Dermoscopy Differential Diagnosis Explorer (D3X) Ontology to Aggregate and Link Dermoscopic Patterns to Differential Diagnoses: Development and Usability Study

Rebecca Z. Lin, Muhammad Tuan Amith, Cynthia X. Wang, John Strickley, Cui Tao

Research output: Contribution to journalArticlepeer-review

Abstract

Background: Dermoscopy is a growing field that uses microscopy to allow dermatologists and primary care physicians to identify skin lesions. For a given skin lesion, a wide variety of differential diagnoses exist, which may be challenging for inexperienced users to name and understand. Objective: In this study, we describe the creation of the dermoscopy differential diagnosis explorer (D3X), an ontology linking dermoscopic patterns to differential diagnoses. Methods: Existing ontologies that were incorporated into D3X include the elements of visuals ontology and dermoscopy elements of visuals ontology, which connect visual features to dermoscopic patterns. A list of differential diagnoses for each pattern was generated from the literature and in consultation with domain experts. Open-source images were incorporated from DermNet, Dermoscopedia, and open-access research papers. Results: D3X was encoded in the OWL 2 web ontology language and includes 3041 logical axioms, 1519 classes, 103 object properties, and 20 data properties. We compared D3X with publicly available ontologies in the dermatology domain using a semiotic theory–driven metric to measure the innate qualities of D3X with others. The results indicate that D3X is adequately comparable with other ontologies of the dermatology domain. Conclusions: The D3X ontology is a resource that can link and integrate dermoscopic differential diagnoses and supplementary information with existing ontology-based resources. Future directions include developing a web application based on D3X for dermoscopy education and clinical practice.

Original languageEnglish (US)
Article numbere49613
JournalJMIR Medical Informatics
Volume12
DOIs
StatePublished - 2024

Keywords

  • biomedical ontology
  • dermatology
  • dermoscopic
  • dermoscopy
  • dermoscopy differential diagnosis explorer
  • diagnoses
  • diagnosis
  • diagnostic
  • differential diagnosis
  • information retrieval
  • information storage
  • information storage
  • medical informatics
  • ontologies
  • ontology
  • OWL
  • retrieval
  • semiotic
  • skin
  • skin diseases
  • skin lesion
  • visual
  • visualization
  • vocabulary
  • web app
  • web application
  • web ontology language

ASJC Scopus subject areas

  • Health Informatics
  • Health Information Management

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