Automated qualitative description of anatomical changes in radiotherapy
Inventors
BONDAR, Maria Luiza • Bal, Matthieu Frederic • Isola, Alfonso Agatino
Assignees
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Abstract
A system and a method for monitoring anatomical changes in a subject in radiation therapy are provided, as well as an arrangement for medical imaging and analysis and a computer program product for carrying out the method. For monitoring anatomical changes in a subject in radiation therapy, the following steps are performed. First anatomical image data and subsequent anatomical image data of the subject are received. The first anatomical image data and the subsequent anatomical image data are analyzed. This analysis comprises registering the subsequent anatomical data to the first anatomical data. Changes between the first anatomical image data and the subsequent anatomical image data are identified as change states, and the identified change states are matched to corresponding qualitative descriptions. A monitoring report is provided, which comprises the qualitative descriptions of the identified changes.
Core Innovation
The invention concerns monitoring anatomical changes in a subject receiving radiation therapy. A system, method, or computer-readable medium receives and analyzes first and subsequent anatomical image data, identifies changes as respective change states using a trained learning algorithm, matches those states to corresponding qualitative descriptions, and provides a monitoring report containing the descriptions.
The disclosure describes spatial reasoning approaches, including RCC-8 and Cardinal reasoning, optional dose-plan comparisons, quantitative region-of-interest measurements, risk indicators, pictograms, and interactive report views. The system supports faster and more consistent assessment and flags cases for clinical review. Background problem details are not explicitly described in patent.
Claims Coverage
The provided claims identify three independent claims: a system claim, a method claim, and a non-transitory computer-readable-medium claim. Their central claim elements cover analyzing anatomical image data from different times, identifying change states with a trained learning algorithm, matching the states to qualitative descriptions, and providing a monitoring report.
System for monitoring anatomical changes
The system comprises an analysis unit configured to receive and analyze first and subsequent anatomical image data; a change state identification unit configured to identify changes between the data as respective change states using a trained learning algorithm; a qualitative translator configured to match the change states to corresponding qualitative descriptions; and a reporting unit configured to provide a monitoring report comprising the descriptions. Dependent claims add quantitative image analysis, dose-distribution data, pictograms, and graphical user interface features.
Method for monitoring anatomical changes
The method receives and analyzes first and subsequent anatomical image data, identifies changes between them as respective change states using a trained learning algorithm, matches the identified states to corresponding qualitative descriptions, and provides a monitoring report comprising the descriptions. Dependent claims add quantitative image analysis, treatment-plan dose-distribution data, and pictograms.
Computer-readable medium for monitoring anatomical changes
The non-transitory computer-readable medium stores instructions that cause a processor to receive and analyze first and subsequent anatomical image data, identify changes as respective change states using a trained learning algorithm, match the states to corresponding qualitative descriptions, and provide a monitoring report comprising the descriptions. Dependent claims add historical-data analysis, quantitative image analysis, pictograms, and treatment-plan dose-distribution data.
The three independent claims cover system, method, and computer-readable-medium forms of the same image-based monitoring approach. Across them, the central claim elements are change-state identification using a trained learning algorithm, translation into qualitative descriptions, and reporting; dependent claims specify additional analyses and report features.
Stated Advantages
The disclosed system supports faster and more consistent assessment.
The system can flag cases for clinical review.
Documented Applications
Monitoring anatomical changes in a subject receiving radiation therapy by analyzing first and subsequent anatomical image data and providing a monitoring report.
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