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A Platform for Collection and Analysis of Image Data on Stroke
Daria Dolotova1, Victoria Donitova2, Ivan Arhipov1
1Gammamed-Soft, Ltd, Moscow, Russia.
A new platform systematically collects clinical data and medical images for stroke diagnostics. This enables the identification of imaging biomarkers (IBs) to develop predictive algorithms for stroke.
Area of Science:
- Neuroimaging
- Radiomics
- Stroke Diagnostics
Background:
- Identifying imaging biomarkers (IBs) for stroke is crucial in neurodiagnostics.
- Current methods require extensive DICOM images and clinical data, posing a data acquisition challenge.
Purpose of the Study:
- To design and implement a platform for systematic collection of clinical data and medical images.
- To facilitate the creation of formalized radiology reports, contouring of regions of interest (ROIs), and radiomics data extraction.
- To enable the identification of IBs for predicting stroke outcomes and complications.
Main Methods:
- Development of a platform for systematic data collection across various imaging modalities.
- Integration of tools for formalized radiology reporting, ROI contouring, and DICOM image tagging.
- Extraction of radiomics features from processed medical images.
Main Results:
- A comprehensive dataset of clinical data and medical images has been amassed.
- The platform streamlines the process of data preparation for radiomics analysis.
- Enables the identification of potential imaging biomarkers for stroke.
Conclusions:
- The developed platform supports the systematic collection and analysis of multimodal imaging data for stroke research.
- This approach facilitates the discovery of novel imaging biomarkers.
- The ultimate goal is to develop predictive algorithms for improved stroke diagnostics.
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