From: A novel post-percutaneous nephrolithotomy sepsis prediction model using machine learning
Non-sepsis (n = 649) | Sepsis (n = 45) | p-value | |
---|---|---|---|
Continuous variables | |||
Age (years), mean ± SD | 52.4 ± 12.6 | 50.8 ± 12.9 | 0.411 |
BMI (kg/m2), mean ± SD | 24.2 ± 3.5 | 23.5 ± 3.4 | 0.194 |
Blood WBC (× 109/L), mean ± SD | 6.4 ± 1.8 | 6.0 ± 1.4 | 0.145 |
Creatinine (μmoI/L), mean ± SD | 89.6 ± 43.8 | 107.5 ± 61.5 | 0.010 |
Procalcitonin (μg/L), mean ± SD | 0.05 ± 0.08 | 0.04 ± 0.03 | 0.405 |
Bilirubin (μmoI/L), mean ± SD | 10.9 ± 4.7 | 10.7 ± 4.3 | 0.781 |
Urinary WBC (/HP), mean ± SD | 117.9 ± 436.6 | 260.8 ± 935.7 | 0.056 |
Days of preoperative antibiotic use (days), mean ± SD | 3.5 ± 2.3 | 4.6 ± 2.6 | 0.002 |
Cumulative stone diameters (mm), mean ± SD | 55.6 ± 33.0 | 67.8 ± 34.1 | 0.017 |
Operation time (min), mean ± SD | 105.0 ± 44.4 | 107.4 ± 39.6 | 0.724 |
Classification variables | |||
Sex | 0.001 | ||
Male | 388 (59.8%) | 16 (35.6%) | |
Female | 261 (40.2%) | 29 (64.4%) | |
Renal anatomical malformation | 0.071 | ||
Positive | 44 (6.8%) | 0 (0%) | |
Negative | 605 (93.2%) | 45 (100.0%) | |
Urinary nitrite | < 0.001 | ||
Positive | 65 (10.0%) | 15 (33.3%) | |
Negative | 584 (90.0%) | 30 (66.7%) | |
Hypertension | 0.947 | ||
Positive | 176 (27.1%) | 12 (26.7%) | |
Negative | 473 (72.9%) | 33 (73.3%) | |
Diabetes mellitus | 0.525 | ||
Positive | 67 (10.3%) | 6 (13.3%) | |
Negative | 582 (89.7%) | 39 (86.7%) | |
Isolated kidney | 0.043 | ||
Positive | 13 (2.0%) | 3 (6.7%) | |
Negative | 636 (98.0%) | 42 (93.3%) | |
History of ipsilateral urologic surgery | 0.003 | ||
Positive | 286 (44.1%) | 30 (66.7%) | |
Negative | 363 (55.9%) | 15 (33.3%) | |
Preoperative drainage | 0.064 | ||
Positive | 104 (16.0%) | 12 (26.7%) | |
Negative | 545 (84.0%) | 33 (73.3%) | |
Midstream urine bacterial culture | < 0.001 | ||
Positive | 142 (21.9%) | 27 (60.0%) | |
Negative | 507 (78.1%) | 18 (40.0%) | |
Staghorn stones | 0.011 | ||
Positive | 106 (16.3%) | 14 (31.1%) | |
Negative | 543 (83.7%) | 31 (68.9%) | |
Surgical access | 0.077 | ||
1 | 554 (85.4%) | 34 (75.6%) | |
≥2 | 95 (14.6%) | 11 (24.4%) | |
Renal pyogenesis | < 0.001 | ||
Positive | 133 (20.5%) | 20 (44.4%) | |
Negative | 516 (79.5%) | 25 (55.6%) |