The invention discloses a
proton adaptive radiotherapy triggering decision method and
system based on multi-
modal data quantitative evaluation. The method comprises the following steps: acquiring image data,
dose data and clinical data, respectively calculating a
dosimetry scoring function, an anatomical structure scoring function and a
proton specificity scoring function based on the image data and the
dose data, obtaining an enhanced core quantitative
score through weighted geometric average fusion, and obtaining the enhanced core quantitative
score; determining parts, stages and prognosis adjustment parameters based on clinical data, and fusing a BMI dynamic evaluation factor, a
treatment response prediction factor and a multi-factor
interaction factor to obtain an enhanced clinical background adjustment coefficient; and calculating a final decision
score in combination with the time
modulation factor and the risk prediction index based on the LSTM, and outputting a grading decision result. According to the method, objective quantitative evaluation of deep fusion of multi-
modal data is realized, specific risks of
proton therapy are accurately captured, personalized
intelligent decision is supported, and the method has good clinical
operability.