Multi-objective radiation therapy selection system and method
AssigneeSiris Medical, Inc.
InventorsColin Carpenter, Ran Davidi, Nicholas J. Mourlas, Todd F. Atwood
Life of this patent
Estimating the term…
Abstract
A system for facilitating creation of a patient treatment plan includes components configured to receive at least one feature associated with patient data and search a database of previously planned radiation treatments to identify one or more matching plans from the database based on the at least one feature. Parameters corresponding to the identified matching treatment plans may be used to facilitate creation of the patient treatment plan.
Claims21
A system for facilitating creation of a new radiation treatment plan, the system comprising:
- a database of previously planned radiation treatment plans of other patients for radiation treatment;
- memory that stores computer-executable instructions;
- and
- at least one processor configured to execute the computer-executable instructions, which, when executed, cause the at least one processor to provide:
- a feature extractor configured to receive one or more features associated with patient data of a patient who is to receive radiation treatment for creation of the new radiation treatment plan for the patient;
- a prediction component configured to predict, based on the one or more features associated with patient data, at least one metric comprising a predictor of a treatment outcome, wherein the prediction component has learned using previously planned radiation treatment plans to predict the at least one metric based on features extracted from patient data of patients associated with previously planned radiation treatment plans;
- a search component configured to search the database and identify, based on the at least one predicted metric, at least one radiation treatment plan from the database of previously planned radiation treatment plans, the at least one radiation treatment plan identified as having a match to the at least one predicted metric;
- and
- a user interface configured to present, to a user, the at least one identified radiation treatment plan or one or more parameters associated with the at least one identified radiation treatment plan as a recommendation for creation of the new radiation treatment plan.
A method for facilitating creation of a new radiation treatment plan, the method comprising:
- receiving, by a processor, one or more features associated with patient data of a patient who is to receive radiation treatment for creation of the new radiation treatment plan for the patient;
- providing the one or more features to a prediction component to predict at least one metric comprising a predictor of a treatment outcome, wherein the prediction component has learned using previously planned radiation treatment plans to predict the at least one metric based on features extracted from patient data of patients associated with previously planned radiation treatment plans;
- receiving, from the prediction component, a prediction of the at least one metric for the patient based on the one or more features associated with patient data of the patient who is to receive radiation treatment;
- searching, by a search component, a database of previously planned radiation treatment plans of other patients for radiation treatment plans having a match to the at least one predicted metric;
- identifying, by the processor, at least one radiation treatment plan from the database having the match to the at least one predicted metric;
- and
- providing for display to a user in a user interface the at least one identified radiation treatment plan or one or more parameters from the at least one identified radiation treatment plan as a recommendation for creation of the new radiation treatment plan.
A computer program product comprising a non-transitory computer-readable storage medium containing computer program code for:
- receiving, by a processor, one or more features associated with patient data of a patient who is to receive radiation treatment for creation of the new radiation treatment plan for the patient;
- providing the one or more features to a prediction component to predict at least one metric comprising a predictor of a treatment outcome, wherein the prediction component has learned using previously planned radiation treatment plans to predict the at least one metric based on features extracted from patient data of patients associated with previously planned radiation treatment plans;
- receiving, from the prediction component, a prediction of the at least one metric for the patient based on the one or more features associated with patient data of the patient who is to receive radiation treatment;
- searching, by a search component, a database of previously planned radiation treatment plans of other patients for radiation treatment plans having a match to the at least one predicted metric;
- identifying, by the processor, at least one radiation treatment plan from the database having the match to the at least one predicted metric;
- and
- providing for display to a user in a user interface the at least one identified radiation treatment plan or one or more parameters from the at least one identified radiation treatment plan as a recommendation for creation of the new radiation treatment plan.
Dependencies are inferred from the claim text.