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. 2024 Oct 1;24(5):1387–1399. doi: 10.17305/bb.2024.10447

Table 2.

Baseline characteristics for validation dataset (before imputation)

Variables Cases (n ═ 451) Random controls (n ═ 3000) P value* ID-controls (n ═ 1990) P value**
Age, years, median (IQR) 62 (49, 71) 65 (48, 76) <0.001 76 (66, 85) <0.001
Sex, no. (%) <0.001 <0.001
 Female 168 (37.4) 1527 (50.9) 942 (47.3)
 Male 281 (62.6) 1472 (49.1) 1048 (52.7)
Race, no. (%) 0.010 <0.001
 African American 31 (6.9) 122 (4.1) 21 (1.1)
 Asian 19 (4.2) 79 (2.6) 7 (0.4)
 White 379 (84) 2655 (88.5) 1920 (96.5)
 Others 22 (4.9) 144 (4.8) 42 (2.1)
Ethnicity, no. (%) 0.557 <0.001
 Hispanic or Latino 21 (4.7) 151 (5) 22 (1.1)
 Not Hispanic or Latino 416 (92.2) 2778 (92.7) 1936 (97.3)
 Others, unknown, or not applicable 14 (3.1) 69 (2.3) 32 (1.6)
Quarter of admission, no. (%) <0.001 <0.001
 January–March 127 (28.2) 604 (20.1) 439 (22.1)
 April–June 100 (22.2) 677 (22.6) 703 (35.3)
 July–September 111 (24.6) 852 (28.4) 471 (23.7)
 October–December 113 (25.1) 867 (28.9) 377 (18.9)
Admission location, no. (%) <0.001 <0.001
 Arizona 76 (16.9) 526 (17.5) 115 (5.8)
 Florida 75 (16.6) 417 (13.9) 60 (3)
 MCHS 46 (10.2) 1086 (36.2) 619 (31.1)
 Rochester 254 (56.3) 971 (32.4) 1196 (60.1)
Admission source, no. (%) <0.001 <0.001
 Another hospital or care facility 122 (27.1) 665 (22.2) 482 (24.2)
 Outpatient or emergency department 148 (32.8) 241 (8) 171 (8.6)
 Others or unknown 181 (40.1) 2094 (69.8) 1337 (67.2)
 Pre-hospital location home 364 (80.7) 2137 (71.2) 1253 (63)
 Transferred patient 31 (6.9) 528 (21.8) <0.001 253 (12.7) <0.001
Country of residence, no. (%) 0.142 0.014
 United States or Canada 445 (98.9) 2984 (99.5) 1986 (99.8)
 Others 5 (1.1) 16 (0.5) 4 (0.2)
***African Region 0 1 (6.3) 0
*** Eastern Mediterranean Region 5 (100) 7 (43.8) 4 (100)
*** Region of the Americas, other than the US and Canada 0 7 (43.8) 0
*** South-East Asian Region 0 1 (6.3) 0
RUCA codes, no. (%) 0.001 <0.001
 Metropolitan area 264 (58.8) 1974 (65.9) 1250 (62.8)
 Micropolitan area 64 (14.3) 411 (13.7) 346 (17.4)
 Small town 58 (12.9) 340 (11.3) 208 (10.5)
 Rural areas 58 (12.9) 259 (8.6) 182 (9.1)
 Not coded 5 (1.1) 12 (0.4) 3 (0.2)
Body mass index, kg/m2, median (IQR) 26 (22.8, 30.1) 28.1 (24.2, 33.1) <0.001 28.1 (23.9, 33.3) <0.001
Smoking, no. (%) <0.001 0.097
 Active smoker 146 (32.4) 1233 (41.1) 566 (28.4)
 Never or ex-smoker 305 (67.6) 1767 (58.9) 1424 (71.6)
Alcohol use disorder 38 (8.4) 391 (13.0) <0.001 290 (14.6) <0.001
Comorbidities, no. (%)
 AIDS 31 (6.9) 24 (0.8) <0.001 33 (1.7) <0.001
 Asthma 78 (17.3) 783 (26.1) <0.001 758 (38.1) <0.001
 Cancer 217 (48.2) 969 (32.3) <0.001 1012 (50.9) 0.294
 Cardiovascular disorders 83 (18.4) 802 (26.7) <0.001 856 (43) <0.001
 Chronic heart failure 96 (21.3) 793 (26.4) 0.003 914 (45.9 <0.001
 Chronic kidney diseases 149 (33) 908 (30.3) 0.234 1009 (50.7) <0.001
 Chronic obstructive pulmonary disease 93 (20.7) 620 (20.7) 1.00 766 (38.5) <0.001
 Connective tissue disease 31 (6.9) 180 (6) 0.463 241 (12.1) <0.001
 Dementia 28 (6.2) 344 (11.5) <0.001 545 (27.4) <0.001
 Diabetes 181 (40.2) 1196 (39.9) 0.886 1236 (62.1) <0.001
 Dialysis 36 (8) 152 (5.1) 0.011 94 (4.7) 0.005
 Hypertension 266 (59.1) 1975 (65.8) 0.005 1708 (85.9) <0.001
 Immunodeficiency 105 (23.3) 224 (7.5) <0.001 160 (8) <0.001
 Interstitial lung disease 160 (35.6) 825 (27.5) <0.001 1048 (52.7) <0.001
 Leukemia 68 (15.1) 78 (2.6) <0.001 64 (3.2) <0.001
 Liver failure 105 (23.3) 838 (27.9) 0.041 217 (10.9) <0.001
 Lymphoma 72 (16) 97 (3.2) <0.001 93 (4.7) <0.001
 Myocardial infarction 66 (14.7) 560 (18.7) 0.040 565 (28.4) <0.001
 Peptic ulcer disease 49 (10.9) 288 (9.6) 0.399 398 (20) <0.001
 Peripheral vascular disease 112 (24.9) 929 (31) 0.009 1225 (61.6) <0.001
 Valvular dysfunction 140 (31) 946 (31.5) 0.834 991 (49.8) <0.001
Laboratory variables at the time of admission, median (IQR)
 Hemoglobin, g/dL 10.4 (9, 12) 12.5 (10.7, 13.9) <0.001 11.7 (10.1, 13.1) <0.001
 Hematocrit, % 32.2 (28.2, 36.9) 38.2 (33.6, 42.3) <0.001 36.5 (32.2, 40.4) <0.001
 Platelets, ×10(9)/L
  Highest 180 (104, 260) 229 (178, 290) <0.001 206 (155, 274) <0.001
  Lowest 176 (94, 254) 227 (174, 286) <0.001 202 (150, 269) <0.001
 Leukocytes, ×10(9)/L
  Highest 7.7 (4.3, 11.5) 8.9 (6.7, 12.2) <0.001 11.8 (8.1, 16.4) <0.001
  Lowest 7.4 (4.1, 11.1) 8.8 (6.6, 11.8) <0.001 11.4 (7.8, 15.9) <0.001
 Lymphocytes, ×10(9)/L
  Highest 0.76 (0.42, 1.3) 1.25 (0.8, 1.83) <0.001 0.94 (0.59, 1.39) <0.001
  Lowest 0.74 (0.4, 1.28) 1.22 (0.78, 1.8) <0.001 0.91 (0.57, 1.36) <0.001
 Neutrophils, ×10(9)/L
  Highest 5.36 (2.83, 9.03) 6.32 (4.32, 9.42) <0.001 9.47 (6.02, 13.94) <0.001
  Lowest 5.2 (2.69, 8.82) 6.2 (4.27, 9.22) <0.001 8.82 (5.41, 13.15) <0.001
 Monocytes, ×10(9)/L
  Highest 0.48 (0.26, 0.78) 0.68 (0.49, 0.94) <0.001 0.8 (0.51, 1.17) <0.001
  Lowest 0.46 (0.24, 0.74) 0.66 (0.48, 0.93) <0.001 0.78 (0.48, 1.14) <0.001
 Eosinophil, ×10(9)/L
  Highest 0.03 (0, 0.12) 0.08 (0.02, 0.18) <0.001 0.03 (0, 0.1) 0.003
  Lowest 0.03 (0, 0.11) 0.08 (0.02, 0.17) <0.001 0.02 (0, 0.09) 0.006
 Glucose, mg/dL
  Highest 124 (103, 174) 123 (104, 161) 0.620 141 (115, 188) <0.001
  Lowest 119 (100, 163) 123 (104, 161) 0.060 141 (115, 188) <0.001
 Lactate, mmol/L 1.6 (1.18, 2.6) 1.6 (1.1, 2.4) 0.428 1.9 (1.3, 2.9) <0.001
 Creatinine, mg/dL 1 (0.78, 1.4) 0.95 (0.76, 1.26) 0.249 1.15 (0.86, 1.62) <0.001
 Blood urea nitrogen, mg/dL 20 (13, 31) 17.9 (12, 26) <0.001 23 (16, 33) <0.001
 Potassium, mmol/L
  Highest 4.2 (3.8, 4.5) 4.1 (3.8, 4.5) 0.791 4.2 (3.8, 4.6) 0.150
  Lowest 4.1 (3.7, 4.4) 4.1 (3.7, 4.4) 0.184 4.1 (3.7, 4.4) 0.545
 Sodium, mmol/L
  Highest 136 (133, 139) 138 (135, 140) <0.001 137 (134, 140) 0.002
  Lowest 136 (132, 139) 138 (135, 140) <0.001 136 (133, 139) 0.032
 Calcium, mmol/L
  Highest 8.8 (8.3, 9.3) 9.2 (8.8, 9.5) <0.001 9 (8.6, 9.4) 0.002
  Lowest 8.7 (8.2, 9.2) 9.1 (8.7, 9.5) <0.001 8.9 (8.4, 9.3) 0.032
 Bicarbonate, mmol/L 23 (21, 26) 24 (22, 26) 0.013 23 (21, 26) 0.880
 Chloride, mmol/L
  Highest 100 (97, 103) 101 (98, 104) <0.001 99 (96, 103) 0.068
  Lowest 99 (96, 102) 101 (97, 104) <0.001 99 (95, 102) 0.052
 AST, U/L 35 (22, 60) 27 (20, 43) <0.001 29 (22, 48) 0.021
 ALT, U/L 27 (17, 53) 23 (15, 38) <0.001 23 (15, 38) <0.001
 ALP, U/L 99 (73, 155) 88 (68, 118) <0.001 96 (74, 142) 0.525
 Total bilirubin, mg/dL 0.5 (0.4, 0.9) 0.5 (0.3, 0.9) 0.262 0.7 (0.4, 1.1) <0.001
 Albumin, g/dL 3.2 (2.9, 3.6) 3.8 (3.4, 4.2) <0.001 3.5 (3.1, 3.9) <0.001

Bold indicates statistical significance. *Cases vs controls, **Cases vs ID-controls, ***Among those who reside outside of the United States or Canada, ****Outside of the United States or unknown. AIDS: Acquired immunodeficiency syndrome; ALP: Alkaline phosphatase; ALT: Alanine transaminase; AST: Aspartate aminotransferase; CHF: Chronic heart failure; g/dL: Grams per deciliter; ID-controls: The control group that consisted of patients with community-acquired infectious diseases other than unusual infections; IQR: Interquartile range; MCHS: Mayo Clinic Health System; mg/dL: Milligrams per deciliter; mmol/L: Millimoles per liter; RUCA: Rural–urban commuting area; U/L: Units per liter.