Among 1371 patients admitted to the COVID area of our ED, we identified 554 patients who met the inclusion criteria [Figure 1].
Age was 61.5 ± 19 years, comparable to the one described in international literature [5]. In our population males represented 53.4% (N=296) and females 46.6% (N=258), which is consistent with Italian data [1]. Baseline characteristics are presented in Table 1.
Table 1. Baseline characteristics of the cohort (n=554).
Age, years
|
61.5 ± 19
|
Sex, n (%)
Male
Female
|
296 (53.4)
258 (46.6)
|
Comorbidities, n (%)
Hypertension
Use of RAAS inhibitors
Use of ARBs inhibitors
Diabetes mellitus
COPD
Asthma
Other respiratory diseases
Ischemic heart disease
Active cancer
Chronic kidney disease
Previous TIA/stroke
Liver disease
Cognitive impairment
|
204 (36.3)
52 (9.4)
55 (9.9)
62 (11.2)
58 (10.5)
13 (2.3)
22 (4)
41 (7.4)
33 (6)
46 (6.6)
26 (4.7)
22 (4)
72 (13)
|
Onset of symptoms, days
|
6.5 ± 5.2
|
Clinical features at ED admission, n (%)
Fever
Dyspnea
Cough
Conjunctivitis
Rhinorrhea
Sore throat
Headache
Asthenia
Myalgia/Arthralgia
Diarrhea
Anosmia
Ageusia/Dysgeusia
Syncope
|
461 (83.4)
209 (37.8)
315 (57)
8 (1.4)
21 (3.8)
39 (7.1)
45 (8.1)
90 (16.3)
67 (12.1)
81 (14.6)
29 (5.2)
51 (9.2)
6 (1.1)
|
Respiratory rate, breaths/min
Heart rate, beats/min
Arterial pressure, systolic – diastolic, mmHg
Body temperature, °C
SpO2, %
|
20 ± 5
90 ± 16
127 ± 22 – 75 ± 13
37.1 ± 0.8
96.2 ± 3.7
|
Data are presented as number (n) and percentage (%) for dichotomous values or average and standard deviation for continuous values. RAAS, renin–angiotensin–aldosterone system; ARBS, angiotensin-receptor blockers; COPD, chronic obstructive pulmonary disease; TIA, transient ischemic attack.
Main comorbidities were hypertension, diabetes mellitus, chronic obstructive pulmonary disease (COPD), chronic kidney disease, ischemic heart disease and asthma. Patients arrived at the ED 6.3 ± 5.2 days after the onset of symptoms [Table 1]. Most patients (93.7%) were neurologically normal with a 15/15 Glasgow Coma Scale (GCS). Respiratory variables registered at admission were SpO2 (95.7% ± 3.9), RR (20 breaths/min ± 5.5) and FiO2 (536 patients with FiO2 21% and 18 with FiO2 > 21%, being this last value based on that reported on Ventimask kit used in our ED).
Laboratory findings are listed in Table 2.
Table 2. Laboratory tests and arterial blood gas.
Laboratory tests
White Blood Count – n/mmc
Neutrophils – n/mmc
Lymphocytes – n/mmc
Eosinophils – n/mmc
Platelets – n/mmc
aPTT
INR
Creatinine – mg/dl
Urea – mg/dl
Sodium – mmol/L
Potassium– mmol/L
Lactate dehydrogenase – U/L
C-Reactive Protein – mg/dl
Procalcitonin – ng/ml
|
7788 ± 5421
6091 ± 6547
1673 ± 2906
0.541 ± 0.1332
221 ± 90
1.80 ± 13
1.2 ± 0.6
1.07 ± 0.99
44.2 ± 36.5
138 ± 4.7
4.1 ± 0.5
288 ± 185
6.2 ± 7.2
1.7 ± 12
|
Arterial blood gas
pH
PaO2 – mmHg
PaCO2 – mmHg
SatO2
P/F
HCO3 – mmHg
Blood Lactate – mmol/L
|
7.42 ± 0.53
75 ± 20.1
33.7 ± 6.6
96 ± 4.5
349.7 ± 97.2
23.8 ± 3.3
1.2 ± 1
|
Data are presented as number (n) and percentage (%) for dichotomous values or average and standard deviation for continuous values.
In 4.9% of the admissions blood tests were not performed due to mild symptoms. Lymphopenia was present in 44% of the population. Patients often presented with normal white blood count (7788/mmc ± 5421), elevated C-reactive protein (6.2 mg/dl ± 7.2, 0.02-40.7 mg/dl) and lactate dehydrogenase (288 U/L ± 185). In the majority of cases arterial blood gas analysis showed normal value of pH and hypocapnia [Table 2].
Viral pneumonia was confirmed at imaging in 485 patients (87.5%). ROX index in our overall population was 24.3 ± 6.5.
Baseline characteristics of the discharged and hospitalized patients are listed in Table 3.
Table 3. Baseline characteristic of the cohort comparing discharged and hospitalized patients.
|
Discharged (n=170)
|
Hospitalized or death (n=384)
|
P value
|
Age, years
|
46.7 ± 14.8
|
68 ± 17
|
<0.001
|
Sex, n (%)
Male
Female
|
72 (42.4)
98 (57.6)
|
224 (58.3)
160 (41.7)
|
0.001
|
Comorbidities, n (%)
Hypertension
Use of RAAS inhibitors
Use of ARBs inhibitors
Diabetes mellitus
COPD
Asthma
Other respiratory diseases
Ischemic heart disease
Active cancer
Chronic kidney disease
Previous TIA/stroke
Liver disease
Cognitive impairment
|
23 (13.5)
5 (2.9)
9 (5.3)
8 (4.7)
3 (1.8)
6 (3.5)
3 (1.8)
2 (1.2)
5 (2.9)
1 (0.6)
4 (2.4)
3 (1.8)
0 (0)
|
181 (47.1)
47 (12.2)
46 (12)
54 (14.1)
55 (14.3)
7 (1.8)
19 (5)
39 (10.2)
28 (7.3)
45 (11.7)
22 (5.7)
19 (5)
72 (18.8)
|
<0.001
<0.001
0.014
0.001
<0.001
NS
NS
<0.001
NS
<0.001
NS
NS
<0.001
|
Onset of symptoms, days
|
7.2 ± 6.3
|
5.9 ± 4.6
|
NS
|
Clinical features at ED admission, n (%)
Fever
Dyspnea
Cough
Conjunctivitis
Rhinorrhea
Sore throat
Headache
Asthenia
Myalgia/Arthralgia
Diarrhea
Anosmia
Ageusia/Dysgeusia
Syncope
|
133 (78.2)
53 (31.2)
109 (64.1)
6 (3.5)
12 (7.1)
26 (15.3)
31 (18.2)
33 (19.4)
37 (21.8)
32 (18.8)
21 (12.4)
32 (18.8)
1 (0.6)
|
328 (85.4)
156 (40.6)
206 (53.6)
2 (0.5)
9 (2.3)
13 (3.4)
14 (3.7)
57 (14.8)
30 (7.8)
49 (12.8)
8 (2.1)
19 (5)
5 (1.3)
|
0.036
0.037
0.026
0.012
0.014
<0.001
<0.001
NS
<0.001
NS
<0.001
<0.001
NS
|
Respiratory rate, breaths/min
Heart rate, beats/min
Arterial pressure, systolic – diastolic, mmHg
Body temperature, °C
SpO2, %
|
17 ± 3
88 ± 15
133 ± 20 – 78 ± 11
36.8 ± 0.6
97.8 ± 1.6
|
21 ± 6
91 ± 17
125 ± 22 –
74 ± 13
37.3 ± 0.9
94.7 ± 4.3
|
<0.001
NS
0.001
<0.001
<0.001
|
Data are presented as number (n) and percentage (%) for dichotomous values or average and standard deviation for continuous values. RAAS, renin–angiotensin–aldosterone system; ARBS, angiotensin-receptor blockers; COPD, chronic obstructive pulmonary disease; TIA, transient ischemic attack; NS, not significant.
Hospitalized patients were 69.3% (N=384): they were older and had more comorbidities than the other group. Our analysis showed that a ROX index value < 25.7 was reliable in predicting the need of hospitalization with 76.5% sensitivity and 65.6% specificity (AUC=0.737, 95%CI 0.696–0.779, p<0.001). In particular, when population was split based on age, ROX index value was 26 for patients < 65 years old (sensitivity of 71%, specificity of 60%, AUC=0.667, 95%CI 0.607–0.728, p<0.001) and 23.3 for patients ≥ 65 years old (sensitivity of 81%, specificity of 62.4%, AUC=0.764, 95%CI 0.686–0.842, p<0.001). ROC curve is represented in Figure 2A.
The accuracy of NEWS2 and RR in the prediction of hospitalization were also calculated and resulted lower than ROX index. In particular, NEWS2 sensitivity was 66% and specificity 69% (AUROC 0.736; 95%CI 0.688-0.805) whereas concerning RR sensitivity was 71% and specificity 56% (AUROC 0.692; 95%CI 0.649-0.734).
Furthermore, after 30-days follow up, 82 (14.8%) patients died after 10.35 ± 7.21 days; their age was 82.1 ± 9 (56-100), 79 patients were ≥ 65 years and 51 were males (62.2%). ROX index < 22.3 is statistically related with higher 30-days mortality, with a 74.8% sensitivity and 65.9% specificity (AUC= 0.764, 95%CI 0.708-0.820, p<0.001) [Figure 2B].
Moreover, data showed that a ROX index value < 26 was able to identify patients with viral pneumonia, as assessed at CT scan (sensitivity 62.3%, specificity 60%, AUC=0.657, 95%CI 0.595–0.719, p<0.001). Table 4 shows ROC analysis of ROX index.
Table 4. AUROC, 95%CI, P Value, Sensitivity and Specificity derived from ROC analysis of ROX index.
Variable
|
ROX index
|
AUROC
|
95% CI
|
p value
|
Sensitivity (%)
|
Specificity (%)
|
Hospitalization
Patients < 65 y.o.
Patients ≥ 65 y.o.
|
25.7
26
23.3
|
0.737
0.667
0.764
|
0.696 – 0.779
0.607 – 0.728
0.686 – 0.842
|
<0.001
<0.001
<0.001
|
76.5
71
81
|
65.6
60
62.4
|
30-days mortality
|
22.3
|
0.764
|
0.708 – 0.820
|
<0.001
|
74.8
|
65.9
|
Viral pneumonia
|
26
|
0.657
|
0.595 – 0.719
|
<0.001
|
62.3
|
60
|
During the entire hospitalization, 24 patients (6.25%) underwent endotracheal intubation. Their mean age was 68.7 (56-79) and 58.3% were males. Their mean ROX index just before intubation was 3.8 (range 2.5-5.71). At 30 days follow-up, 16 of them (66.7%) were alive.
Out of 554 patients, 8 patients were discharged but returned in the ED within the following 7 days and were hospitalized. Mean ROX indexes vary as follows: 30.3 (6.2; range 21.9-39.4) at the first assessment and 24.6 (5.5; 14.5-29.5) during the second assessment, p=0.012.