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Custom-Trained Deep Learning-Based Auto-Segmentation for Male Pelvic Iterative CBCT on C-Arm Linear Accelerators 在 C-Arm 线性加速器上为男性盆腔迭代 CBCT 进行基于深度学习的自定义训练的自动分割。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.01.006

Purpose

The purpose of this investigation was to evaluate the clinical applicability of a commercial artificial intelligence–driven deep learning auto-segmentation (DLAS) tool on enhanced iterative cone beam computed tomography (iCBCT) acquisitions for intact prostate and prostate bed treatments.

Methods and Materials

DLAS models were trained using 116 iCBCT data sets with manually delineated organs at risk (bladder, femoral heads, and rectum) and target volumes (intact prostate and prostate bed) adhering to institution-specific contouring guidelines. An additional 25 intact prostate and prostate bed iCBCT data sets were used for model testing. Segmentation accuracy relative to a reference structure set was quantified using various geometric comparison metrics and qualitatively evaluated by trained physicists and physicians. These results were compared with those obtained for an additional DLAS-based model trained on planning computed tomography (pCT) data sets and for a deformable image registration (DIR)-based automatic contour propagation method.

Results

In most instances, statistically significant differences in the Dice similarity coefficient (DSC), 95% directed Hausdorff distance, and mean surface distance metrics were observed between the models, as the iCBCT-trained DLAS model outperformed the pCT-trained DLAS model and DIR-based method for all organs at risk and the intact prostate target volume. Mean DSC values for the proposed method were 0.90 for these volumes of interest. The iCBCT-trained DLAS model demonstrated a relatively suboptimal performance for the prostate bed segmentation, as the mean DSC value was <0.75 for this target contour. Overall, 90% of bladder, 93% of femoral head, 67% of rectum, and 92% of intact prostate contours generated by the proposed method were deemed clinically acceptable based on qualitative scoring, and approximately 63% of prostate bed contours required moderate or major manual editing to adhere to institutional contouring guidelines.

Conclusions

The proposed method presents the potential for improved segmentation accuracy and efficiency compared with the DIR-based automatic contour propagation method as commonly applied in CBCT-based dose evaluation and calculation studies.

目的:评估商业人工智能(AI)驱动的深度学习自动分割(DLAS)工具在增强迭代锥束 CT(iCBCT)采集的完整前列腺和前列腺床治疗中的临床适用性:使用116个iCBCT数据集训练DLAS模型,这些数据集具有人工划定的风险器官(OARs--膀胱、股骨头和直肠)和目标体积(完整前列腺和前列腺床),符合特定机构的轮廓指引。另有 25 个完整前列腺和前列腺床 iCBCT 数据集用于模型测试。相对于参考结构集,使用各种几何比较指标对分割准确性进行量化,并由经过培训的物理学家和医生进行定性评估。这些结果与在规划 CT(pCT)数据集上训练的另一个基于 DLAS 的模型和基于可变形图像配准(DIR)的自动轮廓传播方法获得的结果进行了比较:在大多数情况下,模型之间在狄斯相似系数(DSC)、95%定向豪斯多夫距离和平均表面距离指标上存在显著的统计学差异,因为在所有OAR和完整前列腺靶体积上,iCBCT训练的DLAS模型优于pCT训练的DLAS模型和基于DIR的方法。对于这些感兴趣体积,拟议方法的平均 DSC 值≥0.90。iCBCT 训练的 DLAS 模型在前列腺床分割方面表现相对较差,因为平均 DSC 值为结论:与 CBCT 剂量评估和计算研究中常用的基于 DIR 的自动轮廓传播方法相比,所提出的方法具有提高分割准确性和效率的潜力。
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引用次数: 0
Utility of Clinical-Pathological Parameters for Exclusion of BRCA1/2 Mutation Carriers as Candidates for Partial Breast Irradiation 排除 BRCA1/2 基因突变携带者作为乳腺部分照射候选者的临床病理参数的实用性
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.04.019

Purpose

Several international groups have published guidelines to identify low-risk breast cancer (BC) patients who are eligible for partial breast irradiation (PBI). These include the American Society for Radiation Oncology (ASTRO), the European Society for Radiotherapy and Oncology (ESTRO), and ESTRO subgroups such as the Intraoperative radiation (IORT) Task Force and Groupe Européen de Curiethérapie (GEC) -ESTRO. Only ASTRO guidelines recommend against the use of PBI in known carriers of germline pathogenic variants (PVs) in BRCA1/2. The aim of this study was to evaluate the proportion of BC patients, subsequently found to be BRCA1/2 PV carriers who would be eligible for PBI based on clinical-pathologic criteria of the above-mentioned international guidelines.

Methods and Materials

Data were extracted from the medical records of consecutive BC BRCA1/2 PV carriers treated at a single institution between 2006 and 2023. Data included patient demographics, tumor characteristics, treatment, and disease outcomes.

Results

Overall, 498 patients with 518 primary tumors were analyzed. Of these, 282 (12 of them with synchronous bilateral disease) presented with unknown genetic status at diagnosis and formed the study cohort. The median age at diagnosis was 42.7 years (range, 23.8-77.9). Based on the recent ASTRO guidelines (not including conditionally recommended criteria), 17 of 294 (5.8%) of the carriers had tumors that would be eligible for PBI, including 3 Her2-positive tumors and 5 patients diagnosed between ages 40 and 49 years. Using the ESTRO IORT and the ACROP-ESTRO PBI criteria, 9 of 294 (3%) would be eligible, whereas with the GEC-ESTRO low-risk criteria, 31 of 294 (10.5%) of the carriers would be eligible, and their intermediate risk criteria would increase eligibility for PBI by an additional 8.2% (overall 18.7%).

Conclusions

Using clinical-pathologic criteria published in international guidelines, 3% to 18% of BRCA1/2 PV carriers will have tumors eligible for PBI. Therefore, especially in populations who are at high risk for being BRCA1/2 PV carriers, we recommend adhering to stricter guidelines. In our cohort, ASTRO, ESTRO-IORT, and ESTRO PBI had the lowest probability of identifying BRCA1/2 PV carriers as eligible for PBI.

目的多个国际组织已发布指南,以确定符合乳腺部分照射(PBI)条件的低风险乳腺癌(BC)患者。这些组织包括美国放射肿瘤学会(ASTRO)、欧洲放射治疗和肿瘤学会(ESTRO)以及术中放射(IORT)工作组和欧洲放射治疗小组(GEC)-ESTRO 等 ESTRO 分组。只有 ASTRO 指南建议不要对已知的 BRCA1/2 基因致病变异(PV)携带者使用 PBI。本研究的目的是根据上述国际指南的临床病理学标准,评估随后发现为 BRCA1/2 PV 携带者的 BC 患者中符合 PBI 的比例。数据包括患者的人口统计学特征、肿瘤特征、治疗和疾病结局。结果共分析了 498 例患者的 518 个原发肿瘤。其中,282 名患者(其中 12 人患有同步双侧疾病)在诊断时基因状态不明,组成了研究队列。确诊时的中位年龄为 42.7 岁(23.8-77.9 岁)。根据最新的ASTRO指南(不包括有条件推荐标准),294名携带者中有17人(5.8%)的肿瘤符合PBI条件,其中包括3名Her2阳性肿瘤患者和5名诊断年龄在40至49岁之间的患者。根据 ESTRO IORT 和 ACROP-ESTRO PBI 标准,294 例中有 9 例(3%)符合 PBI 标准,而根据 GEC-ESTRO 低风险标准,294 例中有 31 例(10.5%)符合 PBI 标准,而根据中度风险标准,符合 PBI 标准的比例将增加 8.2%(总比例为 18.7%)。因此,特别是在 BRCA1/2 PV 携带者的高危人群中,我们建议遵守更严格的指南。在我们的队列中,ASTRO、ESTRO-IORT 和 ESTRO PBI 鉴定 BRCA1/2 PV 携带者符合 PBI 的概率最低。
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引用次数: 0
In Regard to Ethan B. Ludmir et al 关于 Ethan B. Ludmir 等人
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.03.006
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引用次数: 0
Correspondence: In Regard to Gogineni et al. Correspondence: In Regard to Gogineni et al.
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.04.021
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引用次数: 0
The Srimad Bhagavata Purana Book X: A Lesson in the Beauty of the Midnight Sky 薄伽梵往世书》(Srimad Bhagavata Purana)第十卷:午夜天空之美的一堂课
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.02.005
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引用次数: 0
Erratum to: Pashtan IM, Kosak T, Shin K-Y, et al. An Automated, Dynamic Radiation Oncology Prescription Checking System. Pract Radiat Oncol. 2024;14:343-352. 勘误:Pashtan IM, Kosak T, Shin K-Y, et al. An Automated, Dynamic Radiation Oncology Prescription Checking System.Pract Radiat Oncol.2024;14:343-352.
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.05.003
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引用次数: 0
An Update on H3K27M-altered Diffuse Midline Glioma: Diagnostic and Therapeutic Challenges in Clinical Practice H3K27M改变的弥漫中线胶质瘤的最新进展:临床实践中的诊断和治疗挑战。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.04.013

H3K27-altered diffuse midline glioma (DMG H3K27-altered) is a relatively newly-designated WHO entity which primarily affects the midline structures of the central nervous system (CNS), including the brainstem (predominantly pontine region), thalamus, midbrain, or spinal cord, and primarily affects children and young adults. Despite the proximity of these tumors to eloquent areas in the CNS, novel stereotactic approaches have facilitated the ability to obtain tissue diagnoses without significant morbidity, providing molecular diagnostic information in more than half of patients. Conventionally fractionated radiation therapy to a total dose of 54-60 Gy in 27-30 fractions and 24 Gy in 12 fractions play a crucial role in the definitive treatment of these tumors in the primary and salvage settings, respectively. Hypofractionated regimens may allow for accelerated treatment courses in selected patients without jeopardizing disease control or survival. The decision to add concurrent or adjuvant systemic therapy mainly relies on the physicians’ experience without solid evidence in the literature in favor of any particular regimen. Recently, novel agents, such as ONC201 have demonstrated promising oncologic outcomes in progressive/recurrent tumors and are currently under investigation in ongoing randomized trials. Given the scarcity of data and well-established guidelines due to the rare nature of the disease, we provide a contemporary overview on the molecular underpinnings of this disease entity, describe the role of radiotherapy and systemic therapy, and present practice management principles based on the published literature.

H3K27 改变的弥漫性中线胶质瘤(DMG H3K27-altered)是世界卫生组织新近指定的一种肿瘤,主要影响中枢神经系统(CNS)的中线结构,包括脑干(主要是桥脑区域)、丘脑、中脑或脊髓,主要影响儿童和年轻成人。尽管这些肿瘤靠近中枢神经系统的发音区,但新型的立体定向方法有助于获得组织诊断而不会造成严重的发病,并能为一半以上的患者提供分子诊断信息。传统的分次放射治疗总剂量为 54-60 Gy(27-30 次/分)和 24 Gy(12 次/分),这两种疗法分别在原发性和挽救性治疗中对这些肿瘤的最终治疗起着至关重要的作用。在不影响疾病控制或存活率的情况下,低分次治疗方案可使特定患者的治疗疗程加快。是否增加并发或辅助系统治疗主要取决于医生的经验,而文献中并没有支持任何特定方案的确凿证据。最近,ONC201 等新型药物在进展期/复发性肿瘤中显示出良好的肿瘤治疗效果,目前正在进行的随机试验中对其进行研究。鉴于这种疾病的罕见性,我们将提供有关这种疾病的分子基础的当代概述,描述放疗和系统治疗的作用,并根据已发表的文献介绍实践管理原则。
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引用次数: 0
Elective Irradiation of Retropharyngeal Lymph Nodes as an Indication for Adjuvant Radiation Therapy After Transoral Surgery for Tonsil Cancer 经口腔手术治疗扁桃体癌后选择性照射咽后淋巴结作为辅助放疗的指征:选择性咽后间隙照射。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.04.020

Treatment of squamous cell carcinoma of the tonsil involves primary radiation therapy (RT) or surgical resection. Historically, if RT was the primary or adjuvant treatment modality, most of the bilateral retropharyngeal lymph nodes (RPLNs) were treated electively with a therapeutic dose for subclinical disease, regardless of whether radiographically pathologic lymph nodes were seen on initial diagnostic imaging. De-escalation strategies include the incorporation of transoral surgery with the goal to either eliminate or reduce the dose of adjuvant RT or chemotherapy. Transoral surgery does not include elective removal of the RPLNs, and no guideline or outcome paper recommends adjuvant RT specifically to electively treat RPLNs. In this Topic Discussion, we discuss pertinent literature and suggest management decisions. The management decisions discussed in this Topic Discussion pertain to only tonsillar primaries and not those of the soft palate or base of the tongue.

扁桃体鳞状细胞癌的治疗包括原发性放疗(RT)或手术切除。从历史上看,如果放疗是主要或辅助治疗方式,则大多数双侧咽后淋巴结(RPLN)都会选择性地使用治疗剂量来治疗亚临床疾病,无论最初的诊断成像中是否出现放射病理淋巴结。降级策略包括经口手术(TOS),目的是取消或减少辅助 RT 或化疗的剂量。经口手术并不包括选择性切除 RPLN,也没有任何指南或结果文件推荐专门用于选择性治疗 RPLN 的辅助 RT。在本专题讨论中,我们将讨论相关文献并提出处理决策建议。本主题讨论中讨论的管理决策仅涉及扁桃体原发肿瘤,不包括软腭或舌根的原发肿瘤。
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引用次数: 0
Adapt-On-Demand: A Novel Strategy for Personalized Adaptive Radiation Therapy for Locally Advanced Lung Cancer 按需适应:针对局部进展期肺癌的个性化自适应放疗新策略。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.02.007

Purpose

Real-time adaptation of thoracic radiation plans is compelling because offline adaptive experiences show that tumor volumes and lung anatomy can change during therapy. We present and analyze a novel adaptive-on-demand (AOD) workflow combining online adaptive radiation therapy (o-ART) on the ETHOS system with image guided radiation therapy delivery on a Halcyon unit for conventional fractionated radiation therapy of locally advanced lung cancer (LALC).

Methods and Materials

We analyzed 26 patients with LALC treated with the AOD workflow, adapting weekly. We timed segments of the workflow to evaluate efficiency in a real-world clinic. Target coverage and organ at risk (OAR) doses were compared between adaptive plans (ADP) and nonadaptive scheduled plans (SCH). Planning robustness was evaluated by the frequency of preplanning goals achieved in ADP plans, stratified by tumor volume change.

Results

The AOD workflow was achievable within 30 minutes for most radiation fractions. Over the course of therapy, we observed an average 26.6% ± 23.3% reduction in internal target volume (ITV). Despite these changes, with o-ART, ITV and planning target volume (PTV) coverage (V100%) was 99.2% and 93.9% for all members of the cohort, respectively. This represented a 2.9% and 6.8% improvement over nonadaptive plans (P < .05), respectively. For tumors that grew >10%, V100% was 93.1% for o-ART and 76.4% for nonadaptive plans, representing a median 17.2% improvement in the PTV coverage (P < .05). In these plans, critical OAR constraints were met 94.1% of the time, whereas in nonadaptive plans, this figure was 81.9%. This represented reductions of 1.32 Gy, 1.34 Gy, or 1.75 Gy in the heart, esophagus, and lung, respectively. The effect was larger when tumors had shrunk more than 10%. Regardless of tumor volume alterations, the PTV/ITV coverage was achieved for all adaptive plans. Exceptional cases, where dose constraints were not met, were due to large initial tumor volumes or tumor growth.

Conclusions

The AOD workflow is efficient and robust in responding to anatomic changes in LALC patients, providing dosimetric advantages over standard therapy. Weekly adaptation was adequate to keep pace with changes. This approach is a feasible alternative to conventional offline replanning workflows for managing anatomy changes in LALC radiation therapy.

目的 由于离线自适应经验表明肿瘤体积和肺部解剖结构会在治疗过程中发生变化,因此实时调整胸部放射计划非常重要。我们介绍并分析了一种新型的按需自适应性(AOD)工作流程,该流程将 ETHOS 系统上的在线自适应放射治疗(o-ART)与 Halcyon 设备上的图像引导放射治疗给药相结合,用于局部晚期肺癌(LALC)的常规分次放射治疗。我们对工作流程的各个环节进行了计时,以评估实际临床中的效率。比较了适应性计划(ADP)和非适应性计划(SCH)的目标覆盖率和风险器官(OAR)剂量。根据肿瘤体积的变化分层,通过 ADP 计划中实现预计划目标的频率来评估计划的稳健性。在治疗过程中,我们观察到内部靶体积(ITV)平均减少了 26.6% ± 23.3%。尽管出现了这些变化,但使用 o-ART,队列中所有成员的内靶体积(ITV)和计划靶体积(PTV)覆盖率(V100%)分别为 99.2% 和 93.9%。与非适应性计划相比,分别提高了2.9%和6.8%(P< .05)。对于生长率为 10%的肿瘤,o-ART 的 V100% 为 93.1%,而非适应性计划的 V100% 为 76.4%,PTV 覆盖率的中位数提高了 17.2%(P <.05)。在这些计划中,有94.1%的时间满足了临界OAR限制,而在非适应性计划中,这一数字为81.9%。这意味着心脏、食道和肺部分别减少了 1.32 Gy、1.34 Gy 或 1.75 Gy。当肿瘤缩小 10%以上时,效果更大。无论肿瘤体积如何变化,所有适应性计划都能达到 PTV/ITV 覆盖率。结论AOD工作流程在应对LALC患者的解剖结构变化方面高效稳健,与标准疗法相比具有剂量优势。每周调整一次足以跟上变化的步伐。这种方法可以替代传统的离线重新规划工作流程,用于管理 LALC 放射治疗中的解剖变化。
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引用次数: 0
The Value of Patient-Reported Outcomes to Predict Symptom Burden and Health-Related Quality of Life After Chemoradiation for Cervical Cancer: A Prospective Study 预测宫颈癌化疗后症状负担和健康相关生活质量的患者报告结果的价值:前瞻性研究。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2024-09-01 DOI: 10.1016/j.prro.2024.04.025

Purpose

Patients with cervical cancer undergoing chemoradiation have high symptom burden. We performed an analysis of prospectively collected data on patient-reported outcomes to determine characteristics predictive of poor treatment experience.

Methods and Materials

Between 2021 and 2023, we prospectively collected data on patient-reported outcomes from patients with cervical cancer undergoing definitive chemoradiation. The European Organization for Research and Treatment of Cancer (EORTC)-Quality of Life Question-Core 30 and the EORTC-Quality of Life Question-Cervical Cancer module were completed at baseline (BL) and at the end of treatment (EOT). Poor treatment experience was defined as EOT poor health-related quality of life (HRQOL), low physical function, or significant overall symptom burden. Predictive factors analyzed included demographic, clinical, and disease-specific factors and BL financial toxicity, depression, social function, and emotional function. Receiver operating characteristic analysis provided appropriate predictive cutoff values. Univariable and multivariable (MVA) linear regression analyses were performed.

Results

Forty-nine patients completed BL and EOT questionnaires. Median age was 43 years (range, 18-85 years). Most patients (59%) had stage III disease. BL financial toxicity ≥66.7, depression ≥66.7, social function ≤50, and emotional function ≤58 on the EORTC linear transformed scale of 0 to 100 were significant predictors for poor treatment experience (p ≤ .04) based on receiver operating characteristic analysis. On MVA, poor BL social function was associated with reduced EOT HRQOL (β, −9.3; 95% CI, −16.1 to −2.6; p < .008), decreased physical function (β, −24.4; 95% CI, −36.3 to −12.6; p < .001), and high symptom burden (β, 26.9; 95% CI, 17.5-36.3; p < .001). Earlier disease stage predicted decreased symptom burden (β, −6.7; 95% CI, −13.1 to −0.3; p = .039). BL financial toxicity was a significant predictor in univariable analysis (p = .001-.044) and showed a significant interaction term on MVA (p = .024-.041) for all 3 domains of poor treatment experience. Demographic and treatment-related factors were not predictive.

Conclusions

Patients with cervical cancer with poor BL social function or high financial toxicity were at risk for increased symptom burden and poor HRQOL. Screening for these factors provides an opportunity for early intervention to improve treatment experience.

目的:接受化疗的宫颈癌患者有很重的症状负担。我们对前瞻性收集的患者报告结果(PROs)进行了分析,以确定可预测不良治疗体验的特征:2021-2023年间,我们对接受明确化疗的宫颈癌患者的前瞻性PROs进行了收集。在基线(BL)和治疗结束(EOT)时填写 EORTC-QLQ-C30 和 EORTC-QLQ-CX24。不良治疗体验被定义为治疗结束时健康相关生活质量(HRQOL)低下、身体功能低下或总体症状负担严重。分析的预测因素包括人口统计学因素、临床因素、疾病特异性因素以及基线经济毒性、抑郁、社会功能和情感功能。ROC 分析提供了适当的预测临界值。进行了单变量(UVA)和多变量(MVA)线性回归分析:49名患者完成了BL和EOT问卷调查。中位年龄为 43 岁(18-85 岁不等)。大多数患者(59%)为 III 期疾病。根据ROC分析,基线经济毒性≥66.7、抑郁≥66.7、社会功能≤50和情感功能≤58(EORTC线性变换量表0-100)是不良治疗体验的重要预测因素(p≤0.04)。在 MVA 上,BL 社会功能差与 EOT HRQOL 下降相关(β-9.3,_95%CI_-16.1_至-2.6,_p结论:社会功能基线较差或经济毒性较高的宫颈癌患者面临症状负担加重和 HRQOL 低下的风险。筛查这些因素为早期干预提供了机会,以改善治疗体验。
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引用次数: 0
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Practical Radiation Oncology
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