Table 4.
Risk factors used in clinical prediction models for acute kidney injury in the intensive care unit across studies
Characteristics | Malhotra et al.(25) | Flechet et al.*(26) | Deng et al.†(28) | Chiofolo et al.(29) | Zimmerman et al.‡(30) | Total |
---|---|---|---|---|---|---|
Demographic variables | ||||||
Age | ✓ | ✓ | ✓ | 3 | ||
Gender | ✓ | ✓ | 2 | |||
Ethnicity | ✓ | 1 | ||||
Chronic variables | ||||||
Baseline SCr | ✓ | 1 | ||||
Hypertension | ✓ | 1 | ||||
Diabetes | ✓ | 1 | ||||
Chronic kidney disease | ✓ | 1 | ||||
Chronic liver disease | ✓ | ✓ | 2 | |||
Congestive heart failure | ✓ | 1 | ||||
Atherosclerotic coronary vascular disease | ✓ | 1 | ||||
Acute variables | ||||||
pH value | ✓ | ✓ | 2 | |||
Mechanical ventilation | ✓ | ✓ | 2 | |||
Hemoglobin level | ✓ | ✓ | 2 | |||
Surgical medical category | ✓ | 1 | ||||
Planned admission | ✓ | ✓ | 2 | |||
Blood glucose upon ICU admission | ✓ | 1 | ||||
Hemodynamic support upon ICU admission | ✓ | 1 | ||||
Maximum lactate | ✓ | 1 | ||||
Bilirubin | ✓ | 1 | ||||
Creatinine level | ✓ | ✓ | ✓ | 3 | ||
APACHE II score | ✓ | 1 | ||||
Nephrotoxic drugs | ✓ | 1 | ||||
Sepsis | ✓ | ✓ | ✓ | 3 | ||
Blood urea nitrogen | ✓ | ✓ | 2 | |||
Noninvasive diastolic blood pressure | ✓ | 1 | ||||
Temperature | ✓ | 1 | ||||
Noninvasive mean arterial blood pressure | ✓ | 1 | ||||
Hematocrit | ✓ | 1 | ||||
Sodium level | ✓ | 1 | ||||
Potassium level | ✓ | ✓ | 2 | |||
Calcium level | ✓ | 1 | ||||
Estimated GFR | ✓ | ✓ | 2 | |||
Median urine output at 12 hours | ✓ | 1 | ||||
Median urine output at 24 hours | ✓ | 1 | ||||
Shock index based on noninvasive diastolic blood pressure | ✓ | 1 | ||||
Shock index based on invasive diastolic blood pressure | ✓ | 1 | ||||
Pulse pressure | ✓ | 1 | ||||
Delivered tidal volume | ✓ | 1 | ||||
Partial pressure of arterial oxygen to fraction of inspired oxygen ratio | ✓ | 1 | ||||
Net fluid balance | ✓ | 1 | ||||
Cumulative dose of normal saline | ✓ | 1 | ||||
Systolic blood pressure | ✓ | 1 | ||||
SpO2 | ✓ | 1 | ||||
Bicarbonate level | ✓ | 1 | ||||
Platelet count | ✓ | 1 | ||||
Partial thromboplastin time | ✓ | 1 | ||||
International normalized ratio | ✓ | 1 |
SCr - serum creatinine; ICU - intensive care unit; APACHE - Acute Physiology and Chronic Health Evaluation; GFR - glomerular filtration rate; SpO2: oxygen saturation.
Data from Flechet et al. are only reported for the prediction model for any acute kidney injury on the first day;
data from Deng et al. are only reported for the prediction model for any acute kidney injury;
data from Zimmerman et al. are only reported for the multivariate logistic regression model derived with backward selection.