BACKGROUND The quality of a radiotherapy plan often depends on the knowledge and expertise of the plan designers.AIM To predict the uninvolved liver dose in stereotactic body radiotherapy(SBRT)for liver cancer using a...BACKGROUND The quality of a radiotherapy plan often depends on the knowledge and expertise of the plan designers.AIM To predict the uninvolved liver dose in stereotactic body radiotherapy(SBRT)for liver cancer using a neural network-based method.METHODS A total of 114 SBRT plans for liver cancer were used to test the neural network method.Sub-organs of the uninvolved liver were automatically generated.Correlations between the volume of each sub-organ,uninvolved liver dose,and neural network prediction model were established using MATLAB.Of the cases,70%were selected as the training set,15%as the validation set,and 15%as the test set.The regression R-value and mean square error(MSE)were used to evaluate the model.RESULTS The volume of the uninvolved liver was related to the volume of the corresponding sub-organs.For all sets of Rvalues of the prediction model,except for D_(n0)which was 0.7513,all R-values of D_(n10)-D_(n100)and D_(nmean)were>0.8.The MSE of the prediction model was also low.CONCLUSION We developed a neural network-based method to predict the uninvolved liver dose in SBRT for liver cancer.It is simple and easy to use and warrants further promotion and application.展开更多
为探究耕作和施肥方式对西北半干旱区饲用玉米(Zea may L.)土壤水分和产量的影响,以饲用玉米陇饲1号为材料,设置传统旋耕、立式深旋耕2种耕作方式以及单施化肥、有机肥替代化肥2种施肥方式组合,共4个处理,研究不同的耕作和施肥方式对饲...为探究耕作和施肥方式对西北半干旱区饲用玉米(Zea may L.)土壤水分和产量的影响,以饲用玉米陇饲1号为材料,设置传统旋耕、立式深旋耕2种耕作方式以及单施化肥、有机肥替代化肥2种施肥方式组合,共4个处理,研究不同的耕作和施肥方式对饲用玉米土壤贮水量、花前花后耗水量、单株鲜重和干重以及产量的影响。结果表明,与传统旋耕相比,立式深旋耕能够降低饲用玉米0~300 cm土层土壤贮水量,提高花前耗水量,降低花后耗水量,增加生育期总耗水量,而有机肥替代化肥能够降低立式深旋耕方式下土壤总耗水量;立式深旋耕使成熟期单株干重增加1.3%~10.6%,单株鲜重增加4.9%~21.9%,而且不同程度增加了饲用玉米株高、穗长、穗粗、行粒数、百粒重、双穗率,降低了秃顶长,以上指标的变化均有利于高产试验形成。3年试验中立式深旋耕化肥处理较其他处理的籽粒产量增加1.8%~38.6%,丰水年生物量增加1.2%~15.1%,立式深旋耕有机肥处理较其他处理提高了干旱年生物量4.9%~21.9%、籽粒产量水分利用效率6.3%~34.8%、生物量水分利用效率7.1%~21.5%。综上,立式深旋耕能够改善作物生长土壤环境,有利于饲用玉米对土壤水分的吸收以及干物质量的积累,其组合化肥处理可以增加饲用玉米籽粒产量和丰水年生物量,组合有机肥替代处理可增加干旱年饲用玉米生物量和水分利用效率。本研究为西北半干旱区饲用玉米高产高效可持续生产提供了理论依据。展开更多
基金Supported by the Open Fund for Scientific Research of Jiangxi Cancer Hospital,No.2021J15the Gulin People's Hospital-The Affiliated Hospital of Southwest Medical University Science and Technology Strategic Cooperation Project,No.2022GLXNYDFY05the Sichuan Provincial Medical Research Project Plan,No.S21004.
文摘BACKGROUND The quality of a radiotherapy plan often depends on the knowledge and expertise of the plan designers.AIM To predict the uninvolved liver dose in stereotactic body radiotherapy(SBRT)for liver cancer using a neural network-based method.METHODS A total of 114 SBRT plans for liver cancer were used to test the neural network method.Sub-organs of the uninvolved liver were automatically generated.Correlations between the volume of each sub-organ,uninvolved liver dose,and neural network prediction model were established using MATLAB.Of the cases,70%were selected as the training set,15%as the validation set,and 15%as the test set.The regression R-value and mean square error(MSE)were used to evaluate the model.RESULTS The volume of the uninvolved liver was related to the volume of the corresponding sub-organs.For all sets of Rvalues of the prediction model,except for D_(n0)which was 0.7513,all R-values of D_(n10)-D_(n100)and D_(nmean)were>0.8.The MSE of the prediction model was also low.CONCLUSION We developed a neural network-based method to predict the uninvolved liver dose in SBRT for liver cancer.It is simple and easy to use and warrants further promotion and application.
文摘为探究耕作和施肥方式对西北半干旱区饲用玉米(Zea may L.)土壤水分和产量的影响,以饲用玉米陇饲1号为材料,设置传统旋耕、立式深旋耕2种耕作方式以及单施化肥、有机肥替代化肥2种施肥方式组合,共4个处理,研究不同的耕作和施肥方式对饲用玉米土壤贮水量、花前花后耗水量、单株鲜重和干重以及产量的影响。结果表明,与传统旋耕相比,立式深旋耕能够降低饲用玉米0~300 cm土层土壤贮水量,提高花前耗水量,降低花后耗水量,增加生育期总耗水量,而有机肥替代化肥能够降低立式深旋耕方式下土壤总耗水量;立式深旋耕使成熟期单株干重增加1.3%~10.6%,单株鲜重增加4.9%~21.9%,而且不同程度增加了饲用玉米株高、穗长、穗粗、行粒数、百粒重、双穗率,降低了秃顶长,以上指标的变化均有利于高产试验形成。3年试验中立式深旋耕化肥处理较其他处理的籽粒产量增加1.8%~38.6%,丰水年生物量增加1.2%~15.1%,立式深旋耕有机肥处理较其他处理提高了干旱年生物量4.9%~21.9%、籽粒产量水分利用效率6.3%~34.8%、生物量水分利用效率7.1%~21.5%。综上,立式深旋耕能够改善作物生长土壤环境,有利于饲用玉米对土壤水分的吸收以及干物质量的积累,其组合化肥处理可以增加饲用玉米籽粒产量和丰水年生物量,组合有机肥替代处理可增加干旱年饲用玉米生物量和水分利用效率。本研究为西北半干旱区饲用玉米高产高效可持续生产提供了理论依据。
