A New Criterion for Pediatric AKI Based on the Reference Change Value of Serum Creatinine

Xin Xu1, Sheng Nie2, Aihua Zhang3

  • 1National Clinical Research Center for Kidney Disease, State Key Laboratory of Organ Failure Research, Division of Nephrology, Nanfang Hospital, Southern Medical University, Guangzhou, China; xux007@163.com ffhouguangzhou@163.com.

Insights

A new method, pediatric reference change value optimized for AKI in children (pROCK), improves acute kidney injury (AKI) detection in pediatric patients. pROCK reclassifies many cases, reducing overdiagnosis and identifying true AKI with higher accuracy.

Area of Science:

  • Pediatric Nephrology
  • Critical Care Medicine
  • Biomarker Discovery

Background:

  • Current definitions of acute kidney injury (AKI) in children do not account for significant variability in serum creatinine levels.
  • This limitation can lead to inaccurate diagnosis and overdiagnosis of AKI in pediatric populations.
  • There is a need for improved diagnostic criteria tailored to the unique physiological characteristics of children.

Purpose of the Study:

  • To develop and validate a novel model for detecting AKI in hospitalized children.
  • To establish a new criterion, pediatric reference change value optimized for AKI in children (pROCK), based on creatinine variability.
  • To compare the diagnostic performance of pROCK with existing AKI definitions (pRIFLE, KDIGO) in children.

Main Methods:

  • Analysis of a large dataset of 156,075 hospitalized children with at least two creatinine tests within 30 days.
  • Estimation of the reference change value (RCV) for creatinine based on age and initial creatinine levels in children without kidney disease or AKI risk.
  • Development of the pROCK criterion: AKI defined as creatinine increase beyond RCV (greater of 20 μmol/L or 30% of initial creatinine).

Main Results:

  • In a cohort of 102,817 children, pROCK identified AKI in 5.3% of cases, significantly lower than pRIFLE (15.2%) and KDIGO (10.2%).
  • Children with pROCK-defined AKI showed a substantially increased risk of death (HR 3.56).
  • pROCK reclassified a large proportion of patients diagnosed with AKI by pRIFLE (66%) and KDIGO (51%) as non-AKI, with comparable mortality risks to those without AKI by any definition.

Conclusions:

  • The pROCK criterion enhances the detection of true AKI in children by accounting for creatinine variability.
  • This new definition helps mitigate the overdiagnosis of AKI common with previous pediatric criteria.
  • pROCK offers a more accurate approach to identifying pediatric AKI, potentially improving patient outcomes and resource allocation.
Abstract

Related Concept Videos

Drug Dosing in Renal Diseases: Estimation of Glomerular Filtration Rate Based on Serum Creatinine Concentration01:28

Drug Dosing in Renal Diseases: Estimation of Glomerular Filtration Rate Based on Serum Creatinine Concentration

Glomerular filtration rate (GFR) can be estimated from serum creatinine using the modification of diet in renal disease (MDRD) formula or the chronic kidney disease–epidemiology collaboration (CKD–EPI) equation. Both methods are widely used in clinical practice to assess kidney function and guide treatment decisions.The MDRD equation does not require weight or height measurements and is normalized to the body surface area of 1.73 m², considered the average adult surface area.
234
Drug Dosing in Renal Diseases: Measurement of Serum Creatinine Concentration and Clearance01:25

Drug Dosing in Renal Diseases: Measurement of Serum Creatinine Concentration and Clearance

In healthy individuals, serum creatinine levels remain stable due to a balance between its constant production—primarily from muscle metabolism—and renal excretion. Creatinine is freely filtered by the glomeruli, making it a valuable marker for estimating renal function. When the glomerular filtration rate (GFR) decreases, the kidneys can only eliminate less creatinine, causing serum levels to rise.Serum creatinine concentration is widely used to estimate creatinine clearance...
227
Routh-Hurwitz Criterion I01:15

Routh-Hurwitz Criterion I

Consider an electrical power grid, where stability is essential to prevent blackouts. The Routh-Hurwitz criterion is a valuable tool for assessing system stability under varying load conditions or faults. By analyzing the closed-loop transfer function, the Routh-Hurwitz criterion helps determine whether the system remains stable.
To apply the Routh-Hurwitz criterion, a Routh table is constructed. The table's rows are labeled with powers of the complex frequency variable s, starting from the...
609
Routh-Hurwitz Criterion II01:19

Routh-Hurwitz Criterion II

In the application of the Routh-Hurwitz criterion, two specific scenarios can arise that complicate stability analysis.
The first scenario occurs when a singular zero appears in the first column of the Routh table. This situation creates a division by zero issues. To resolve this, a small positive or negative number, denoted as epsilon (∈), is substituted for the zero. The stability analysis proceeds by assuming a sign for ∈. If ∈ is positive, any sign change in the first...
1.1K
Pharmacokinetic Models: Comparison and Selection Criterion01:26

Pharmacokinetic Models: Comparison and Selection Criterion

Physiological and compartmental models are valuable tools used in studying biological systems. These models rely on differential equations to maintain mass balance within the system, ensuring an accurate representation of the dynamic processes at play.
Physiological models take a detailed approach by considering specific molecular processes. They can predict drug distribution, metabolism, and elimination changes, providing a comprehensive understanding of how drugs interact with the body.
365
Potential-Energy Criterion for Equilibrium01:16

Potential-Energy Criterion for Equilibrium

Potential energy or potential function plays an essential role in determining the stability of a mechanical system. If a system is subjected to both gravitational and elastic forces, the potential function of the system can be expressed as the algebraic sum of gravitational and elastic potential energy. If the system is in equilibrium and is displaced by a small amount, then the work done on the system equals the negative of the change in the system's potential energy from the initial to the...
941