Development and validation of thromboembolism diagnostic algorithms in children with cancer from real-world data

Uma Athale1,2,3, Jacqueline Halton4,5, Anastasia Gayowsky6

  • 1Division of Hematology/Oncology, McMaster Children's Hospital, Hamilton Health Sciences, Hamilton, Ontario, Canada. athaleu@mcmaster.ca.

Pediatric Research
|February 22, 2024
PubMed

Insights

This study developed and validated algorithms to accurately identify pediatric thromboembolism (TE) using health administrative data. The best algorithm combined diagnostic and anticoagulation codes, offering a reliable method for large-scale pediatric thrombosis research.

Area of Science:

  • Pediatric Oncology
  • Health Informatics
  • Thrombosis Research

Background:

  • Research on pediatric thrombosis, particularly cancer-related, is limited by small study sizes.
  • Real-world health administrative data offers access to large, diverse pediatric populations.
  • Validated algorithms for identifying pediatric thrombosis in administrative data are lacking.

Purpose of the Study:

  • To assess the accuracy of diagnostic algorithms for identifying pediatric thromboembolism (TE).
  • Algorithms were developed using International Classification of Diseases (ICD) and physician billing codes.
  • Accuracy was compared against chart review diagnoses in children with cancer.

Main Methods:

  • Data linkage between a pediatric cancer registry and administrative databases.
  • Development of eight algorithms using ICD and billing codes, including combinations and time intervals.
  • Chart review data from 1990-2016 served as the reference standard for radiologically confirmed TE in children (≤19 years).

Main Results:

  • The best-performing algorithm combined diagnostic and anticoagulation utilization codes, achieving 76% sensitivity and 85% specificity.
  • Using only ICD-10 codes improved sensitivity to 84% with 80% specificity.
  • The study analyzed 2056 patients, with 112 confirmed TE cases.

Conclusions:

  • The developed algorithms provide a valid approach for ascertaining pediatric TE using real-world administrative data.
  • This method facilitates large-scale research into pediatric thrombosis, especially in cancer patients.
  • The findings offer a valuable tool for advancing pediatric thrombosis research.
Abstract

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