A Dynamic Nomogram to Identify Patients at High Risk of Poor Outcome in Stroke Patients with Chronic Kidney Disease

Fusang Wang1,2, Xiaohan Zheng1,2, Juan Zhang3

  • 1School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, People's Republic of China.

Insights

This study developed a dynamic nomogram to predict poor outcomes in stroke patients with chronic kidney disease (CKD). The tool accurately identifies high-risk individuals, aiding clinicians in timely interventions for better patient care.

Area of Science:

  • Neurology
  • Nephrology
  • Medical Informatics

Background:

  • Predicting poor outcomes in stroke patients with chronic kidney disease (CKD) is clinically challenging.
  • Currently, no validated tools exist to assist in this prediction.
  • This study addresses the need for a predictive tool for CKD-stroke patients.

Purpose of the Study:

  • To construct and validate a dynamic nomogram for predicting 3-month poor outcomes in patients with both stroke and CKD.
  • To provide a precise and expedient tool for risk stratification in this vulnerable population.

Main Methods:

  • A dynamic nomogram was developed using data from 502 CKD patients with acute ischemic stroke.
  • External validation was performed on an additional 108 CKD-stroke patients.
  • Model performance was assessed using Area Under the Curve (AUC), calibration plots, Decision Curve Analysis (DCA), and Clinical Impact Curve (CIC).

Main Results:

  • The nomogram incorporated predictors such as age, urea, premorbid mRS, admission NIHSS, hemiplegia, mechanical thrombectomy, neurological deterioration, and respiratory infection.
  • The dynamic nomogram achieved an AUC of 0.873 in the training set and 0.875 in the external validation set.
  • Both training and validation demonstrated good predictive ability and clinical utility via calibration plots, DCA, and CIC.

Conclusions:

  • This is the first dynamic nomogram specifically designed for CKD-stroke patients to predict 3-month poor outcomes.
  • The nomogram exhibits excellent performance and clinical utility, enabling clinicians to identify high-risk patients.
  • The tool facilitates the deployment of preventive interventions for improved patient management.
Abstract

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