support
|
4.2682
|
1.6565
|
11.5665
|
0.00316
|
0.010345
|
1
|
|
|
|
|
|
APACHE II
|
1.1097
|
1.0147
|
1.2218
|
0.02671
|
0.003565
|
1
|
|
|
|
|
|
Craniotomy
|
0.4204
|
0.1263
|
1.2281
|
0.13050
|
0.077657
|
1
|
|
|
|
|
|
ICH Score
|
1.7506
|
1.0196
|
3.1745
|
0.05151
|
0.042050
|
1
|
|
|
|
|
5d exposure
|
Hyperoxaemia dose
|
1.1316
|
0.7313
|
1.6830
|
0.5194
|
0.56113
|
1
|
0.6708464
|
139.84
|
0.1371839
|
1.21%
|
|
Age
|
1.0009
|
0.9640
|
1.0392
|
0.9604
|
0.97060
|
1
|
|
|
|
|
|
Weight
|
0.9938
|
0.9616
|
1.0218
|
0.6828
|
0.84500
|
1
|
|
|
|
|
|
Sex
|
0.9198
|
0.3230
|
2.6655
|
0.8755
|
0.91825
|
1
|
|
|
|
|
|
Advanced Cardiac Support
|
3.1935
|
1.1988
|
8.7118
|
0.0205
|
0.03642
|
1
|
|
|
|
|
|
APACHE II
|
1.0711
|
0.9733
|
1.1824
|
0.1618
|
0.12623
|
1
|
|
|
|
|
|
Craniotomy
|
0.6052
|
0.1900
|
1.7312
|
0.3673
|
0.34739
|
1
|
|
|
|
|
|
ICH Score
|
1.4549
|
0.8112
|
2.7288
|
0.2218
|
0.21241
|
1
|
|
|
|
|
OR odds ratio, DoF degrees of freedom, AUROC area under the receiver operator curve, AIC akaike information criterion, APACHE acute physiology and chronic health evaluation, ICH Intracerebral haemorrhage