Radiotherapy Setup Errors

  • 文章类型: Journal Article
    目的:决定自适应放疗的客观参数取决于患者,肿瘤与治疗相关因素。本研究报告了高精度放射治疗过程中出现的几何不确定性,束通量分析和连续出口剂量测量作为自适应放射治疗的患者特定工具。
    方法:对24例接受IMRT/VMAT治疗的患者(在基线和中期治疗)的连续退出剂量流量进行测量。基线和中期治疗出口剂量评估是在预定义的感兴趣区域中使用gafchroming膜进行的。计算基线(来自模拟CT扫描)和中期治疗CBCT扫描的GTV体积差(ΔGTV)。
    结果:基于人群的系统误差(mm)分别为4.15、2.26、0.88,而中外侧(ML)的随机误差(mm)分别为2.56、3.69和2.03,头尾(CC)和前后(AP)方向。伽马通过率随增量移位而降低。对于5毫米的位移,前后轴最大偏差(22.16±7.50),中外侧轴最小(12.85±4.95)。在出口剂量通量的连续测量中,肿瘤缩小显著影响伽玛通过率。肿瘤体积缩小50%的组之间的平均γ通过率存在显着差异(86.36vs96.24,P=0.008,多变量分析P=0.026)。
    结论:对于≥3mm的设置误差,观察到伽马通过率快速下降。通过辐射变色胶片连续测量出口剂量通量是IMRT/VMAT中出口剂量比较的可行方法,其中EPID剂量测定不适用于线性加速器配置。我们的研究表明,在肿瘤缩小大于50%的情况下,基线和中期治疗退出剂量注量的伽马通过率之间存在显着差异。
    OBJECTIVE: Objective parameters for decision on adaptive radiotherapy depend on patient, tumor and treatment related factors. Present study reports geometric uncertainties occurring during high precision radiotherapy, beam fluence analysis and serial exit dose measurement as a patient-specific tool for adaptive radiotherapy.
    METHODS: Serial exit dose fluence of 24 patients (at baseline and mid-treatment) undergoing IMRT/VMAT treatment were measured. Baseline and midtreatment exit dose evaluation was done using gafchromic films in predefined region of interest. Difference of volume of GTV at baseline (from simulation CT scan) and midtreatment CBCT scan was calculated (ΔGTV).
    RESULTS: Population based systematic errors (mm) were 4.15, 2.26, 0.88 and random errors (mm) were 2.56, 3.69, and 2.03 in mediolateral (ML), craniocaudal (CC) and anteroposterior (AP) directions respectively. Gamma pass rate reduced with incremental shift. For a 5 mm shift, maximum deviation was found in anteroposterior axis (22.16 ± 7.50) and lowest in mediolateral axis (12.85 ± 4.95). On serial measurement of exit dose fluence, tumor shrinkage significantly influenced gamma pass rate. The mean gamma pass rate was significantly different between groups with 50% shrinkage of tumor volume (86.36 vs 96.24, P = 0.008, on multivariate analysis P = 0.026).
    CONCLUSIONS: Rapid fall of gamma pass rate was observed for set up error of ≥3 mm. Serial measurement of exit dose fluence by radiochromic film is a feasible method of exit dose comparison in IMRT/VMAT, where EPID dosimetry is not available with linear accelerator configuration. Our study suggests that there is a significant difference between gamma pass rates of baseline and mid treatment exit dose fluence with greater than 50% tumor shrinkage.
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  • 文章类型: Journal Article
    目的:本研究旨在分析计划因素之间的相关性,包括计划几何形状和计划复杂性以及对患者设置错误的鲁棒性。
    方法:通过跨塔斯曼放射肿瘤学组(TROG)国际治疗计划挑战赛(2018年)获得了多目标脑立体定向放射外科(SRS)计划。挑战数据集由具有20Gy处方的五个颅内目标组成。使用内部工具模拟设置错误。通过覆盖99%(D99%)的总肿瘤体积(GTV)和98%的计划目标体积(PTV)的剂量来评估目标的剂量。使用接受12Gy的正常脑的体积和覆盖0.03cc脑干的最大剂量来评估对有风险器官的剂量。计划复杂性是通过边缘度量来评估的,调制复杂度得分,平均多叶准直器(MLC)间隙,平均MLC速度和计划调制。
    结果:即使是小误差(0.5mm/°),GTVD99%降低了20%。在较低复杂度计划(较大的平均MLC间隙和较低的边缘度量)和对设置误差的较高鲁棒性之间发现最强的相关性。较低复杂度计划的目标/方案减少1%-20%,GTVD99%低于指定的容差阈值。这些复杂性指标与100%等剂量体积球形度和剂量一致性相关,虽然类似的一致性可以用一系列的复杂性来实现。
    结论:在考虑计划稳健性时,更高的重要性水平应针对计划复杂性。建议在规划多目标SRS时,在计划优化期间考虑较大的MLC间隙和较低的MLC孔径不规则性,因为如果患者定位误差发生,则较高的鲁棒性。
    OBJECTIVE: This study aimed to analyse correlations between planning factors including plan geometry and plan complexity with robustness to patient setup errors.
    METHODS: Multiple-target brain stereotactic radiosurgery (SRS) plans were obtained through the Trans-Tasman Radiation Oncology Group (TROG) international treatment planning challenge (2018). The challenge dataset consisted of five intra-cranial targets with a 20 Gy prescription. Setup error was simulated using an in-house tool. Dose to targets was assessed via dose covering 99 % (D99 %) of gross tumour volume (GTV) and 98 % of planning target volume (PTV). Dose to organs at risk was assessed using volume of normal brain receiving 12 Gy and maximum dose covering 0.03 cc of brainstem. Plan complexity was assessed via edge metric, modulation complexity score, mean multi-leaf collimator (MLC) gap, mean MLC speed and plan modulation.
    RESULTS: Even for small (0.5 mm/°) errors, GTV D99 % was reduced by up to 20 %. The strongest correlation was found between lower complexity plans (larger mean MLC gap and lower edge metric) and higher robustness to setup error. Lower complexity plans had 1 %-20 % fewer targets/scenarios with GTV D99 % falling below the specified tolerance threshold. These complexity metrics correlated with 100 % isodose volume sphericity and dose conformity, though similar conformity was achievable with a range of complexities.
    CONCLUSIONS: A higher level of importance should be directed towards plan complexity when considering plan robustness. It is recommended when planning multi-target SRS, larger MLC gaps and lower MLC aperture irregularity be considered during plan optimisation due to higher robustness should patient positioning errors occur.
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  • 文章类型: Journal Article
    目的:呼吸运动和患者设置错误都会导致肺部肿瘤放疗的剂量不确定性。管理自由呼吸治疗的这些不确定性通常通过基于边缘的方法或鲁棒优化来完成。然而,呼吸运动可能是不规则的,并且已经引起了对治疗计划的鲁棒性的关注。我们以前报道过呼吸运动的剂量学效应,没有设置不确定性,在肺肿瘤光子放射治疗中使用自由呼吸图像。在这项研究中,我们包括设置不确定性。
    方法:将自由呼吸中采集的cine-CT图像中的肿瘤位置与患者每个分数的移位相结合,以模拟治疗方案。共14例300个肿瘤位置的患者用于基于4DCT评价医治计划。比较了四种计划方法,目的是在三个部分中提供54Gy作为中位肿瘤剂量。规划方法表示为鲁棒4D(RB4),等剂量的PTV与中心高剂量(ISD),ISD方法标准化为预期的中位肿瘤剂量(IRN)和对PTV的均匀注量(FLU)。
    结果:对于所有计划方法,以至少90%的概率实现了95%的预期剂量,RB4和FLU在此概率下具有相等的CTVD50%值。就CTVD50%扩散和剂量均匀性而言,FLU给出了最一致的结果。
    结论:尽管模拟的患者移位和肿瘤运动比在4DCT中观察到的更大,但剂量影响被认为是小的。建议将RB4或FLU用于计划自由呼吸治疗。
    OBJECTIVE: Respiratory motion and patient setup error both contribute to the dosimetric uncertainty in radiotherapy of lung tumors. Managing these uncertainties for free-breathing treatments is usually done by margin-based approaches or robust optimization. However, breathing motion can be irregular and concerns have been raised for the robustness of the treatment plans. We have previously reported the dosimetric effects of the respiratory motion, without setup uncertainties, in lung tumor photon radiotherapy using free-breathing images. In this study, we include setup uncertainty.
    METHODS: Tumor positions from cine-CT images acquired in free-breathing were combined with per-fraction patient shifts to simulate treatment scenarios. A total of 14 patients with 300 tumor positions were used to evaluate treatment plans based on 4DCT. Four planning methods aiming at delivering 54 Gy as median tumor dose in three fractions were compared. The planning methods were denoted robust 4D (RB4), isodose to the PTV with a central higher dose (ISD), the ISD method normalized to the intended median tumor dose (IRN) and homogeneous fluence to the PTV (FLU).
    RESULTS: For all planning methods 95% of the intended dose was achieved with at least 90% probability with RB4 and FLU having equal CTV D50% values at this probability. FLU gave the most consistent results in terms of CTV D50% spread and dose homogeneity.
    CONCLUSIONS: Despite the simulated patient shifts and tumor motions being larger than observed in the 4DCTs the dosimetric impact was suggested to be small. RB4 or FLU are recommended for the planning of free-breathing treatments.
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  • 文章类型: Journal Article
    我们旨在确定空气流入真空型固定装置(VID)对设置错误的影响。我们根据治疗期间是否每周放气或不放气,将70例接受头颈部癌症放疗的患者分为V组(n=34)或N组(n=36)。分别。我们将系统误差(Σ)计算为平均误差的标准偏差(SD),和随机误差(σ)作为每个患者的SD的均方根。我们比较了总体均值(μ),SDs(SDoverall),随机误差和系统误差。我们还测量了VID的临时压力变化,以确定VID的压力变化对设置错误的影响。两组的μ均在0.20mm和0.2°以内,而SDoverall之间存在显着差异。在N组的滚动轴上,SDoverall差异最大(0。87°)和V(0.58°)。V组的所有轴的Σ和σ值均低于N组。尽管初始放气目标为-70kPa,在治疗结束时,VID中的压力达到-5kPa。然而,每周通缩显然将压力维持在-20kPa。有效的VID压力控制可以减少患者之间的差异,并提高个别患者的设置可重复性。因此导致整体设置错误之间的小变化。
    We aimed to determine the impact of air inflow into vacuum-type immobilization devices (VIDs) on setup errors. We assigned 70 patients undergoing radiotherapy for head and neck cancer to groups V (n = 34) or N (n = 36) according to whether the VIDs were deflated weekly or not deflated during treatment, respectively. We calculated systematic errors (Σ) as the standard deviations (SDs) of mean errors, and random errors (σ) as the root mean square of SDs in each patient. We compared overall means (μ), SDs (SDoverall), random errors and systematic errors. We also measured temporary pressure changes in VIDs to determine the influence of pressure changes in VIDs on setup errors. The μ was within 0.20 mm and 0.2° in both groups, whereas SDoverall significantly differed between them. The SDoverall differed the most in the Roll axes of groups N (0. 87°) and V (0.58°). The Σ and σ values were lower in all axes of group V than in group N. Despite the initial deflation target of - 70 kPa, the pressure in VIDs reached - 5 kPa at the end of treatment. However, weekly deflation apparently maintained pressure at - 20 kPa. Effective pressure control in VIDs can reduce patient-by-patient variation and improve setup reproducibility for individual patients, consequently resulting in small variations among overall setup errors.
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  • 文章类型: Journal Article
    目的:本研究的主要目的是评估两种患者固定装置在肺立体定向身体放射治疗中的介入和介入误差:真空垫和简单的手臂支撑。
    方法:本研究纳入了20例患者,这些患者均接受仰卧位的肺部立体定向放射治疗,手臂高于头部。十名患者被安置在真空垫中(Bluebag™,Elekta)和其他十名患者使用简单的手臂支撑(Posirest™,Civco)。获得了预处理的四维锥形束计算机断层扫描和治疗后的三维锥形束计算机断层扫描,以比较定位和固定的准确性。基于与目标水平脊柱上的计划计算机断层扫描的刚性配准,报告了平移和旋转误差。
    结果:每次治疗的分数中位数为5(范围:3-10)。基于112个四维锥形束计算机断层摄影的平均分数误差对于两种设置都相似,在横向和垂直方向上的偏差小于或等于1.3mm,在滚动和偏航方向上的偏差为1.2°。对于纵向平移误差,真空垫的平均分数误差为0.7mm,手臂支撑的平均分数误差为-3.9mm。基于111种三维锥束计算机断层摄影,平均横向,纵向和垂直内交误差为-0.1mm,-分别为0.2mm和0.0mm(分别为SD:1.0、1.2和1.0mm),用于设置真空垫的患者,意思是垂直的,纵向和横向内交误差为-0.3mm,-分别为0.7mm和0.1mm(分别为SD:2.3、1.8和1.4mm),用于设置手臂支撑的患者。两个位置之间的内交误差平均值在统计学上没有差异,但是手臂支撑的标准偏差在统计学上较大。
    结论:我们的研究结果表明,两种定位之间的帧内和帧内平均偏差相似,但在手臂支撑下观察到的帧内平均偏差很大,这表明使用真空垫可以更准确地固定。
    OBJECTIVE: The main objective of this study was to assess inter- and intrafraction errors for two patient immobilisation devices in the context of lung stereotactic body radiation therapy: a vacuum cushion and a simple arm support.
    METHODS: Twenty patients who were treated with lung stereotactic body radiation therapy in supine position with arms above their head were included in the study. Ten patients were setup in a vacuum cushion (Bluebag™, Elekta) and ten other patients with a simple arm support (Posirest™, Civco). A pretreatment four-dimensional cone-beam computed tomography and a post-treatment three-dimensional cone-beam computed tomography were acquired to compare positioning and immobilisation accuracy. Based on a rigid registration with the planning computed tomography on the spine at the target level, translational and rotational errors were reported.
    RESULTS: The median number of fractions per treatment was 5 (range: 3-10). Mean interfraction errors based on 112 four-dimensional cone-beam computed tomographies were similar for both setups with deviations less than or equal to 1.3mm in lateral and vertical direction and 1.2° in roll and yaw. For longitudinal translational errors, mean interfraction errors were 0.7mm with vacuum cushion and -3.9mm with arm support. Based on 111 three-dimensional cone-beam computed tomographies, mean lateral, longitudinal and vertical intrafraction errors were -0.1mm, -0.2mm and 0.0mm respectively (SD: 1.0, 1.2 and 1.0mm respectively) for the patients setup with vacuum cushion, and mean vertical, longitudinal and lateral intrafraction errors were -0.3mm, -0.7mm and 0.1mm respectively (SD: 2.3, 1.8 and 1.4mm respectively) for the patients setup with arm support. Intrafraction errors means were not statistically different between both positions but standard deviations were statistically larger with arm support.
    CONCLUSIONS: The results of our study showed similar inter and intrafraction mean deviations between both positioning but a large variability in intrafraction observed with arm support suggested a more accurate immobilization with vacuum cushion.
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  • 文章类型: Journal Article
    背景:一些机构采用了表面引导放射治疗(SGRT);但是,用于评估SGRT设置精度的体模报告有限。
    目的:本研究的目的是开发一种体模,以验证无皮肤标记SGRT过程中照射位置的准确性。
    方法:制造了每侧直径为150mm的丙烯腈-丁二烯-苯乙烯(ABS)塑料立方体体模,其包含15mm的虚拟目标和可以附着于立方体体模的两种类型的体表形状的体模(乳房/面部形状)。可以在立方体体模的四个侧面插入胶片(左,对,前部和后部),并且可以通过用正交MV光束照射虚拟目标来计算辐射中心。使用VOXELAN-HEV600M(电子研究与开发公司,冈山,日本)使用该体模进行了评估:(i)SGRTCT-仅基于计算机断层扫描(CT)参考图像的SGRT设置。(ii)SGRTCT+CBCT-在SGRTCT之后执行锥形束计算机断层摄影(CBCT)匹配的方法。(iii)SGRTScan-使用在完成(ii)步骤之后获得的扫描参考图像的复位技术。
    结果:在SGRT系统中,乳房和面部的体模都没有问题。SGRTScan确保乳房和面部验证的精度在1mm/1°以内,分别。所有SGRT方法均显示出可比的旋转准确性,没有显着差异。
    结论:开发的体模可用于验证无皮肤标记SGRT位置匹配的准确性。SGRTScan证明了以高精度实现无皮肤标记SGRT的可行性,偏差小于1毫米。需要进行其他研究,以评估开发的体模在各种设施和系统中使用的适用性。这个幻影将来可以用于邮政调查。
    BACKGROUND: Surface-guided radiotherapy (SGRT) is adopted by several institutions; however, reports on the phantoms used to assess the precision of the SGRT setup are limited.
    OBJECTIVE: The purpose of this study was to develop a phantom to verify the accuracy of the irradiation position during skin mark-less SGRT.
    METHODS: An acrylonitrile butadiene styrene (ABS) plastic cube phantom with a diameter of 150 mm on each side containing a dummy target of 15 mm and two types of body surface-shaped phantoms (breast/face shape) that could be attached to the cube phantom were fabricated. Films can be inserted on four sides of the cubic phantom (left, right, anterior and posterior), and the center of radiation can be calculated by irradiating the dummy target with orthogonal MV beams. Three types of SGRT using a VOXELAN-HEV600M (Electronics Research&Development Corporation, Okayama, Japan) were evaluated using this phantom: (i) SGRTCT-a SGRT set-up based solely on a computed tomography (CT)-reference image. (ii) SGRTCT + CBCT-a method where cone beam computed tomography (CBCT) matching was performed after SGRTCT. (iii) SGRTScan-a resetup technique using a scan reference image obtained after completing the (ii) step.
    RESULTS: Both the breast and face phantoms were recognized in the SGRT system without problems. SGRTScan ensure precision within 1 mm/1° for breast and face verification, respectively. All SGRT methods showed comparable rotational accuracies with no significant disparities.
    CONCLUSIONS: The developed phantom was useful for verifying the accuracy of skin mark-less SGRT position matching. The SGRTScan demonstrated the feasibility of achieving skin-mark less SGRT with high accuracy, with deviations of less than 1 mm. Additional research is necessary to evaluate the suitability of the developed phantoms for use in various facilities and systems. This phantom could be used for postal surveys in the future.
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  • 文章类型: Journal Article
    本研究旨在评估使用表面引导放射治疗(SGRT)系统进行四肢放射治疗的无皮肤标记患者设置的可行性。这项回顾性研究包括了25例接受四肢放疗的患者。第一组由10名患者组成,并使用皮肤标记和激光进行了传统的设置程序。第二组包括15名患者,并且具有仅使用SGRT系统的无皮肤标记设置程序。要比较两种设置程序的设置精度,传统设置程序的平均3D矢量移位幅度为0.9mm,无皮肤标记设置程序的平均3D矢量移位幅度为0.5mm(p<0.01).此外,已经提出SGRT系统来提高患者设置的准确性和再现性,并且一致地减少分数间设置误差。这些结果表明,使用SGRT系统的无皮肤标记的患者设置程序对于四肢照射是有用的。
    This study aimed to assess the feasibility of a skin marker-less patient setup using a surface-guided radiotherapy (SGRT) system for extremity radiotherapy. Twenty-five patients who underwent radiotherapy to the extremities were included in this retrospective study. The first group consisted of 10 patients and underwent a traditional setup procedure using skin marks and lasers. The second group comprised 15 patients and had a skin marker-less setup procedure that used an SGRT system only. To compare the two setup procedures for setup accuracy, the mean 3D vector shift magnitude was 0.9 mm for the traditional setup procedure and 0.5 mm for the skin marker-less setup procedure (p < 0.01). In addition, SGRT systems have been suggested to improve the accuracy and reproducibility of patient setups and consistently reduce interfractional setup errors. These results indicate that a skin marker-less patient setup procedure using an SGRT system is useful for extremity irradiation.
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  • 文章类型: Journal Article
    本研究分析了立体定向腹部(肝脏,胃),肺,在没有自动旋转矫正的情况下进行脊柱放射治疗。共有53例立体定向放疗(SBRT)患者,28腹部,19肺,对在O型环龙门加速器中治疗230个疗程的6个脊柱进行了ST分析。所有患者的平均设置时间,腹部,肺,脊柱病例为7.7±7.4分钟,9.2±9.2min,6.3±4.1min,和5.5±3.3分钟,分别。CBCT的中位数为2。96%的病例的CBCT在1至3之间,9(4%)的CBCT≥4。总的来说,38.1%,35.5%,22.1%,2.2%,2.2%的设置时间落入0-5分钟的窗口,5-10分钟,10-20分钟,20-30分钟,和>30分钟。最困难的挑战是与未知的旋转误差进行谈判。如果值已知,则无需自动旋转校正即可轻松处理它们。
    This study analyse setup time (ST) and frequency of on-board imaging for stereotactic abdomen (liver, stomach), lung, and spine radiotherapy in the absence of automatic rotational correction. Total 53 stereotactic body radiotherapy (SBRT) patients, 28 of abdomen, 19 lung, and 6 spine treated for 230 sessions in O-ring gantry accelerator were evaluated for ST analysis. The mean setup time for all patients, abdomen, lung, and spine cases were 7.7 ± 7.4 min, 9.2 ± 9.2 min, 6.3 ± 4.1 min, and 5.5 ± 3.3 min, respectively. Median number CBCT was 2. 96% of cases had a CBCT between 1 and 3, and 9 (4%) had ≥ 4 CBCTs. Overall, 38.1%, 35.5%, 22.1%, 2.2%, and 2.2% of setup time fall into window of 0-5 min, 5-10 min, 10-20 min, 20-30 min, and > 30 min. Most difficult challenge is to negotiate with unknown rotational errors. It will be easy to dealt with them without automatic rotational correction if values are known.
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  • 文章类型: Journal Article
    目的:通过采用三种表面引导放射治疗(SGRT)辅助定位方法,我们对使用Sentine/Catalys系统进行基于SGRT的深吸气屏气(DIBH)放疗的患者进行了一项前瞻性研究.本研究旨在优化乳腺癌SGRT-DIBH放疗的初始定位流程。
    方法:将124例患者分为三组,对SGRT-DIBH乳腺放疗每日初始设置的设置准确性和效率进行前瞻性比较研究。A组进行皮肤标记加SGRT验证,B组接受了SGRT光学反馈和自动定位,C组接受皮肤标记加SGRT自动定位。我们使用锥形束计算机断层扫描(CBCT)验证数据和总设置时间评估了设置的准确性和效率。
    结果:在A组中,B,C,平移设置误差向量的平均值和标准偏差很小,在A组中观察到三个方向的最高值(2.4±1.6、2.9±1.8和2.8±2.1mm)。B组的旋转矢量(1.8±0.7°,2.1±0.8°,和1.8±0.7°)明显大于A组和C组,C组的设置需要最短的时间,在1.5±0.3分钟时,而B组的时间最长,在2.6±0.9分钟。
    结论:发现SGRT一键校准更适合随后进行皮肤标记/纹身和室内激光定位,将其确立为乳腺DIBH放疗的最佳每日初始设置方案。这种方式也被证明适用于自由呼吸乳腺癌放射治疗,并推荐其广泛的临床使用。
    OBJECTIVE: By employing three surface-guided radiotherapy (SGRT)-assisted positioning methods, we conducted a prospective study of patients undergoing SGRT-based deep inspiration breath-hold (DIBH) radiotherapy using a Sentine/Catalys system. The aim of this study was to optimize the initial positioning workflow of SGRT-DIBH radiotherapy for breast cancer.
    METHODS: A total of 124 patients were divided into three groups to conduct a prospective comparative study of the setup accuracy and efficiency for the daily initial setup of SGRT-DIBH breast radiotherapy. Group A was subjected to skin marker plus SGRT verification, Group B underwent SGRT optical feedback plus auto-positioning, and Group C was subjected to skin marker plus SGRT auto-positioning. We evaluated setup accuracy and efficiency using cone-beam computed tomography (CBCT) verification data and the total setup time.
    RESULTS: In groups A, B, and C, the mean and standard deviation of the translational setup-error vectors were small, with the highest values of the three directions observed in group A (2.4 ± 1.6, 2.9 ± 1.8, and 2.8 ± 2.1 mm). The rotational vectors in group B (1.8 ± 0.7°, 2.1 ± 0.8°, and 1.8 ± 0.7°) were significantly larger than those in groups A and C, and the Group C setup required the shortest amount of time, at 1.5 ± 0.3 min, while that of Group B took the longest time, at 2.6 ± 0.9 min.
    CONCLUSIONS: SGRT one-key calibration was found to be more suitable when followed by skin marker/tattoo and in-room laser positioning, establishing it as an optimal daily initial set-up protocol for breast DIBH radiotherapy. This modality also proved to be suitable for free-breathing breast cancer radiotherapy, and its widespread clinical use is recommended.
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  • 文章类型: Journal Article
    目的:本研究旨在开发一种混合多通道网络,以使用剂量差(DD)图和从低分辨率探测器生成的伽马图检测多叶准直器(MLC)位置误差在患者特定的质量保证(QA)中进行调强放射治疗(IMRT)。
    方法:本研究共包括68个计划,358束IMRT。修改了原始IMRT计划中所有控制点的MLC叶片位置,以模拟四种类型的误差:移位误差,打开错误,关闭错误,和随机错误。将这些修改后的计划导入治疗计划系统(TPS)以计算预测剂量,而PTWsever29体模用于获得测量的剂量分布。根据测量和预测的剂量,DD地图和伽马地图,有错误和没有错误,产生了,产生具有3222个样本的数据集。使用各种指标评估了网络的性能,包括准确性,灵敏度,特异性,精度,F1分数,ROC曲线,和归一化混淆矩阵。此外,其他基线方法,如单通道混合网络,ResNet-18和双变压器,也作为比较进行了评估。
    结果:实验结果表明,多通道混合网络优于其他方法,表现出更高的平均精度,准确度,灵敏度,特异性,和F1分数,值分别为0.87、0.89、0.85、0.97和0.85。多通道混合网络还在随机误差(0.964)和无误差(0.946)类别中实现了更高的AUC值。尽管多通道混合网络的平均精度仅略高于ResNet-18和SwinTransformer,在无错误类别的精度方面,它明显优于它们。
    结论:所提出的多通道混合网络在使用低分辨率检测器识别MLC错误方面表现出很高的准确性。该方法为提高IMRTQA的质量和安全性提供了有效可靠的解决方案。
    OBJECTIVE: This study aimed to develop a hybrid multi-channel network to detect multileaf collimator (MLC) positional errors using dose difference (DD) maps and gamma maps generated from low-resolution detectors in patient-specific quality assurance (QA) for Intensity Modulated Radiation Therapy (IMRT).
    METHODS: A total of 68 plans with 358 beams of IMRT were included in this study. The MLC leaf positions of all control points in the original IMRT plans were modified to simulate four types of errors: shift error, opening error, closing error, and random error. These modified plans were imported into the treatment planning system (TPS) to calculate the predicted dose, while the PTW seven29 phantom was utilized to obtain the measured dose distributions. Based on the measured and predicted dose, DD maps and gamma maps, both with and without errors, were generated, resulting in a dataset with 3222 samples. The network\'s performance was evaluated using various metrics, including accuracy, sensitivity, specificity, precision, F1-score, ROC curves, and normalized confusion matrix. Besides, other baseline methods, such as single-channel hybrid network, ResNet-18, and Swin-Transformer, were also evaluated as a comparison.
    RESULTS: The experimental results showed that the multi-channel hybrid network outperformed other methods, demonstrating higher average precision, accuracy, sensitivity, specificity, and F1-scores, with values of 0.87, 0.89, 0.85, 0.97, and 0.85, respectively. The multi-channel hybrid network also achieved higher AUC values in the random errors (0.964) and the error-free (0.946) categories. Although the average accuracy of the multi-channel hybrid network was only marginally better than that of ResNet-18 and Swin Transformer, it significantly outperformed them regarding precision in the error-free category.
    CONCLUSIONS: The proposed multi-channel hybrid network exhibits a high level of accuracy in identifying MLC errors using low-resolution detectors. The method offers an effective and reliable solution for promoting quality and safety of IMRT QA.
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