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Table 4 Characteristics of the study population

From: Development of machine learning models to predict RT-PCR results for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in patients with influenza-like symptoms using only basic clinical data

Demographic characteristics

Overall

population (n = 199)

Positive

(n = 124)

Negative

(n = 75)

P

Age, years

65 [46–78]

65 [49–77]

66 [38–82]

0.94

Male ̶ no. (%)

127 (63.8)

78 (62.9)

49 (65.3)

0.85

Medical History ̶ no. (%)

 Asthma

13 (6.6)

9 (7.3)

4 (5.4)

0.83

 Atrial fibrillation

19 (9.6)

11 (8.9)

8 (10.7)

0.87

 Autoimmune/inflammatory disease

6 (3.0)

3 (2.4)

3 (4)

0.84

 Chronic Interstitial lung disease

1 (0.5)

1 (0.8)

0 (0.0)

0.80

 Chronic kidney disease

11 (5.5)

8 (6.5)

3 (4.0)

0.68

 Chronic liver disease

7 (3.5)

3 (2.4)

4 (5.3)

0.49

 Chronic obstructive pulmonary disease

15 (7.5)

5 (4.0)

10 (13.3)

0.03

 Diabetes mellitus

29 (14.6)

16 (12.9)

13 (17.3)

0.51

 Hematologic malignancy

6 (3.0)

4 (3.2)

2 (2.7)

0.84

 Human immunodeficiency virus

1 (0.5)

0 (0.0)

1 (1.3)

0.80

 Hypertension

85 (42.7)

55 (44.4)

30 (40)

0.65

 Ischemic cardiomyopathy

19 (9.6)

10 (8.1)

9 (12.0)

0.51

 Smoking (active)

12 (6.0)

4 (3.2)

8 (10.7)

0.07

 Solid organ tumour

16 (8.0)

7 (5.7)

9 (12.0)

0.18

Medication history ̶ no. (%)

 5-alpha-reductase inhibitors

12 (6.0)

9 (7.3)

3 (4.0)

0.53

 Angiotensin converting enzyme inhibitors

33 (16.6)

21 (16.9)

12 (16.0)

0.98

 Anti-arrhythmic drugs

11 (5.5)

6 (4.8)

5 (6.7)

0.82

 Antibiotics before Emergency Department

47 (23.6)

36 (29.0)

11 (14.7)

0.03

 Anticoagulant drugs

25 (12.6)

15 (12.1)

10 (13.3)

0.97

 Anti-epileptic drugs

10 (5.0)

1 (0.8)

9 (12.0)

0.002

 Antiplatelets drugs

33 (16.6)

20 (16.1)

13 (17.3)

0.98

 Beta blockers

40 (20.1)

24 (19.4)

16 (21.3)

0.88

 Calcium channel antagonists

27 (13.6)

18 (14.5)

9 (12.0)

0.77

 Diuretics

35 (17.6)

21 (16.9)

14 (18.7)

0.91

 Drugs for psychiatric disorders

7 (3.5)

1 (0.8)

6 (8.0)

0.02

 Hydroxymethylglutaryl-CoA (HMG-CoA) reductase inhibitors

28 (14.1)

18 (14.5)

10 (13.3)

0.98

 Immunosuppressant drugs

12 (6.0)

8 (6.5)

4 (5.3)

0.99

 Sartans

24 (12.1)

19 (15.3)

5 (6.7)

0.11

Reported Signs and Symptoms - no. (%)

 Arthralgia

7 (3.5)

6 (4.8)

1 (1.3)

0.37

 Asthenia

18 (9.1)

9 (7.3)

9 (12.0)

0.38

 Chest pain

7 (3.5)

7 (5.7)

0 (0.0)

0.09

 Cough

130 (65.3)

91 (73.4)

39 (52)

0.004

 Dyspnea

75 (37.7)

43 (34.7)

32 (42.7)

0.33

 Fever

174 (87.4)

119 (96.0)

55 (73.3)

< 0.001

 Gastrointestinal symptoms

27 (13.6)

18 (14.5)

9 (12.0)

0.77

 Headache

12 (6.0)

8 (6.5)

4 (5.3)

0.99

 Sore throat

8 (4.0)

3 (2.4)

5 (6.7)

0.27

 Syncope

5 (2.5)

2 (1.6)

3 (4.0)

0.57

Vital signs, ECG and Chest X-ray findings

 Glasgow coma scale, score

15 [15–15]

15 [15–15]

15 [15–15]

> 0.99

 Body temperature, Celsius

37.6 ± 0.9

37.8 ± 0.8

37.2 ± 1

< 0.001

 Systolic blood pressure, mmHg

131 ± 22

133 ± 19

128 ± 25

0.09

 Diastolic blood pressure, mmHg

75 [65–80]

75 [70–80]

70 [65–80]

0.09

 Heart rate, beats per min

90 [80–105]

90 [83–105]

90 [80–105]

0.87

 Sinus rhythm ̶ no. (%)

185 (93)

117 (94.4)

68 (90.7)

0.48

 Normal ST segment ̶ no. (%)

198 (99.5)

123 (99.2)

75 (100.0)

0.80

 Respiratory rate, breaths per min

18 [16–22]

18 [16–22]

18 [16–24]

0.80

 Oxygen supplementation ̶ no. (%)

51 (25.6)

27 (21.8)

24 (32.0)

0.15

 Non-Invasive Ventilation ̶ no. (%)

8 (4.0)

4 (3.2)

4 (5.3)

0.72

 Chest X-rays opacity ̶ no. (%)

158 (79.4)

104 (83.9)

54 (72.0)

0.07

 Chest X-rays pleural effusion ̶ no. (%)

20 (10.1)

7 (5.7)

13 (17.3)

0.01

Laboratory findings

 Total white blood cell count, 103/μL

6.64 [4.65–9.65]

5.44 [4.21–7.23]

9.28 [6.87–13.64]

< 0.001

 Neutrophils, %

72.5 [64.4–81.7]

70.4 [62.5–79.9]

76.7 [68.4–85.3]

0.001

 Lymphocytes, %

18.0 [10.5–25.1]

20.6 [12.9–27.7]

14.5 [7.4–19.8]

< 0.001

 Monocytes, %

7.9 [5.6–10.2]

8.0 [6–10.9]

7.6 [5.4–9.7]

0.18

 Eosinophils, %

0 [0–0.3]

0 [0–0.2]

0.2 [0–1.2]

< 0.001

 Basophils, %

0.3 [0.2–0.4]

0.2 [0.2–0.4]

0.3 [0.2–0.5]

0.03

 Total red blood cells count, 106/μL

4.80 [4.29–5.25]

4.88 [4.42–5.28]

4.52 [4.01–5.14]

0.01

 Haematocrit, %

41.6 ± 5.3

42.1 ± 4.5

40.8 ± 6.3

0.10

 Haemoglobin, g/dL

13.7 ± 1.9

14.0 ± 1.6

13.3 ± 2.2

0.01

Mean corpuscular haemoglobin concentration, g/dL

33.1 [32–33.9]

33.2 [32.5–34.1]

32.8 [31.6–33.8]

0.01

Mean corpuscular haemoglobin, pg

29.2 [28.1–30.5]

29.2 [27.9–30.5]

29.3 [28.6–30.2]

0.56

Mean red blood cell volume, μm3

88.3 [85.4–91.4]

87.7 [84.5–90.4]

89.7 [87–92.6]

0.002

Red blood cells distribution width,%

13.2 [12.4–14.4]

13.1 [12.3–13.9]

13.6 [12.5–15.5]

0.01

Platelets, 103/μL

193 [162–244]

183 [145–234]

221 [175–283]

< 0.001

Glycaemia, mg/dL

120 [104–142]

120 [104–138]

117 [101–158]

0.80

Creatinine, mg/dL

1.0 [0.8–1.3]

0.98 [0.82–1.21]

1.09 [0.83–1.45]

0.19

Urea, mg/dL

35 [23–54.5]

34 [22–49]

41.5 [26–64.5]

0.07

Sodium, mEq/L

138 [135–140]

138 [134–140]

138 [136–141]

0.37

Total bilirubin, mg/dL

0.5 [0.4–0.7]

0.5 [0.3–0.6]

0.5 [0.4–0.7]

0.05

C-reactive protein, mg/dL

4.1 [1.2–9]

4.0 [1.3–8.9]

4.5 [0.9–9.3]

0.90

  1. Variables are ordered by categories. Continuous variables are expressed as median [interquartile range] or mean ± Standard Deviation, as appropriate. Medical and medication history, reported signs and symptoms were collected from physicians of the Emergency Department. Clinical findings (Vital signs, ECG – Electrocardiogram, Chest X-ray and Laboratory findings) refer to the first measurements performed in the Emergency department