Application of Constrained, Pareto optimization approach in Monaco system intensity modulation mode for Cervical Cancer Radiotherapy
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摘要:
目的 探索动态调强(DMLC)、容积旋转调强(VMAT)下Monaco系统中2种优化方式在宫颈癌中的应用效果。 方法 选取2020年1月—2022年12月于沧州市人民医院接受调强放疗40例宫颈癌患者,在IMRT、VMAT后,分析2种模式的影响。 结果 Constrained模式中Dmean[(5 225.41±32.53)cGy vs.(5 205.84±32.99)cGy]、Dmax[(5 585.46±51.64)cGy vs.(5 635.99±62.12)cGy]、膀胱V20[(78.07±6.31)% vs.(85.68±9.42)%]、直肠V20[(87.58±6.14)% vs.(88.75±5.21)%]、直肠V40[(34.21±6.71)% vs.(37.77±5.41)%]、骨盆V20[(84.74±4.91)% vs.(82.18±4.78)%]、骨盆V30[(51.77±6.73)% vs. (54.73±6.02)%]、左股骨头V20[(42.16±8.40)% vs. (37.37±8.68)%]、右股骨头V30[(9.90±3.43)% vs. (12.32±4.46)%]剂量,差异均有统计学意义(P<0.05)。在DMLC强调下,Constrained模式的机器跳数低于Pareto模式(P<0.05),VMAT强调下,Pareto模式子野数低于Constrained模式(P<0.05),机器跳数高于Constrained模式(P<0.05)。 结论 VMAT技术能够满足宫颈癌患者放疗需求,且Pareto模式对危及的器官保护更优。 Abstract:Objective To explore the application of two optimization methods in Monaco system under intensity modulated radiation therapy (DMLC) and volumetric modulated arc therapy (VMAT) in cervical cancer. Methods A total of 40 patients with cervical cancer who received intensity-modulated radiotherapy in Cangzhou People' s Hospital from January 2020 to December 2022 were selected. After IMRT and VMAT, the effects of the two modes were analyzed. Results Under Constrained Mode, Dmean [(5 225.41±32.53)cGy vs.(5 205.84±32.99)cGy], Dmax [(5 585.46±51.64)cGy vs.(5 635.99±62.12)cGy], bladder V20 [(78.07±6.31)% vs.(85.68±9.42)%], rectal V20 [(87.58±6.14)% vs.(88.75±5.21)%], rectal V40 [(34.21±6.71)% vs.(37.77±5.41)%], pelvis V20 [(84.74±4.91)% vs.(82.18±4.78)%], pelvis V30 [(51.77±6.73)% vs. (54.73±6.02)%], left femoral head V20 [(42.16±8.40)% vs. (37.37±8.68)%], right femoral head V30 [(9.90±3.43)% vs. (12.32±4.46)%]dose, the differences were significant (P < 0.05). Under the DMLC emphasis, the number of machine jumps in Constrained mode was lower than that in Pareto mode (P < 0.05), under the VMAT emphasis, the number of Pareto mode subfields was lower than that in Constrained mode (P < 0.05), and the number of machine jumps was higher than that in Constrained mode (P < 0.05). Conclusion VMAT technology can meet the radiation requirements of cervical cancer patients, and Pareto mode is better for endangering organ protection. -
表 1 VMAT和DMLC强调下Monaco系统2种优化方式对靶区剂量的影响比较(n=40)
Table 1. Comparison of target dose between two Monaco system optimization methods underthe highlights of VMAT and DMLC(n=40)
项目 DMLC(9F) VMAT Constrained模式 Pareto模式 t值 P值 Constrained模式 Pareto模式 t值 P值 HI 1.14±0.03 1.09±0.01 10.000 <0.001 1.13±0.04 1.12±0.05a 0.710 0.480 CI 0.78±0.02 0.82±0.04 5.657 <0.001 0.78±0.04 0.79±0.04 1.118 0.267 Dmean(cGy) 5 225.41±32.53 5 170.68±21.47 8.881 <0.001 5 205.84±32.99b 5 178.28±48.96 2.952 0.004 Dmax(cGy) 5 585.46±51.64 5 688.28±118.97 5.014 <0.001 5 635.99±62.12c 5 661.69±106.81 1.315 0.192 注:与DMLC(9F)强调下Pareto模式的HI比较,t=4.602,aP<0.05;与DMLC(9F)强调下Constrained模式的Dmean比较,t=2.671,bP<0.05;与DMLC(9F)强调下Constrained模式的Dmax比较,t=3.956,cP<0.05。 表 2 VMAT和DMLC强调下Monaco系统2种优化方式对各脏器OAR剂量影响比较(n=40)
Table 2. Comparison of OAR dose of each organ between two Monaco system optimization methods underthe highlights of VMAT and DMLC(n=40)
项目 DMLC(9F) VMAT Constrained模式 Pareto模式 t值 P值 Constrained模式 Pareto模式 t值 P值 膀胱 V20(%) 78.07±6.31 89.30±9.30 6.320 <0.001 85.68±9.42a 86.32±11.64 0.270 0.788 V30(%) 53.23±7.85 62.19±11.09 4.171 <0.001 56.58±7.69 59.07±11.45 1.142 0.257 V40(%) 36.50±8.23 41.64±10.49 2.438 0.017 37.31±6.54 39.02±8.61 1.000 0.320 Dmax(cGy) 5 390.49±47.35 5 382.71±80.68 0.526 0.600 5 394.86±44.02 5 383.31±82.39 0.782 0.437 直肠 V20(%) 87.58±6.14 88.45±7.98 0.546 0.586 88.75±5.21a 91.67±5.72 2.387 0.019 V30(%) 63.55±7.79 70.59±12.99 2.940 0.004 62.05±7.04 68.19±8.64 3.484 0.001 V40(%) 34.21±6.71 43.45±10.54 4.677 <0.001 37.77±5.41a 44.00±10.05 3.452 0.001 Dmax(cGy) 5 188.37±109.15 5227.99±119.49 1.548 0.126 5 227.73±111.53 5 260.55±107.04 1.343 0.183 小肠 V20(%) 52.55±8.02 56.93±11.14 2.018 0.047 52.38±8.56 53.00±9.54 0.306 0.760 V30(%) 25.22±8.05 28.47±10.36 1.567 0.121 26.56±8.43 27.58±9.55 0.506 0.614 V40(%) 12.87±5.23 13.82±6.09 0.748 0.456 13.12±5.41 13.91±6.73 0.579 0.565 Dmax(cGy) 5 369.15±55.20 5315.11±75.77 3.646 <0.001 5 364.67±68.09 5 343.46±106.51 1.061 0.292 骨盆 V20(%) 84.74±4.91 84.05±6.55 0.931 0.542 82.18±4.78a 81.99±4.51 0.181 0.857 V30(%) 51.77±6.73 54.21±6.55 1.643 0.104 54.73±6.02a 55.59±6.60 0.609 0.544 V40(%) 28.83±5.52 30.38±5.46 1.263 0.210 29.69±5.60 31.00±6.84 0.937 0.352 Dmax(cGy) 5 348.97±46.82 5318.17±75.66 2.189 0.032 5 356.55±63.37 5 341.06±89.59 0.893 0.375 左股骨头 V20(%) 42.16±8.40 39.00±11.15 1.429 0.157 37.37±8.68a 38.23±11.92 0.368 0.714 V30(%) 11.06±4.12 10.89±4.29 0.180 0.857 12.10±4.49 12.90±6.06 0.665 0.508 V40(%) 2.30±1.55 2.47±1.73 0.463 0.645 2.60±1.89 2.99±2.44 0.799 0.427 Dmax(cGy) 4 287.90±386.03 4 270.68±374.73 0.202 0.840 4 279.21±405.63 4 316.52±396.96 0.416 0.679 右股骨头 V20(%) 40.41±8.18 37.65±10.26 1.330 0.187 40.66±10.73 38.37±10.97 0.944 0.348 V30(%) 9.90±3.43 11.05±3.80 1.421 0.159 12.32±4.46a 12.50±5.38 0.163 0.871 V40(%) 2.07±1.48 2.34±1.62 0.778 0.439 2.48±1.73 2.64±1.92 0.392 0.696 Dmax(cGy) 4 234.55±466.62 4 219.71±369.73 0.158 0.875 4 266.47±429.13 4 264.63±422.65 0.019 0.985 注:与DMLC(9F)强调下Constrained模式的膀胱V20、直肠V20、直肠V40、骨盆V20、骨盆V30、左股骨头V30、右股骨头V30比较,t=4.245、2.074、2.612、2.363、2.073、2.508、2.720,aP<0.05。 表 3 VMAT和DMLC强调下Monaco系统2种优化方式对机器参数的影响比较(n=40)
Table 3. Comparison of machine parameters between two Monaco system optimization methods underthe highlights of VMAT and DMLC(n=40)
变量 DMLC(9F) VMAT Constrained模式 Pareto模式 t值 P值 Constrained模式 Pareto模式 t值 P值 出束时间(s) 413.22±51.74 417.52±87.73 0.267 0.790 294.64±30.13a 287.16±32.57b 1.066 0.290 子野数 129.45±12.37 128.90±14.45 0.183 0.855 203.55±8.62a 194.27±11.74b 4.030 <0.001 机器跳数 900.67±50.47 1 027.81±122.89 6.053 <0.001 1 222.67±114.01a 1 339.73±168.62b 3.637 <0.001 注:与DMLC(9F)强调下Constrained模式的出束时间、子野数、机器跳数比较,t=12.526、31.083、16.334,aP<0.05,与DMLC(9F)强调下Pareto模式的出束时间、子野数、机器跳数比较,t=8.810、22.206、9.455,bP<0.05。 -
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