Selection of beam orientations in intensity-modulated radiation therapy using single-beam indices and integer programming

被引:47
|
作者
D'Souza, WD [1 ]
Meyer, RR
Shi, LY
机构
[1] Univ Maryland, Sch Med, Dept Radiat Oncol, Baltimore, MD 21201 USA
[2] Univ Wisconsin, Dept Comp Sci, Madison, WI 53706 USA
[3] Univ Wisconsin, Dept Ind Engn, Madison, WI 53706 USA
来源
PHYSICS IN MEDICINE AND BIOLOGY | 2004年 / 49卷 / 15期
关键词
D O I
10.1088/0031-9155/49/15/011
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
While the process of IMRT planning involves optimization of the dose distribution, the procedure for selecting the beam inputs for this process continues to be largely trial-and-error. We have developed an integer programming (IP) optimization method to optimize beam orientation using mean organ-at-risk (MOD) data from single-beam plans. Two test cases were selected in which one organ-at-risk (OAR) and four OARs were simulated, respectively, along with a PTV. Beam orientation space was discretized in 10degrees increments. For each beam orientation, a single-beam plan without intensity modulation and without constraints on OAR dose was generated and normalized to yield a mean PTV dose of 2 Gy and the corresponding MOD was calculated. The degree of OAR sparing was related to the average OAR MODs resulting from the beam orientations utilized with improvements of up to 10% at some dose levels. On the other hand, OAR DVHs in the IMRT plans were insensitive to beam numbers (in the 6-9 range) for similar average single-beam MODs. These MOD data were input to an IP optimization process, which then selected specified numbers of beam angles as inputs to a treatment planning system. Our results show that sets of beam angles with lower average single-beam MODs produce IMRT plans with better OAR sparing than manually selected beam angles. To optimize beam orientations, weights were assigned to each OAR following MOD input to the IP which was subsequently solved using the branch-and-cut algorithm. Seven-beam orientations obtained from solving the IP were applied to the test case with four OARs and the resulting plan with a dose prescription of 63 Gy was compared with an equi-spaced beam plan. The IP selected beams produced dose-volume improvements of up to 40% for OARs proximal to the PTV Further improvement in the DVH can be obtained by increasing the weights assigned to these OARs but at the expense of the remaining OARs.
引用
收藏
页码:3465 / 3481
页数:17
相关论文
共 50 条
  • [31] Fast integer-valued smoothing of beam profiles in intensity modulated radiation therapy
    Lee, E
    Lewis, D
    MEDICAL PHYSICS, 2005, 32 (06) : 1974 - 1975
  • [32] Dosimetric advantages of proton beam therapy compared to intensity-modulated radiation therapy for retroperitoneal chordoma
    Yu, Nathan Y.
    Vora, Sujay A.
    RARE TUMORS, 2019, 11
  • [33] Is Proton-beam Therapy Better Than Intensity-modulated Radiation Therapy for Prostate Cancer?
    Kagan, Arthur R.
    Yeh, Jekwon
    Schulz, Robert J.
    AMERICAN JOURNAL OF CLINICAL ONCOLOGY-CANCER CLINICAL TRIALS, 2014, 37 (06): : 525 - 527
  • [34] Beam orientation optimization in intensity-modulated radiation treatment planning
    Pugachev, AB
    Boyer, AL
    Xing, L
    MEDICAL PHYSICS, 2000, 27 (06) : 1238 - 1245
  • [35] Optimization of beam orientations and beam weights for conformal radiotherapy using mixed integer programming
    Wang, C
    Dai, JR
    Hu, YM
    PHYSICS IN MEDICINE AND BIOLOGY, 2003, 48 (24): : 4065 - 4076
  • [36] The Scatter Search Based Algorithm for Beam Angle Optimization in Intensity-Modulated Radiation Therapy
    Ghanbarzadeh, Ali
    Pouladian, Majid
    Monfared, Ali Shabestani
    Mahdavi, Seied Rabi
    COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2018, 2018
  • [37] Dosimetric analysis of beam arrangement for intensity-modulated radiation therapy in the postoperative irradiation of thymoma
    Akbas, Canan Koksal
    Alveroglu, Gokce Ucar
    Suncak, Leyla
    Karaman, Sule
    Dagoglu, Nergiz
    Oral, Ethem Nezih
    Becerir, Hatice Bilge
    RADIATION PHYSICS AND CHEMISTRY, 2023, 213
  • [38] External beam radiation therapy for hepatocellular carcinoma: Potential of intensity-modulated and image-guided radiation therapy
    Fuss, M
    Salter, BJ
    Herman, TS
    Thomas, CR
    GASTROENTEROLOGY, 2004, 127 (05) : S206 - S217
  • [39] Robust Beam Orientation Optimization for Intensity-Modulated Proton Therapy
    Gu, W.
    Neph, R.
    Ruan, D.
    Zou, J.
    Dong, L.
    Sheng, K.
    MEDICAL PHYSICS, 2019, 46 (06) : E257 - E258
  • [40] On compensator design for photon beam intensity-modulated conformal therapy
    Jiang, SB
    Ayyangar, KM
    MEDICAL PHYSICS, 1998, 25 (05) : 668 - 675