Development and validation of a predictive model for the assessment of potassium-lowering treatment among hyperkalemia patients
Cong-ying Song, Jian-yong Zhu, Wei Huang, Yuan-qiang Lu
Table 1. Demographic and clinical characteristics of patients enrolled in the training dataset
Demographic and clinical characteristics All patients (n=818) Effective group (n=429) Ineffective group (n=389) P-value
Age, years 65.0 (53.0-77.0) 63.0 (52.0-74.5) 67.0 (55.0-77.0) 0.007
Sex 0.456
Male 528 (64.5) 282 (65.7) 246 (63.2)
Female 290 (35.5) 147 (34.3) 143 (36.8)
Basic vital signs
Temperature, ℃ 36.6 (36.2-37.0) 36.7 (36.3-37.0) 36.5 (36.1-37.0) 0.014
Oxygen saturation, % 99.0 (97.0-100.0) 99.0 (98.0-100.0) 99.0 (97.0-100.0) 0.050
Respiratory rate, breaths/min 20.0 (19.0-20.0) 20.0 (19.0-20.0) 20.0 (20.0-21.0) 0.004
Heart rate, beats/min 85.0 (73.0-100.0) 85.0 (74.0-98.0) 86.0 (72.5-100.0) 0.890
Mean arterial pressure, mmHg 96.0 (83.3-109.0) 95.0 (83.3-108.0) 97.0 (82.7-110.3) 0.506
Comordities
Diabetes mellitus 245 (30.0) 122 (28.4) 123 (31.6) 0.321
Hypertension 549 (67.1) 272 (63.4) 277 (71.2) 0.018
Chronic liver disease 102 (12.5) 51 (11.9) 51 (13.1) 0.597
Rheumatism 152 (18.6) 84 (19.6) 68 (17.5) 0.441
History of kidney transplantation 72 (8.8) 27 (6.3) 45 (11.6) 0.008
Tumor 149 (18.2) 73 (17) 76 (19.5) 0.351
Chronic renal disease 512 (62.6) 256 (59.7) 256 (65.8) 0.070
ESRD a 191 (23.3) 84 (19.6) 107 (27.5) 0.007
Recent use of hyperkalemia-causing drugs 310 (37.9) 155 (36.1) 155 (39.8) 0.274
Symptoms
Peripheral edema 222 (27.1) 89 (20.7) 133 (34.2) <0.001
Oliguria 157 (19.2) 63 (14.7) 94 (24.2) 0.001
Laboratory tests
Red blood cell count, ×109/L 3.4 (2.6-4.0) 3.4 (2.7-4.0) 3.4 (2.6-4.0) 0.926
Hemoglobin, g/L 99.0 (79.0-116.0) 100.0 (81.0-118.0) 99.0 (78.0-115.0) 0.554
Platelet count, ×109/L 192.5 (136.0-248.0) 192.0 (133.0-240.5) 193.0 (138.0-257.5) 0.298
Uric acid, μmol/L 467.5 (362.8-579.3) 461.0 (362.5-583.5) 469.0 (363.0-574.0) 0.885
Creatinine, μmol/L 363.5 (175.0-686.3) 354.0 (174.0-571.5) 372.0 (175.5-720.5) 0.447
Urea nitrogen, mmol/L 22.4 (15.4-31.5) 21.4 (15.3-31.6) 23.5 (15.5-31.5) 0.316
eGFR, mL/min 14.4 (6.5-29.8) 15.4 (6.7-29.6) 13.3 (6.0-30.3) 0.353
Na+, mmol/L 138.0 (134.0-141.0) 138.0 (134.0-141.0) 138.0 (134.0-141.0) 0.603
Cl-, mmol/L 102.0 (97.0-107.0) 102.0 (97.0-107.0) 102.8 (97.5-107.0) 0.603
pH 7.35 (7.33-7.40) 7.35 (7.33-7.40) 7.35 (7.33-7.39) 0.423
PaO2, mmHg 98.3 (78.2-111.0) 98.7 (79.5-112.5) 98.0 (75.3-110.0) 0.475
PaCO2, mmHg 34.9 (30.7-37.9) 34.9 (31.2-38.5) 34.8 (30.0-37.7) 0.479
HCO3-, mmol/L 19.3 (17.4-22.0) 19.3 (17.5-22.2) 19.2 (17.3-21.9) 0.619
Lactic acid, mmol/L 2.0 (1.1-2.5) 2.0 (1.2-2.6) 1.9 (1.0-2.4) 0.007