Radiation pneumonitis prediction model with integrating multiple dose-function features on 4DCT ventilation images

Yoshiyuki Katsuta,Noriyuki Kadoya,Tomohiro Kajikawa,Shina Mouri,Tomoki Kimura,Kazuya Takeda,Takaya Yamamoto,Nobuki Imano,Shohei Tanaka,Kengo Ito,Takayuki Kanai,Yujiro Nakajima,Keiichi Jingu

Physica Medica（2023）

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摘要

•We predict RP with machine learning using 4DCT based ventilation images.•Relative regression coefficients (RRC) were calculated using LASSO.•RRCs have potential to support functional image-guided radiotherapy.

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关键词

Radiation pneumonitis,LASSO,Toxicity,Machine learning,Functional image

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