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Acute Kidney Injury IV: Diagnostic Studies and Prevention01:30

Acute Kidney Injury IV: Diagnostic Studies and Prevention

Accurate diagnosis and effective prevention are critical in managing Acute Kidney Injury (AKI), which is linked to high mortality rates ranging from 10% to 80%. Timely recognition of at-risk patients and careful monitoring can significantly reduce the likelihood of kidney damage.Diagnostic Assessments:The diagnostic process starts with a comprehensive medical history to identify prerenal, intrarenal, and postrenal causes.Prerenal causes, such as dehydration, hypotension, or blood loss, should...
Acute Kidney Injury I: Introduction01:22

Acute Kidney Injury I: Introduction

Introduction:Acute Kidney Injury (AKI) describes a swift decrease in kidney function occurring over hours to days, characterized by the kidneys' failure to remove waste products from the bloodstream. This leads to dangerous complications like metabolic acidosis, fluid overload, and electrolyte imbalances, such as hyperkalemia, which can cause life-threatening arrhythmias. AKI is common in both hospital and outpatient settings, often triggered by dehydration, sepsis, or exposure to nephrotoxic...
Acute Kidney Injury II: Pathophysiology01:29

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Acute Kidney Injury III: Clinical Manifestations01:29

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A Large Animal Model for Acute Kidney Injury by Temporary Bilateral Renal Artery Occlusion
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Clinical Prediction Models for Acute Kidney Injury in Neonatology-A Systematic Review and Modelling Analysis.

Dermot Wildes1,2,3, Lisa Corley2, Deirdre O'Sullivan4

  • 1Department of Paediatrics, RCSI University of Medicine & Health Sciences, Dublin, Ireland.

Journal of Paediatrics and Child Health
|May 11, 2026
PubMed
Summary

Clinical prediction rules (CPRs) for neonatal acute kidney injury (AKI) show promise but require further development and validation. External validation is crucial before integrating these tools into neonatal intensive care unit (NICU) workflows for early AKI detection.

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Last Updated: May 12, 2026

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Published on: October 28, 2022

Area of Science:

  • Neonatal Medicine
  • Nephrology
  • Clinical Informatics

Background:

  • Acute kidney injury (AKI) impacts up to one-third of neonates in neonatal intensive care units (NICUs).
  • Neonatal intensive care units (NICUs) generate extensive data suitable for developing clinical prediction rules (CPRs).
  • Existing CPRs for predicting neonatal AKI risk need critical appraisal.

Purpose of the Study:

  • To identify and critically evaluate existing clinical prediction rules (CPRs) for predicting acute kidney injury (AKI) in neonates.
  • To assess the development and validation status of CPRs for neonatal AKI.

Main Methods:

  • Systematic literature search of PubMed and OVID-MEDLINE (1946-Q2-2025).
  • Included studies reported development or validation of CPRs for neonatal AKI in NICU populations.
  • Followed PRISMA guidelines; registered with PROSPERO (CRD420250653606); data extraction via CHARMS checklist; risk of bias assessed using PROBAST tool.

Main Results:

  • Three studies met inclusion criteria from 685 identified articles.
  • Sample sizes ranged from 276 to 706 participants; CPRs used 4-10 predictor variables.
  • Internal validation was reported, but external validation was absent; common analyses included Hosmer-Lemeshow testing and calibration plots.

Conclusions:

  • Current CPRs for neonatal AKI are underdeveloped and lack robust validation.
  • External validation is essential before clinical implementation.
  • Further rigorous research is needed for effective early detection of neonatal AKI.