We enrolled 825 consecutive patients admitted to the ED of Sant’Orsola University Hospital in Bologna, Italy. Of these patients, 107 were excluded because of negative swab and radiological findings not suggestive for SARS-CoV-2 pneumonia, 58 were excluded because of a different discharge diagnosis, 61 because they arrived in ED with oxygen support (FiO2 > 21%) and 69 because of AaDO2 < 5 mmHg. So, the final study group was composed by 530 patients (Figure 1).
Table 1 shows demographic characteristics and comorbidities. Overall, 55.1% (292 of 530 patients) were male, the mean age was 62.5 years old and the median age was 61 years old. Main comorbidities were: hypertension, diabetes, chronic kidney disease (CKD), chronic coronary artery disease (CAD), chronic obstructive pulmonary disease (COPD), asthma and active malignancy.
Table 2 shows ABG parameters at the admission in the ED. The pH range varies from 7.20 to 7.64 (mean 7.46); the paO2 varies from 26 mmHg to 118 mmHg (mean 72 mmHg); the paCO2 varies from 15 mmHg to 73 mmHg (mean 33 mmHg). The mean value of AaDO2 was 36 (range 5-83); the mean value of %AaDO2 was 85% (range 78-384); the mean value of P/F was 344 (range 124-562).
|
Gender
|
Age
|
Hypertension
|
Diabetes
|
COPD
|
CKD
|
CAD
|
Active malignancy
|
Asthma
|
M
|
F
|
|
|
|
|
|
|
|
|
n° (%)
|
292 (55.1)
|
238
(44.9)
|
|
199 (37.5)
|
58 (10.9)
|
53 (10)
|
42 (7.9)
|
38 (7.2)
|
28 (5.3)
|
13 (2.5)
|
Mean
|
|
|
62.5
|
|
|
|
|
|
|
|
SD
|
|
|
17.9
|
|
|
|
|
|
|
|
Table 1. Abbreviations: M, male; F female; COPD, chronic obstructive pulmonary disease; CKD, chronic kidney disease; CAD, coronary artery disease; SD, standard deviation
|
pH
|
PaO2
(mmHg)
|
PaCO2
(mmHg)
|
HCO3-
(mmol/l)
|
Lac
(mmol/l)
|
SaO2
(%)
|
AaDO2
|
%
AaDO2
|
P/F
|
Mean
|
7.46
|
72
|
33
|
23.8
|
1.2
|
96
|
36
|
85
|
344
|
SD (min-max)
|
0.05 (7.20-7.64)
|
16.1 (26-118)
|
6.3 (15-73)
|
3.2 (8.6-39)
|
0.8 (0.3-8)
|
4.5 (66-102)
|
16.8 (5-83)
|
78 (-78 - 374)
|
77 (124-562)
|
Table 2. Abbreviations: paO2, arterial partial pressure of oxygen; paCO2, arterial partial pressure of carbon dioxide; HCO3-, bicarbonates; Lac, lactates; SaO2, arterial oxygen saturation; DS, standard deviation; min-max, minimum-maximum.
In the study group (n=530), 464 patients (87.5%) received diagnosis of pneumonia and 381 (71.9%) were admitted to the hospital after ED evaluation. Among patients with radiological findings of viral pneumonia, 363 (78.2%) were hospitalized. 122 patients (23%) needed oxygen support, in particular 32 nasal cannula, 41 venturimask, 42 reservoir face mask (FiO2 = 80%), 6 continuous positive airway pressure, 1 non-invasive mechanical ventilation. No patients were treated with invasive mechanical ventilation in the ED, but 25 required intubation subsequently during the whole hospital stay.
Death at the time of follow up occurred in 78 patients (14.7%). No death occurred in the ED.
The predictive values of AaDO2, %AaDO2 and P/F obtained by means of ROC curves are listed in Table 3.
The ROC curves and AUC of the AaDO2, %AaDO2 and P/F predicting admission to the hospital after ED evaluation are shown in Figure 2.
For the prediction of the need for hospitalization AUC were as follows: for AaDO2 0.909 (95% C.I. 0.885–0.934), for %AaDO2 0.821 (95% C.I. 0.784–0.858), the for P/F 0.859 (95% C.I. 0.828–0.891). Threshold values obtained from ROC curve’s analysis were: 27 for AaDO2 (87% sensitivity and 78% specificity), 52% for %AaDO2 (78% sens. and 72% spec.), 365 for P/F (80% sens. and 78% spec.).
Out of 168 patients with AaDO2 less than or equal to 27, only 3 (1.8%) were readmitted in the ED within 7 days and subsequently hospitalized. Of these 3 patients, 2 did not have pneumonia on first chest imaging and, during the second assessment, they showed a worsening of AaDO2 and P/F values above 27 and under 365 respectively and development interstitial pneumonia.
Data analysis for the prediction of mortality showed following AUC: 0.746 for AaDO2 (95 % C.I. 0.690–0.803), 0.591 for %AaDO2 (95% C.I. 0.528–0.655), 0.763 for P/F (95% C.I. 0.702–0.825). Data obtained from the analysis of ROC curve showed that the AaDO2 threshold value of 40 (70% sens. and 64% spec.) and the P/F threshold value of 300 (78% sens. and 62% spec.) corresponded to acceptable cut off for predicting mortality.
Survival curves are shown in Figure 3. Log-rank test revealed statistically significant differences (p < 0.0001) between the population with AaDO2 less than or equal 40 (23 deaths of 312 patients) and with AaDO2 more than 40 (55 deaths of 218 patients). Log-rank test revealed also statistically significant differences (p < 0.0001) between the P/F less than or equal to 300 population (48 deaths of 151 patients, 31.8%) and P/F more tham 300 population (30 deaths of 379 patients, 7.9%).
For the prediction of pneumonia diagnosis in suspected COVID-19 patient AUC were as following: for AaDO2 0.780 (95% CI 0.727–0.833), for %AaDO2 0.749 (95% C.I. 0.692–0.807) and 0.748 for P/F (95% C.I. 0.691-0.805). The obtained threshold value were: 24 for AaDO2 (78% sens. and 60% spec.), 44% for %AaDO2 (71% sens. and 68% spec.), 370 for P/F (71% sens. and 67% spec.).
|
AUC
(C.I.)
|
Threshold value
|
Sens (%)
|
Spec (%)
|
PPV (%)
|
NPV (%)
|
Admission
|
|
|
AaDO2
|
0.909
(0.885-0.934)
|
27
|
87
|
78
|
91
|
69
|
% AaDO2
|
0.821
(0.784-0.858)
|
52
|
77
|
72
|
87
|
55
|
P/F
|
0.859
(0.828-0.891)
|
365
|
80
|
78
|
91
|
57
|
Pneumonia
|
|
|
AaDO2
|
0.780
(0.727-0.833)
|
24
|
78
|
60
|
88
|
52
|
% AaDO2
|
0.749
(0.692-0.807)
|
44
|
71
|
68
|
94
|
24
|
P/F
|
0.748
(0.691-0.805)
|
370
|
71
|
67
|
94
|
23
|
Mortality
|
|
|
AaDO2
|
0.746
(0.690-0.803)
|
40
|
70
|
64
|
25
|
92
|
% AaDO2
|
0.591
(0.528-0.655)
|
80
|
65
|
51
|
15
|
94
|
P/F
|
0.763
(0.702-0.825)
|
300
|
78
|
62
|
32
|
92
|
Table 3. Abbreviations: AUC, area under the curve; C.I., confidence interval 95%; Sens, sensitivity; Spec, specificity; PPV, positive predictive value; NPV, negative predictive value.