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Table 1 Characteristics of study population by composite outcome

From: An artificial intelligence approach for predicting death or organ failure after hospitalization for COVID-19: development of a novel risk prediction tool and comparisons with ISARIC-4C, CURB-65, qSOFA, and MEWS scoring systems

 

Patients with no composite outcome, n = 1518

Patients with composite outcome, n = 278

P value*

Demographics

 Age, years (standard deviation)

65 (15)

71 (13)

< 0.0001

 Female, n = (%)

654 (43)

102 (37)

0.0472

 White, n = (%)

1266 (84)

221 (79)

0.1129

Social indicators

 Married, n = (%)

919 (60)

156 (56)

0.1664

 Current smoker, n = (%)

73 (5)

13 (5)

0.9241

 Ever smoker, n = (%)

573 (38)

123 (44)

0.0409

 Substance use disorder, n = (%)

48 (3)

12 (4)

0.3247

Anthropometric measure

 Body mass index, kg/m2 

31 (8)

30 (7)

0.0035

Admission source

 Home, n = (%)

1264 (83)

171 (61)

< 0.0001

 Clinic, n = (%)

56 (4)

9 (3)

0.7109

 Acute care, n = (%)

126 (8)

70 (25)

< 0.0001

 Nursing home, n = (%)

72 (5)

28 (10)

0.0004

Admitting service

 Intensive care unit, n = (%)

74 (5)

113 (40)

< 0.0001

 Intern medicine, n = (%)

1009 (66)

100 (36)

< 0.0001

 Other service, n = (%)

435 (29)

65 (23)

0.0712

Comorbid conditions

 Anemia, n = (%)

306 (20)

122 (44)

< 0.0001

 Arthritis, n = (%)

164 (11)

41 (15)

0.0572

 Atrial fibrillation, n = (%)

301 (20)

103 (37)

< 0.0001

 Asthma, n = (%)

108 (7)

15 (5)

0.2669

 Bone marrow disease, n = (%)

74 (5)

22 (8)

0.0384

 Bone marrow/stem cell transplant, n = (%)

14 (1)

2 (0.7)

0.7407

 Coronary artery disease, n = (%)

126 (8)

38 (14)

0.0043

 Cancer, active, n = (%)

80 (5)

24 (9)

0.0273

 Cancer with metastasis, n = (%)

36 (2)

5 (2)

0.5565

 Chronic kidney disease, n = (%)

331 (22)

80 (29)

0.0110

 Chronic obstructive pulmonary disease, n = (%)

215 (14)

60 (22)

0.0016

 Depression, n = (%)

228 (19)

53 (19)

0.9712

 Dementia, n = (%)

29 (2)

13 (5)

0.0050

 Diabetes mellitus, n = (%)

556 (37)

134 (48)

0.0003

 Diabetes with complications, n = (%)

321 (21)

73 (26)

0.0582

 Heart failure, n = (%)

223 (15)

72 (26)

< 0.0001

Human immuno-deficiency virus, n = (%)

2 (0.1)

1 (0.3)

0.3922

Hyperlipidemia, n = (%)

770 (51)

168 (60)

0.0029

Hypertension, n = (%)

971 (64)

223 (80)

< 0.0001

Immunodeficiency, n = (%)

66 (4)

20 (7)

0.0410

Liver disease, n = (%)

36 (2)

14 (5)

0.0130

Malnutrition, n = (%)

102 (7)

50 (18)

< 0.0001

Obstructive sleep apnea, n = (%)

371 (24)

54 (19)

0.0705

Osteoporosis, n = (%)

98 (6)

22 (8)

0.3708

Other lung conditions, n = (%)

66 (4)

34 (12)

< 0.0001

Other neurological conditions, n = (%)

51 (3)

12 (4)

0.4253

Other psychiatric conditions, n = (%)

128 (8)

9 (3)

0.0027

Peripheral artery disease, n = (%)

6 (0.3)

2 (0.7)

0.4555

Solid organ transplant, n = (%)

71 (5)

14 (5)

0.7954

Stroke, n = (%)

54 (4)

28 (10)

< 0.0001

Venous thrombo-embolism, n = (%)

143 (9)

54 (19)

< 0.0001

Vitals

 Heart rate/min, (standard deviation)

89 (18)

93 (20)

0.0077

 Respiratory rate/min, (standard deviation)

22 (5)

25 (8)

< 0.0001

 Systolic blood pressure, mmHg (standard deviation)

131 (19)

126 (21)

< 0.0001

 Diastolic blood pressure, mmHg (standard deviation)

77 (12)

73 (13)

< 0.0001

 Temperature in celcius (standard deviation)

37.1 (0.6)

37.2 (0.7)

0.6469

 SpO2, 94%–100%, n = (%)

970 (64)

127 (46)

< 0.0001

  90–93%, n = (%)

450 (30)

83 (30)

0.9433

  < 90%, n = (%)

98 (6)

68 (24)

< 0.0001

Laboratory measures

 Hemoglobin, g/dL (standard deviation)

12.9 (2.0)

12.4 (2.3)

< 0.0001

 White blood cell count, ×10 (interquartile range)

6.3 (4.6, 8.5)

8.2 (5.3, 12.4)

< 0.0001

 Neutrophils, ×10 (interquartile range)

4.7 (3.2, 6.6)

6.6 (4.2, 10.6)

< 0.0001

 Lymphocytes, x10 (interquartile range)

0.8 (0.6, 1.16)

0.8 (0.5, 1.1)

0.0001

 Platelets, ×10 (interquartile range)

209 (86)

198 (93)

0.0503

 Sodium, mmol/L (standard deviation)

135 (4.5)

135 (6)

0.2301

 Bicarbonate, mmol/L (standard deviation)

23.7 (3.5)

22.1 (4.3)

< 0.0001

 Anion gap, mmol/L (standard deviation)

12.4 (2.9)

13.4 (3.5)

< 0.0001

 Blood urea nitrogen, mg/dL (interquartile range)

17 (12, 25)

28 (20, 41)

< 0.0001

 Creatinine, mg/dL (interquartile range)

1.0 (0.8, 1.3)

1.1 (0.9, 1.7)

< 0.0001

 Albumin, g/dL (standard deviation)

3.6 (0.5)

3.3 (0.6)

< 0.0001

 Alanine aminotransferase, U/L (interquartile range)

28 (19, 46)

29 (19, 49)

0.4232

 Aspartate aminotransferase, U/L (interquartile range)

38 (29, 55)

47 (32, 71.3)

< 0.0001

 Bilirubin, mg/dL (interquartile range)

0.6 (0.3, 0.9)

0.5 (0.3, 0.7)

0.0038

 Glucose, mg/dL (standard deviation)

137 (54)

154 (71)

< 0.0001

 c-reactive protein, mg/L (interquartile range) 

61.0 (24.7, 113.2)

104.7 (19.4, 362.6)

< 0.0001

ECG measure

 QTc, msec (standard deviation)

449 (30)

455 (35)

0.0029

In-hospital complications

 Hypothermia, n = (%)

7 (0.5)

8 (3)

< 0.0001

 Hypotension, n = (%)

155 (10)

124 (45)

< 0.0001

 Myocardial infarction, n = (%)

13 (0.8)

17 (6)

< 0.0001

 Cardiac arrest, n = (%)

2 (0.1)

20 (7)

< 0.0001

 Respiratory failure, n = (%)

755 (50)

259 (93)

 

 Pulmonary edema, n = (%)

16 (1)

24 (9)

< 0.0001

 Pulmonary embolism, n = (%)

91 (6)

61 (22)

< 0.0001

 Secondary pneumonia, n = (%)

145 (10)

91 (33)

< 0.0001

 GI complications, n = (%)

20 91)

36 (13)

< 0.0001

 Electrolyte abnormality, n = (%)

890 (59)

230 (83)

< 0.0001

 Disseminated intra-vascular coagulation, n = (%)

2 (0.1)

6 (2)

< 0.0001

 Encephalopathy, n = (%)

62 (0.4)

66 (24)

< 0.0001

Drugs

 Remdesivir, n = (%)

162 (11)

45 (16)

0.0081

 Tocilizumab, n = (%)

15 (1)

15 (5)

< 0.0001

 Dexamethasone, n = (%)

338 (22)

83 (30)

0.0060

 Hydroxychloroquine, n = (%)

25 (2)

11 (4)

0.0115

 Aspirin, n = (%)

534 (35)

111 (40)

0.1291

 Statin, n = (%)

564 (37)

105 (38)

0.8452

 ACEI/ARBs, n = (%)

426 (28)

60 (22)

0.0254

 Anti-psychotic medication, n = (%)

90 (6)

57 (21)

< 0.0001

 SSRI, n = (%)

204 (13)

26 (9)

0.0609

  1. Abbreviations: ACEI/ARBs, angiotensin converting enzyme inhibitor/Angiotensin II receptor blockers; SSRI, selective serotonin receptor inhibitor
  2. *P value was significant at < 0.0001 for multiple comparison according to Bonferroni method