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Updated: Sep 16, 2025

A Porcine Model of Acute Autologous Pulmonary Embolism
Published on: September 6, 2024
A novel Computable phENotype To Identify Pulmonary Embolism in chilDrEn: The CENTIPEDE Study
Hilary Whitworth1, Kristina Wagner2, Allison Zelinski3
1Division of Hematology, Children's Hospital of Philadelphia, 3400 Civic Center Blvd., Philadelphia, PA 19104, USA; Clinical Futures, Children's Hospital of Philadelphia, 3400 Civic Center Blvd., Philadelphia, PA 19104, USA.
Background:
Pediatric pulmonary embolism (PE) is rare and requires multicenter research to generate meaningful results and improve care. PEDSnet is a multicenter learning health system including 10 pediatric institutions and a valuable tool to study rare diseases.
Objectives:
We aimed to develop a computable phenotype (CP) to accurately identify pediatric PE in PEDSnet.
Methods:
We developed an algorithm for identification of pediatric PE in Children's Hospital of Philadelphia data within PEDSnet and compared it to blinded chart review. We identified a cohort of patients from 1/1/2012-12/31/2022 who were predicted to have PE based on the CP and an equal number predicted to not have a PE. Manual chart review identified true positive and negative and false positive and negative PE. Subsequent adjustments were made to improve CP performance. In patients with a confirmed PE, we identified select outcomes in PEDSnet and compared them to chart review to evaluate the ability to assess outcomes in PEDSnet.
Results:
There were 152 PE patients identified by the best performing CP which included: 1) Anticoagulant prescribed, dispensed, or administered in an inpatient or emergency department encounter, 2) SNOMED-CT code for PE, 3) Chest CT or perfusion study in the encounter. CP performance characteristics were as follows: sensitivity 96 %, specificity 88 %, positive predictive value 90 %, and negative predictive value 95 %. Preliminary outcome validation highlighted areas for improvement in identifying transfusions and thrombolysis.
Conclusions:
We report the first pediatric PE CP. Future research will include multicenter CP validation and improved identification of interventions and outcomes.
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