DATA-DRIVEN APPROACH TO GENERATING ACHIEVABLE DOSE-VOLUME HISTOGRAM OBJECTIVES IN INTENSITY-MODULATED RADIOTHERAPY PLANNING
DATA-DRIVEN APPROACH TO GENERATING ACHIEVABLE DOSE-VOLUME HISTOGRAM OBJECTIVES IN INTENSITY-MODULATED RADIOTHERAPY PLANNING
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DOI:
10.1016/j.ijrobp.2010.05.026
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发表时间:
2011-03-15
影响因子:
7
通讯作者:
McNutt, Todd
中科院分区:
文献类型:
--
作者:
Wu, Binbin;Ricchetti, Francesco;McNutt, Todd
Purpose: To propose a method of intensity-modulated radiotherapy (IMRT) planning that generates achievable dose volume histogram (DVH) objectives using a database containing geometric and dosimetric information of previous patients.Methods and Materials: The overlap volume histogram (OVH) is used to compare the spatial relationships between the organs at risk and targets of a new patient with those of previous patients in a database. From the OVH analysis, the DVH objectives of the new patient were generated from the database and used as the initial planning goals. In a retrospective OVH-assisted planning demonstration, 15 patients were randomly selected from a database containing clinical plans (CPs) of 91 previous head-and-neck patients treated by a three-level IMRT-simultaneous integrated boost technique. OVH-assisted plans (OPs) were planned in a leave-one-out manner by a planner who had no knowledge of CPs. Thus, DVH objectives of an OP were generated from a subdatabase containing the information of the other 90 patients. Those DVH objectives were then used as the initial planning goals in IMRT optimization. Planning efficiency was evaluated by the number of clicks of the "Start Optimization" button in the course of planning. Although the Pinnacle(3) treatment planning system allows planners to interactively adjust the DVH parameters during optimization, planners in our institution have never used this function in planning.Results: The average clicks required for completing the CP and OP was 27.6 and 1.9, respectively (p