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Nasopharynx cancer precise radiotherapy platform based on data mining technology

A data mining, nasopharyngeal cancer technology, applied in the field of medical platforms, can solve the problems of inability to guarantee the quality of radiotherapy, high use costs, low delineation accuracy, etc., to improve the bed utilization rate and turnover rate, increase the generation efficiency, and reduce work. burden effect

Pending Publication Date: 2022-01-28
THE FIRST AFFILIATED HOSPITAL OF FUJIAN MEDICAL UNIV +2
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  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the existing precision radiotherapy platform for nasopharyngeal carcinoma has simple functions, low delineation accuracy, and high platform use cost. In most cases, it is manually delineated by doctors based on experience. The scheme proposes a precise radiotherapy platform based on machine learning, multimodal magnetic resonance imaging and treatment plan data mining, which can realize accurate and automatic delineation of radiotherapy targets for nasopharyngeal carcinoma and pre-evaluation of patient dose and volume parameters, and provide fast, precise and accurate radiotherapy for the clinic. , Accurate radiotherapy decision-making, thereby improving work efficiency and improving the cure rate of patients

Method used

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Embodiment Construction

[0011] The present invention will be described in further detail below.

[0012] A precise radiotherapy platform for nasopharyngeal carcinoma based on data mining technology. The precise radiotherapy platform includes the establishment of an automatic delineation model of the patient's nasopharyngeal carcinoma target area, the pre-evaluation of the dose volume parameters of the radiotherapy plan, and the construction of a radiotherapy plan database. The patient The establishment of the automatic target area delineation model of nasopharyngeal carcinoma includes the automatic extraction of tumor image features, the establishment of the target area automatic delineation model and the evaluation and verification of the target area automatic delineation model. 4-modality images of MRI images; ②Preprocess the images obtained in ①; ③Extract information of one or more tumor imaging groups from the preprocessed image data; ④Obtain the DTV data information outlined by experts, the above...

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Abstract

The invention discloses a nasopharyngeal carcinoma precise radiotherapy platform based on a data mining technology. The precise radiotherapy platform comprises establishment of an automatic sketching model of a nasopharyngeal carcinoma target region of a patient, pre-evaluation of dose and volume parameters of a radiotherapy plan and construction of a radiotherapy plan database. The platform has the advantages that 1, a doctor can be helped to delineate a nasopharynx cancer tumor target region and endangered organs more quickly and accurately, and irreversible irradiation radiotherapy dose damage to normal tissues and organs is reduced; 2, workload of doctors is relieved, waiting time of patients is shortened, and healing success rate is increased; 3, the utilization rate and turnover rate of hospital beds are improved, the medical cost of tumor patients is greatly reduced, and the economic pressure of the patients is relieved; and 4, young physicians are helped to learn delineation skills of target regions and endangered organs, and young physicians can be guided to set radiotherapy intensity modulation plan parameters.

Description

technical field [0001] The invention relates to the technical field of medical platforms, in particular to a precise radiotherapy platform for nasopharyngeal carcinoma based on data mining technology. Background technique [0002] With the rapid development of the information age, cloud platform construction and hospital process systems will continue to improve according to individual needs, especially the application of artificial intelligence in precise clinical treatment. However, the existing precision radiotherapy platform for nasopharyngeal carcinoma has simple functions, low delineation accuracy, and high platform use cost. In most cases, it is manually delineated by doctors based on experience. The scheme proposes a precise radiotherapy platform based on machine learning, multimodal magnetic resonance imaging and treatment plan data mining, which can realize accurate and automatic delineation of radiotherapy targets for nasopharyngeal carcinoma and pre-evaluation of ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): A61N5/10G16H20/40G16H30/20G16H40/20G16H50/70
CPCA61N5/1031A61N5/1039G16H50/70G16H20/40G16H30/20G16H40/20A61N2005/1041
Inventor 郭飞宝邹喜李金湖郑成贺陈燕彬蓝林臻曾疆马汉斌刘燕秋王达琳王彪王盛
Owner THE FIRST AFFILIATED HOSPITAL OF FUJIAN MEDICAL UNIV
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