Shelley Charlotte E, Bolt Matthew A, Hollingdale Rachel, Chadwick Susan J, Barnard Andrew P, Rashid Miriam, Reinlo Selina C, Fazel Nawda, Thorpe Charlotte R, Stewart Alexandra J, South Chris P, Adams Elizabeth J
Department of Oncology, St. Luke's Cancer Centre, Royal Surrey Hospital NHS Foundation Trust, Guildford, Surrey GU2 7XX, UK.
University of Surrey, Guildford GU2 7XX, UK.
Clin Transl Radiat Oncol. 2023 Feb 14;40:100596. doi: 10.1016/j.ctro.2023.100596. eCollection 2023 May.
Adaptive radiotherapy (ART) in locally advanced cervical cancer (LACC) has shown promising outcomes. This study investigated the feasibility of cone-beam computed tomography (CBCT)-guided online ART (oART) for the treatment of LACC.
The quality of the automated radiotherapy treatment plans and artificial intelligence (AI)-driven contour delineation for LACC on a novel CBCT-guided oART system were assessed. Dosimetric analysis of 200 simulated oART sessions were compared with standard treatment. Feasibility of oART was assessed from the delivery of 132 oART fractions for the first five clinical LACC patients. The simulated and live oART sessions compared a fixed planning target volume (PTV) margin of 1.5 cm around the uterus-cervix clinical target volume (CTV) with an internal target volume-based approach. Workflow timing measurements were recorded.
The automatically-generated 12-field intensity-modulated radiotherapy plans were comparable to manually generated plans. The AI-driven organ-at-risk (OAR) contouring was acceptable requiring, on average, 12.3 min to edit, with the bowel performing least well and rated as unacceptable in 16 % of cases. The treated patients demonstrated a mean PTV D98% (+/-SD) of 96.7 (+/- 0.2)% for the adapted plans and 94.9 (+/- 3.7)% for the non-adapted scheduled plans (p<10). The D2cc (+/-SD) for the bowel, bladder and rectum were reduced by 0.07 (+/- 0.03)Gy, 0.04 (+/-0.05)Gy and 0.04 (+/-0.03)Gy per fraction respectively with the adapted plan (p <10). In the live.setting, the mean oART session (+/-SD) from CBCT acquisition to beam-on was 29 +/- 5 (range 21-44) minutes.
CBCT-guided oART was shown to be feasible with dosimetric benefits for patients with LACC. Further work to analyse potential reductions in PTV margins is ongoing.
局部晚期宫颈癌(LACC)的自适应放疗(ART)已显示出良好的效果。本研究调查了锥形束计算机断层扫描(CBCT)引导下的在线ART(oART)治疗LACC的可行性。
在新型CBCT引导的oART系统上,评估了LACC自动放疗治疗计划的质量和人工智能(AI)驱动的轮廓勾画。将200次模拟oART疗程的剂量分析与标准治疗进行比较。从为前五例临床LACC患者提供132次oART分次治疗来评估oART的可行性。模拟和实际oART疗程将子宫颈临床靶区(CTV)周围1.5 cm的固定计划靶区(PTV)边界与基于内部靶区的方法进行了比较。记录工作流程时间测量值。
自动生成的12野调强放疗计划与手动生成的计划相当。AI驱动的危及器官(OAR)轮廓勾画是可接受的,平均编辑时间为12.3分钟,其中肠道表现最差,在16%的病例中被评为不可接受。接受治疗的患者,适应性计划的PTV D98%(±标准差)平均为96.7(±0.2)%,非适应性预定计划为94.9(±3.7)%(p<0.01)。适应性计划使肠道、膀胱和直肠的D2cc(±标准差)每分次分别降低0.07(±0.03)Gy、0.04(±0.05)Gy和0.04(±0.03)Gy(p<0.01)。在实际应用中,从CBCT采集到射束开启的平均oART疗程(±标准差)为29±5(范围21 - 44)分钟。
CBCT引导下的oART对LACC患者显示出可行性和剂量学益处。分析PTV边界潜在缩小的进一步工作正在进行中。