Development of a real-time markerless tracking system for pancreatic cancer in carbon ion radiation therapy using deep learning
Development of a real-time markerless tracking system for pancreatic cancer in carbon ion radiation therapy using deep learning
利用深度学习开发碳离子放射治疗中胰腺癌实时无标记跟踪系统
批准号：
22K15818
负责人：
Varnava Maria
金额：
$2.83万
依托单位：
依托单位国家：
日本
项目类别：
Grant-in-Aid for Early-Career Scientists
财政年份：
2022
资助国家：
日本
项目状态：
未结题
起止时间：
2022-04-01 至 2025-03-31
中文摘要
翻译
Pancreatic cancer is one of the most lethal cancers.One in three deaths in pancreatic cancer patients is related to tumor progression。Therefore，treatment methods that improve local tumor control may lead to better overall survival.The purpose for this year was to focus on developing a prediction model for the location of the target based on the surface of the patient，which will be the basis for the research.The following steps were taken：·Acquisition of patient data，data preprocessing，and mining·Use of recurrent neural networks to create prediction models for the location of the tumor.
英文摘要
Pancreatic cancer is one of the most lethal cancers. One in three deaths in pancreatic cancer patients is related to tumor progression. Therefore, treatment methods that improve local tumor control may lead to better overall survival. The purpose for this year was to focus on developing a prediction model for the location of the target based on the surface of the patient, which will be the basis for the research. The following steps were taken:・ Acquisition of patient data, data preprocessing, and mining・ Use of recurrent neural networks to create prediction models for the location of the tumor.
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