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Author Spotlight: A 3D Digital Model for the Diagnosis and Treatment of Pulmonary Nodules
Published on: May 19, 2023
DICOM re-encoding of volumetrically annotated Lung Imaging Database Consortium (LIDC) nodules
Andrey Fedorov1, Matthew Hancock2, David Clunie3
1Brigham and Women's Hospital, Boston, MA, 02115, USA.
This study standardizes lung nodule annotations from the LIDC-IDRI dataset into DICOM format. This makes lung CT image analysis and automated tool development more accessible and reusable for researchers.
Area of Science:
- Medical Imaging
- Radiology
- Data Science
Background:
- The Lung Imaging Data Consortium and Image Database Resource Initiative (LIDC) dataset contains expert annotations for lung nodules from CT scans.
- These annotations were originally in a project-specific XML format, limiting direct use with standard tools.
Purpose of the Study:
- To convert LIDC-IDRI lung nodule annotations into standard DICOM objects.
- To enhance the findability, accessibility, interoperability, and reusability (FAIR) of the LIDC-IDRI data for researchers.
Main Methods:
- Utilized open-source tools to parse XML annotations and save them as DICOM Segmentation and Structured Reporting objects.
- Validated the resulting DICOM objects for standard compliance, data consistency, and interoperability with existing tools.
Main Results:
- Successfully created a standardized dataset of lung nodule annotations in DICOM format.
- The dataset includes annotations for 6859 nodules across 875 subjects, clustered into 2651 distinct nodules.
- Data is accessible via The Cancer Imaging Archive (TCIA).
Conclusions:
- The standardized DICOM dataset preserves the original LIDC-IDRI annotations.
- Facilitates the development of automated tools for lung lesion characterization and image phenotyping.
- Improves data integration with other standardized collections, promoting FAIR data principles.
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