Table 1 Demographic and clinical characteristics at baseline.

From: Machine learning algorithm to predict mortality in critically ill patients with sepsis-associated acute kidney injury

Variables

Total (n = 8129)

Survivors (n = 6500)

Non-survivor (n = 1629)

P value

Demographic features

 Age (years)

68.7 [57.2, 79.6]

68.1 [56.8, 79.0]

71.3 [59.3, 81.8]

 < 0.001

 Sex, male, n (%)

4708 (57.9)

3806 (58.6)

902 (55.4)

0.022

 Weight (kg)

81.8 [68.7, 98.0]

82.6 [69.5, 98.8]

79.0 [65.5, 95.0]

 < 0.001

Chronic disease history, n (%)

 Chronic pulmonary disease

2358 (29.0)

1885 (29.0)

473 (29.0)

1

 Peptic ulcer disease

261 (3.2)

200 (3.1)

61 (3.7)

0.198

 Peripheral vascular disease

1143 (14.1)

915 (14.1)

228 (14.0)

0.965

 Myocardial infarction

1643 (20.2)

1302 (20.0)

341 (20.9)

0.437

 Cerebrovascular disease

1250 (15.4)

915 (14.1)

335 (20.6)

 < 0.001

 Diabetes

2566 (31.6)

2088 (32.1)

478 (29.3)

0.033

 Aids

37 (0.5)

29 (0.4)

8 (0.5)

0.972

 Renal disease

1938 (23.8)

1508 (23.2)

430 (26.4)

0.007

 Dementia

321 (3.9)

242 (3.7)

79 (4.8)

0.044

 Rheumatic disease

305 (3.8)

229 (3.5)

76 (4.7)

0.036

 Paraplegia

376 (4.6)

277 (4.3)

99 (6.1)

0.002

 Liver disease

1384 (17.0)

921 (14.2)

463 (28.4)

 < 0.001

 Cancer

1108 (13.6)

774 (11.9)

334 (20.5)

 < 0.001

 Congestive heart failure

2831 (34.8)

2236 (34.4)

595 (36.5)

0.114

Vital signs

 Heart rate (beats/minute)

86.1 [76.2, 98.5]

85.3 [76.2, 97.3]

89.6 [76.6, 102.8]

 < 0.001

 MAP (mmHg)

74.8 [69.6, 81.3]

75.0 [69.9, 81.4]

74.1 [68.2, 80.9]

 < 0.001

 Respiratory rate (beats/minute)

19.3 [16.9, 22.4]

19.0 [16.7, 22.0]

20.9 [18.1, 24.0]

 < 0.001

 Body temperature (°C)

36.9 [36.6, 37.3]

36.9 [36.6, 37.3]

36.8 [36.4, 37.2]

 < 0.001

 SpO2 (%)

97.4 [95.9, 98.7]

97.5 [96.0, 98.7]

97.2 [95.5, 98.7]

 < 0.001

Laboratory results

 Scr (mg/dL)

1.3 [0.9, 2.1]

1.2 [0.9, 2.0]

1.7 [1.1, 2.6]

 < 0.001

 Serum glucose (mg/dL)

155 [124, 209]

151 [122, 200]

173 [132, 238]

 < 0.001

 Serum chloride (mEq/L)

107 [103, 111]

107 [103, 111]

106 [101, 111]

 < 0.001

 Serum calcium (mg/dL)

8.5 [8.0, 9.0]

8.5 [8.0, 8.9]

8.5 [8.0, 9.1]

0.002

 Hematocrit (%)

34.8 [30.7, 39.7]

35.0 [31.0, 39.6]

34.4 [29.7, 40.1]

0.004

 Hemoglobin (g/dL)

11.4 [10.0, 13.1]

11.5 [10.1, 13.1]

11.2 [9.6, 13.0]

 < 0.001

 Platelets (K/uL)

209 [151, 282]

210 [155, 281]

202 [130, 288]

 < 0.001

 Anion gap (mEq/L)

17.0 [14.0, 20.0]

16.0 [13.0, 19.0]

19.0 [15.0, 22.0]

 < 0.001

WBC (K/uL)

14.6 [10.6, 19.8]

14.4 [10.6, 19.4]

15.7 [11.1, 21.6]

 < 0.001

 INR

1.4 [1.2, 1.7]

1.3 [1.2, 1.6]

1.5 [1.2, 2.2]

 < 0.001

 Bicarbonate (mmol/L)

24.0 [21.0, 27.0]

24.0 [22.0, 27.0]

23.0 [20.0, 26.0]

 < 0.001

 Serum sodium (mEq/L)

140 [137, 143]

140 [138, 143]

140 [137, 144]

0.056

 BUN (mg/dL)

26.0 [17.0, 42.0]

24.0 [16.0, 39.0]

33.0 [22.0, 53.0]

 < 0.001

 Serum potassium (mEq/L)

4.6 [4.2, 5.1]

4.5 [4.2, 5.1]

4.6 [4.2, 5.3]

 < 0.001

 PT (s)

15.2 [13.2, 18.7]

14.9 [13.1, 17.9]

16.5 [13.6, 23.5]

 < 0.001

 PTT (s)

34.2 [29.0, 48.9]

33.5 [28.7, 46.3]

38.5 [30.3, 58.2]

 < 0.001

Urine output (mL)

1295 [765, 2000]

1385 [855, 2090]

915 [445, 1598]

 < 0.001

Treatments, n (%)

 RRT

592 (7.3)

408 (6.3)

184 (11.3)

 < 0.001

 Vasopressors use

785 (9.7)

498 (7.7)

287 (17.6)

 < 0.001

 Mechanical ventilation

7485 (92.1)

5980 (92.0)

1505 (92.4)

0.64

Severity scores of illness

 SOFA score

7 [5, 10]

7 [4, 10]

10 [7, 13]

 < 0.001

 SAPS II

42 [34, 52]

40 [32, 49]

51 [41, 61]

 < 0.001

  1. AIDS Acquired immune deficiency syndrome, MAP Mean arterial pressure, SpO2 Oxygen saturation, WBC White blood cell, BUN Blood urea nitrogen, INR International normalized ratio, PT Prothrombin time, PTT Partial thromboplastin time, RRT Renal replacement therapy, Scr Serum creatinine, SOFA Sequential organ failure assessment, SAPS II Simplified acute physiology score II.