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Robust IMPT and follow-up toxicity in skull base chordoma and chondrosarcoma-a single-institution clinical experience. 颅底脊索瘤和软骨肉瘤的强效 IMPT 和随访毒性--单一机构的临床经验。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-29 DOI: 10.1007/s00066-024-02280-0
Vesna Miladinovic, Yvonne L B Klaver, Augustinus D G Krol, Michiel Kroesen, Berit M Verbist, Steven J M Habraken, Wouter R van Furth, Ida E M Coremans

Background: Chordomas and chondrosarcomas of the skull base are rare, slowly growing malignant bone neoplasms. Despite their radioresistant properties, proton therapy has been successfully used as an adjunct to resection or as a definitive treatment. Herewith, we present our experience with robustly optimized intensity-modulated proton therapy (IMPT) and related toxicities in skull base chordoma and chondrosarcoma patients treated at HollandPTC, Delft, the Netherlands.

Methods: Clinical data, treatment plans, and acute toxicities of patients treated between July 2019 and August 2021 were reviewed. CT and 3.0T MRI scans for treatment planning were performed in supine position in a thermoplastic mold. In total, 21 dose optimization and 28 dose evaluation scenarios were simulated. Acute toxicity was scored weekly before and during the treatment according to the CTCAE v4.0. Median follow-up was 35 months (range 12-36 months).

Results: Overall, 9 chordoma and 3 chondrosarcoma patients with 1-3 resections prior to IMPT were included; 4 patients had titanium implants. Brainstem core and surface and spinal cord core and surface were used for nominal plan robust optimization in 11, 10, 8, and 7 patients, respectively. Middle ear inflammation, dry mouth, radiation dermatitis, taste disorder, and/or alopecia of grades 1-3 were noted at the end of treatment among 6 patients without similar complaints at inclusion; symptoms disappeared 3 months following the treatment.

Conclusion: Robustly optimized IMPT is clinically feasible as a postoperative treatment for skull base chordoma and chondrosarcoma patients. We observed acceptable early toxicities (grade 1-3) that disappeared within the first 3 months after irradiation.

背景:颅底脊索瘤和软骨肉瘤是罕见的生长缓慢的恶性骨肿瘤。尽管它们具有抗放射特性,但质子治疗已被成功用作切除术的辅助手段或最终治疗方法。在此,我们将介绍荷兰代尔夫特荷兰质子治疗中心(HollandPTC)对颅底脊索瘤和软骨肉瘤患者进行强优化强度调制质子治疗(IMPT)的经验和相关毒性反应:对2019年7月至2021年8月期间接受治疗的患者的临床数据、治疗计划和急性毒性进行回顾。用于制定治疗计划的 CT 和 3.0T MRI 扫描是在热塑模具中以仰卧姿势进行的。总共模拟了 21 种剂量优化方案和 28 种剂量评估方案。根据 CTCAE v4.0 标准,在治疗前和治疗过程中每周对急性毒性进行评分。中位随访时间为 35 个月(12-36 个月):总共有9名脊索瘤患者和3名软骨肉瘤患者在接受IMPT治疗前进行了1-3次切除手术,其中4名患者植入了钛金属。脑干核心和表面以及脊髓核心和表面分别用于 11、10、8 和 7 例患者的名义计划稳健优化。有 6 名患者在治疗结束时出现中耳炎、口干、放射性皮炎、味觉障碍和/或 1-3 级脱发,但在纳入时并无类似症状;治疗 3 个月后症状消失:结论:作为颅底脊索瘤和软骨肉瘤患者的术后治疗方法,经过严格优化的IMPT在临床上是可行的。我们观察到可接受的早期毒性反应(1-3 级)在照射后 3 个月内消失。
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引用次数: 0
The risk of second malignancies following prostate cancer radiotherapy in the era of conformal radiotherapy: a statement of the Prostate Cancer Working Group of the German Society of Radiation Oncology (DEGRO). 适形放疗时代前列腺癌放疗后的二次恶性肿瘤风险:德国放射肿瘤学会(DEGRO)前列腺癌工作组声明。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-28 DOI: 10.1007/s00066-024-02288-6
C Zamboglou, D M Aebersold, C Albrecht, D Boehmer, U Ganswindt, N-S Schmidt-Hegemann, S Hoecht, T Hölscher, S A Koerber, A-C Mueller, P Niehoff, J C Peeken, M Pinkawa, B Polat, S K B Spohn, F Wolf, D Zips, T Wiegel

A significant number of prostate cancer patients are long-term survivors after primary definitive therapy, and the occurrence of late side effects, such as second primary cancers, has gained interest. The aim of this editorial is to discuss the most current evidence on second primary cancers based on six retrospective studies published in 2021-2024 using large data repositories not accounting for all possible confounding factors, such as smoking or pre-existing comorbidities. Overall, prostate cancer patients treated with curative radiotherapy have an increased risk (0.7-1%) of the development of second primary cancers compared to patients treated with surgery up to 25 years after treatment. However, current evidence suggests that the implementation of intensity modulated radiation therapy is not increasing the risk of second primary cancers compared to conformal 3D-planned radiotherapy. Furthermore, increasing evidence indicates that highly conformal radiotherapy techniques may not increase the probability of second primary cancers compared to radical prostatectomy. Consequently, future studies should consider the radiotherapy technique and other confounding factors to provide a more accurate estimation of the occurrence of second primary cancers.

相当多的前列腺癌患者在接受初次明确治疗后长期存活,其后期副作用(如二次原发性癌症)的发生已引起人们的关注。本社论的目的是根据2021-2024年发表的六项回顾性研究,在未考虑所有可能的混杂因素(如吸烟或原有合并症)的情况下,利用大型数据存储库讨论有关二次原发性癌症的最新证据。总体而言,与接受手术治疗的患者相比,接受根治性放疗的前列腺癌患者在治疗后25年内罹患第二原发性癌症的风险会增加(0.7%-1%)。然而,目前的证据表明,与适形三维计划放疗相比,强度调控放疗的实施并不会增加二次原发性癌症的风险。此外,越来越多的证据表明,与根治性前列腺切除术相比,高度适形放疗技术可能不会增加罹患第二原发性癌症的概率。因此,未来的研究应考虑放疗技术和其他混杂因素,以便更准确地估计第二原发性癌症的发生率。
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引用次数: 0
Validation of the implementation of phased-array heating systems in Plan2Heat. 在 Plan2Heat 中验证相控阵加热系统的实施。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-14 DOI: 10.1007/s00066-024-02264-0
H P Kok, J Crezee

Background: Hyperthermia treatment planning can be supportive to ensure treatment quality, provided reliable prediction of the heating characteristics (i.e., focus size and effects of phase-amplitude and frequency steering) of the device concerned is possible. This study validates the predictions made by the treatment planning system Plan2Heat for various clinically used phased-array systems.

Methods: The evaluated heating systems were AMC-2, AMC-4/ALBA-4D (Med-Logix srl, Rome, Italy), BSD Sigma-30, and Sigma-60 (Pyrexar Medical, Salt Lake City, UT, USA). Plan2Heat was used for specific absorption rate (SAR) simulations in phantoms representing measurement set-ups reported in the literature. SAR profiles from published measurement data based on E‑field or temperature rise were used to compare the device-specific heating characteristics predicted by Plan2Heat.

Results: Plan2Heat is able to predict the correct location and size of the SAR focus, as determined by phase-amplitude settings and operating frequency. Measured effects of phase-amplitude steering on focus shifts (i.e., local SAR minima or maxima) were also correctly reflected in treatment planning predictions. Deviations between measurements and simulations were typically < 10-20%, which is within the range of experimental uncertainty for such phased-array measurements.

Conclusion: Plan2Heat is capable of adequately predicting the heating characteristics of the AMC‑2, AMC-4/ALBA-4D, BSD Sigma-30, and Sigma-60 phased-array systems routinely used in clinical hyperthermia.

背景:如果能对相关设备的加热特性(即病灶大小以及相位振幅和频率转向的影响)进行可靠的预测,那么热疗治疗计划将有助于确保治疗质量。本研究验证了治疗计划系统 Plan2Heat 对各种临床使用的相控阵系统所做的预测:评估的加热系统包括 AMC-2、AMC-4/ALBA-4D(Med-Logix srl,意大利罗马)、BSD Sigma-30 和 Sigma-60(Pyrexar Medical,美国犹他州盐湖城)。Plan2Heat 用于模拟模型中的比吸收率 (SAR),模型代表了文献中报道的测量设置。使用基于电场或温升的已发表测量数据的 SAR 曲线来比较 Plan2Heat 预测的特定设备加热特性:结果:Plan2Heat 能够预测由相位振幅设置和工作频率决定的 SAR 焦点的正确位置和大小。相位振幅转向对病灶偏移(即局部 SAR 最小值或最大值)的测量效果也正确反映在治疗计划预测中。测量结果与模拟结果之间的偏差通常为结论:Plan2Heat 能够充分预测临床热疗中常用的 AMC-2、AMC-4/ALBA-4D、BSD Sigma-30 和 Sigma-60 相控阵系统的加热特性。
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引用次数: 0
Artificial intelligence for treatment delivery: image-guided radiotherapy. 人工智能治疗:图像引导放射治疗。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-13 DOI: 10.1007/s00066-024-02277-9
Moritz Rabe, Christopher Kurz, Adrian Thummerer, Guillaume Landry

Radiation therapy (RT) is a highly digitized field relying heavily on computational methods and, as such, has a high affinity for the automation potential afforded by modern artificial intelligence (AI). This is particularly relevant where imaging is concerned and is especially so during image-guided RT (IGRT). With the advent of online adaptive RT (ART) workflows at magnetic resonance (MR) linear accelerators (linacs) and at cone-beam computed tomography (CBCT) linacs, the need for automation is further increased. AI as applied to modern IGRT is thus one area of RT where we can expect important developments in the near future. In this review article, after outlining modern IGRT and online ART workflows, we cover the role of AI in CBCT and MRI correction for dose calculation, auto-segmentation on IGRT imaging, motion management, and response assessment based on in-room imaging.

放射治疗(RT)是一个高度数字化的领域,在很大程度上依赖于计算方法,因此对现代人工智能(AI)所带来的自动化潜力有很高的亲和力。这一点与成像尤其是图像引导 RT(IGRT)尤为相关。随着磁共振(MR)直线加速器(linac)和锥束计算机断层扫描(CBCT)linac 的在线自适应 RT(ART)工作流程的出现,对自动化的需求进一步增加。因此,将人工智能应用于现代 IGRT 是 RT 领域的一个重要发展方向,我们可以期待在不久的将来取得重大进展。在这篇综述文章中,我们在概述了现代 IGRT 和在线 ART 工作流程后,介绍了人工智能在 CBCT 和 MRI 校正剂量计算、IGRT 成像自动分割、运动管理和基于室内成像的反应评估中的作用。
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引用次数: 0
Conversion chemoradiotherapy combined with nab-paclitaxel plus cisplatin in patients with locally advanced borderline-resectable or unresectable esophageal squamous cell carcinoma: a phase i/ii prospective cohort study. 局部晚期边缘可切除或不可切除食管鳞状细胞癌患者的转化化放疗联合纳布-紫杉醇加顺铂:一项 i/ii 期前瞻性队列研究。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-12 DOI: 10.1007/s00066-024-02286-8
Nuo Yu, Xiankai Chen, Jiao Li, Xiaozheng Kang, Zhen Wang, Ruixiang Zhang, Jianjun Qin, Yong Li, Qingfeng Zheng, Guojie Feng, Lei Deng, Tao Zhang, Wenqing Wang, Wenyang Liu, Jianyang Wang, Qinfu Feng, Jima Lv, Zongmei Zhou, Zefen Xiao, Nan Bi, Yin Li, Xin Wang

Background: To evaluate the efficacy and safety of nab-paclitaxel plus cisplatin as the regimen of conversional chemoradiotherapy (cCRT) in locally advanced borderline resectable or unresectable esophageal squamous cell carcinoma (ESCC).

Methods: Patients with locally advanced ESCC (cT3‑4, Nany, M0‑1, M1 was limited to lymph node metastasis in the supraclavicular area) were enrolled. All the patients received the cCRT of nab-paclitaxel plus cisplatin. After the cCRT, those resectable patients received esophagectomy; those unresectable patients continued to receive the definitive chemoradiotherapy (dCRT). The locoregional control (LRC), overall survival (OS), event-free survival (EFS), distant metastasis free survival (DMFS), pathological complete response (pCR), R0 resection rate, adverse events (AEs) and postoperative complications were calculated.

Results: 45 patients with ESCC treated from October 2019 to May 2021 were finally included. The median follow-up time was 30.3 months. The LRC, OS, EFS, DMFS at 1 and 2 years were 81.5%, 86.6%, 64.3%, 73.2 and 72.4%, 68.8%, 44.8%, 52.7% respectively. 21 patients (46.7%) received conversional chemoradiotherapy plus surgery (cCRT+S). The pCR rate and R0 resection rate were 47.6 and 84.0%. The LRC rate at 1 and 2 years were 95.0%, 87.1% in cCRT+S patitents and 69.3%, 58.7% in dCRT patients respectively (HR, 5.14; 95%CI, 1.10-23.94; P = 0.021). The toxicities during chemoradiotherapy were tolerated, and the most common grade 3-4 toxicitiy was radiation esophagitis (15.6%). The most common postoperative complication was pleural effusion (38.1%) and no grade ≥ IIIb complications were observed.

Conclusion: nab-paclitaxel plus cisplatin are safe as the regimen of conversional chemoradiotherapy of ESCC.

研究背景目的:评估纳布-紫杉醇加顺铂作为转换化放疗(cCRT)方案治疗局部晚期边缘可切除或不可切除食管鳞状细胞癌(ESCC)的有效性和安全性:方法:纳入局部晚期ESCC(cT3-4,Nany,M0-1,M1仅限于锁骨上淋巴结转移)患者。所有患者都接受了纳布-紫杉醇加顺铂的 cCRT 治疗。cCRT 结束后,可切除的患者接受食管切除术;不可切除的患者继续接受确定性化放疗(dCRT)。计算了局部控制率(LRC)、总生存率(OS)、无事件生存率(EFS)、无远处转移生存率(DMFS)、病理完全反应(pCR)、R0切除率、不良事件(AEs)和术后并发症:最终纳入2019年10月至2021年5月期间接受治疗的45例ESCC患者。中位随访时间为30.3个月。1年和2年的LRC、OS、EFS、DMFS分别为81.5%、86.6%、64.3%、73.2%和72.4%、68.8%、44.8%、52.7%。21名患者(46.7%)接受了转化化疗+手术(cCRT+S)。pCR率和R0切除率分别为47.6%和84.0%。cCRT+S患者1年和2年的LRC率分别为95.0%和87.1%,dCRT患者分别为69.3%和58.7%(HR,5.14;95%CI,1.10-23.94;P = 0.021)。化放疗期间的毒性反应均可耐受,最常见的3-4级毒性反应是放射性食管炎(15.6%)。最常见的术后并发症是胸腔积液(38.1%),未观察到≥IIIb级并发症。
{"title":"Conversion chemoradiotherapy combined with nab-paclitaxel plus cisplatin in patients with locally advanced borderline-resectable or unresectable esophageal squamous cell carcinoma: a phase i/ii prospective cohort study.","authors":"Nuo Yu, Xiankai Chen, Jiao Li, Xiaozheng Kang, Zhen Wang, Ruixiang Zhang, Jianjun Qin, Yong Li, Qingfeng Zheng, Guojie Feng, Lei Deng, Tao Zhang, Wenqing Wang, Wenyang Liu, Jianyang Wang, Qinfu Feng, Jima Lv, Zongmei Zhou, Zefen Xiao, Nan Bi, Yin Li, Xin Wang","doi":"10.1007/s00066-024-02286-8","DOIUrl":"https://doi.org/10.1007/s00066-024-02286-8","url":null,"abstract":"<p><strong>Background: </strong>To evaluate the efficacy and safety of nab-paclitaxel plus cisplatin as the regimen of conversional chemoradiotherapy (cCRT) in locally advanced borderline resectable or unresectable esophageal squamous cell carcinoma (ESCC).</p><p><strong>Methods: </strong>Patients with locally advanced ESCC (cT3‑4, Nany, M0‑1, M1 was limited to lymph node metastasis in the supraclavicular area) were enrolled. All the patients received the cCRT of nab-paclitaxel plus cisplatin. After the cCRT, those resectable patients received esophagectomy; those unresectable patients continued to receive the definitive chemoradiotherapy (dCRT). The locoregional control (LRC), overall survival (OS), event-free survival (EFS), distant metastasis free survival (DMFS), pathological complete response (pCR), R0 resection rate, adverse events (AEs) and postoperative complications were calculated.</p><p><strong>Results: </strong>45 patients with ESCC treated from October 2019 to May 2021 were finally included. The median follow-up time was 30.3 months. The LRC, OS, EFS, DMFS at 1 and 2 years were 81.5%, 86.6%, 64.3%, 73.2 and 72.4%, 68.8%, 44.8%, 52.7% respectively. 21 patients (46.7%) received conversional chemoradiotherapy plus surgery (cCRT+S). The pCR rate and R0 resection rate were 47.6 and 84.0%. The LRC rate at 1 and 2 years were 95.0%, 87.1% in cCRT+S patitents and 69.3%, 58.7% in dCRT patients respectively (HR, 5.14; 95%CI, 1.10-23.94; P = 0.021). The toxicities during chemoradiotherapy were tolerated, and the most common grade 3-4 toxicitiy was radiation esophagitis (15.6%). The most common postoperative complication was pleural effusion (38.1%) and no grade ≥ IIIb complications were observed.</p><p><strong>Conclusion: </strong>nab-paclitaxel plus cisplatin are safe as the regimen of conversional chemoradiotherapy of ESCC.</p>","PeriodicalId":21998,"journal":{"name":"Strahlentherapie und Onkologie","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141971872","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Outcome of intraoperative brachytherapy as a salvage treatment for locally recurrent rectal cancer. 术中近距离放射治疗作为局部复发直肠癌的挽救治疗方法的效果。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-08 DOI: 10.1007/s00066-024-02271-1
Raluca Stoian, Hannes P Neeff, Mark Gainey, Michael Kollefrath, Simon Kirste, Constantinos Zamboglou, Jan Philipp Harald Exner, Dimos Baltas, Stefan Fichtner Feigl, Anca-Ligia Grosu, Tanja Sprave

Background: Locally advanced recurrent rectal cancer (RRC) requires a multimodal approach. Intraoperative high-dose-rate brachytherapy (HDR-BT) may reduce the risk of local recurrence. However, the optimal therapeutic regimen remains unclear. The aim of this retrospective monocentric study was to evaluate the toxicity of HDR-BT after resection of RRC.

Methods: Between 2018 and 2022, 17 patients with RRC received resection and HDR-BT. HDR-BT was delivered alone or as an anticipated boost with a median dose of 13 Gy (range 10-13 Gy) using an 192iridium microSelectron HDR remote afterloader (Elekta AB, Stockholm, Sweden). All participants were followed for assessment of acute and late adverse events using the Common Terminology Criteria for Adverse Events version 5.0 and the modified Late Effects in Normal Tissues criteria (subjective, objective, management, and analytic; LENT-SOMA) at 3‑ to 6‑month intervals.

Results: A total of 17 patients were treated by HDR-BT with median dose of 13 Gy (range 10-13 Gy). Most patients (47%) had an RRC tumor stage of cT3‑4 N0. At the time of RRC diagnosis, 7 patients (41.2%) had visceral metastases (hepatic, pulmonary, or peritoneal) in the sense of oligometastatic disease. The median interval between primary tumor resection and diagnosis of RRC was 17 months (range 1-65 months). In addition to HDR-BT, 2 patients received long-course chemoradiotherapy (CRT; up to 50.4 Gy in 1.8-Gy fractions) and 2 patients received short-course CRT up to 36 Gy in 2‑Gy fractions. For concomitant CRT, all patients received 5‑fluorouracil (5-FU) or capecitabine. Median follow-up was 13 months (range 1-54). The most common acute grade 1-2 toxicities were pain in 7 patients (41.2%), wound healing disorder in 3 patients (17.6%), and lymphedema in 2 patients (11.8%). Chronic toxicities were similar: grade 1-2 pain in 7 patients (41.2%), wound healing disorder in 3 patients (17.6%), and incontinence in 2 patients (11.8%). No patient experienced a grade ≥3 event.

Conclusion: Reirradiation using HDR-BT is well tolerated with low toxicity. An individualized multimodality approach using HDR-BT in the oligometastatic setting should be evaluated in prospective multi-institutional studies.

背景:局部晚期复发性直肠癌(RRC)需要采用多模式治疗方法。术中高剂量率近距离放射治疗(HDR-BT)可降低局部复发的风险。然而,最佳治疗方案仍不明确。这项回顾性单中心研究旨在评估RRC切除术后HDR-BT的毒性:2018年至2022年间,17名RRC患者接受了切除术和HDR-BT。使用192iridium microSelectron HDR远程后装载器(瑞典斯德哥尔摩Elekta AB公司),单独或作为预期增强进行HDR-BT,中位剂量为13 Gy(范围10-13 Gy)。采用不良事件通用术语标准5.0版和改良的正常组织晚期效应标准(主观、客观、管理和分析;LENT-SOMA),每隔3至6个月对所有参与者进行随访,评估急性和晚期不良事件:共有17名患者接受了HDR-BT治疗,中位剂量为13 Gy(范围10-13 Gy)。大多数患者(47%)的 RRC 肿瘤分期为 cT3-4 N0。在确诊 RRC 时,有 7 名患者(41.2%)出现了寡转移疾病意义上的内脏转移(肝、肺或腹膜)。从原发肿瘤切除到确诊 RRC 的中位间隔为 17 个月(1-65 个月)。除了 HDR-BT,2 名患者接受了长程化放疗(CRT;最高 50.4 Gy,1.8-Gy 分次),2 名患者接受了短程 CRT,最高 36 Gy,2-Gy 分次。所有患者都同时接受了5-氟尿嘧啶(5-FU)或卡培他滨的CRT治疗。中位随访时间为13个月(1-54个月)。最常见的急性1-2级毒性反应是7名患者(41.2%)出现疼痛,3名患者(17.6%)出现伤口愈合障碍,2名患者(11.8%)出现淋巴水肿。慢性毒性反应类似:7 名患者(41.2%)出现 1-2 级疼痛,3 名患者(17.6%)出现伤口愈合障碍,2 名患者(11.8%)出现大小便失禁。没有患者出现≥3级事件:结论:使用 HDR-BT 进行再照射的耐受性良好,毒性较低。应在前瞻性多机构研究中评估在少转移情况下使用 HDR-BT 的个体化多模式方法。
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引用次数: 0
Principles of artificial intelligence in radiooncology. 放射肿瘤学中的人工智能原理。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-06 DOI: 10.1007/s00066-024-02272-0
Yixing Huang, Ahmed Gomaa, Daniel Höfler, Philipp Schubert, Udo Gaipl, Benjamin Frey, Rainer Fietkau, Christoph Bert, Florian Putz

Purpose: In the rapidly expanding field of artificial intelligence (AI) there is a wealth of literature detailing the myriad applications of AI, particularly in the realm of deep learning. However, a review that elucidates the technical principles of deep learning as relevant to radiation oncology in an easily understandable manner is still notably lacking. This paper aims to fill this gap by providing a comprehensive guide to the principles of deep learning that is specifically tailored toward radiation oncology.

Methods: In light of the extensive variety of AI methodologies, this review selectively concentrates on the specific domain of deep learning. It emphasizes the principal categories of deep learning models and delineates the methodologies for training these models effectively.

Results: This review initially delineates the distinctions between AI and deep learning as well as between supervised and unsupervised learning. Subsequently, it elucidates the fundamental principles of major deep learning models, encompassing multilayer perceptrons (MLPs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), transformers, generative adversarial networks (GANs), diffusion-based generative models, and reinforcement learning. For each category, it presents representative networks alongside their specific applications in radiation oncology. Moreover, the review outlines critical factors essential for training deep learning models, such as data preprocessing, loss functions, optimizers, and other pivotal training parameters including learning rate and batch size.

Conclusion: This review provides a comprehensive overview of deep learning principles tailored toward radiation oncology. It aims to enhance the understanding of AI-based research and software applications, thereby bridging the gap between complex technological concepts and clinical practice in radiation oncology.

目的:在快速发展的人工智能(AI)领域,有大量文献详细介绍了人工智能的无数应用,尤其是在深度学习领域。然而,以通俗易懂的方式阐明与放射肿瘤学相关的深度学习技术原理的综述仍然明显缺乏。本文旨在填补这一空白,提供专门针对放射肿瘤学的深度学习原理综合指南:鉴于人工智能方法种类繁多,本综述有选择性地集中于深度学习这一特定领域。它强调了深度学习模型的主要类别,并划分了有效训练这些模型的方法:本综述首先对人工智能和深度学习以及有监督学习和无监督学习进行了区分。随后,它阐明了主要深度学习模型的基本原理,包括多层感知器(MLP)、卷积神经网络(CNN)、递归神经网络(RNN)、变换器、生成对抗网络(GAN)、基于扩散的生成模型和强化学习。针对每个类别,综述介绍了具有代表性的网络及其在放射肿瘤学中的具体应用。此外,综述还概述了训练深度学习模型的关键因素,如数据预处理、损失函数、优化器和其他关键训练参数,包括学习率和批量大小:本综述全面概述了针对放射肿瘤学的深度学习原理。它旨在加强人们对基于人工智能的研究和软件应用的理解,从而缩小放射肿瘤学中复杂的技术概念与临床实践之间的差距。
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引用次数: 0
Deep learning for autosegmentation for radiotherapy treatment planning: State-of-the-art and novel perspectives. 用于放疗治疗计划自动分割的深度学习:最新技术和新视角。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-06 DOI: 10.1007/s00066-024-02262-2
Ayhan Can Erdur, Daniel Rusche, Daniel Scholz, Johannes Kiechle, Stefan Fischer, Óscar Llorián-Salvador, Josef A Buchner, Mai Q Nguyen, Lucas Etzel, Jonas Weidner, Marie-Christin Metz, Benedikt Wiestler, Julia Schnabel, Daniel Rueckert, Stephanie E Combs, Jan C Peeken

The rapid development of artificial intelligence (AI) has gained importance, with many tools already entering our daily lives. The medical field of radiation oncology is also subject to this development, with AI entering all steps of the patient journey. In this review article, we summarize contemporary AI techniques and explore the clinical applications of AI-based automated segmentation models in radiotherapy planning, focusing on delineation of organs at risk (OARs), the gross tumor volume (GTV), and the clinical target volume (CTV). Emphasizing the need for precise and individualized plans, we review various commercial and freeware segmentation tools and also state-of-the-art approaches. Through our own findings and based on the literature, we demonstrate improved efficiency and consistency as well as time savings in different clinical scenarios. Despite challenges in clinical implementation such as domain shifts, the potential benefits for personalized treatment planning are substantial. The integration of mathematical tumor growth models and AI-based tumor detection further enhances the possibilities for refining target volumes. As advancements continue, the prospect of one-stop-shop segmentation and radiotherapy planning represents an exciting frontier in radiotherapy, potentially enabling fast treatment with enhanced precision and individualization.

人工智能(AI)的飞速发展已经变得越来越重要,许多工具已经进入我们的日常生活。放射肿瘤学医学领域也受到了这一发展的影响,人工智能进入了患者治疗过程的各个环节。在这篇综述文章中,我们总结了当代人工智能技术,并探讨了基于人工智能的自动分割模型在放疗计划中的临床应用,重点关注危险器官(OAR)、肿瘤总体积(GTV)和临床靶体积(CTV)的划分。在强调精确和个性化计划的必要性的同时,我们回顾了各种商业和免费的分割工具以及最先进的方法。通过我们自己的研究结果和文献资料,我们证明了在不同临床情况下效率和一致性的提高以及时间的节省。尽管在临床应用中存在领域转移等挑战,但个性化治疗规划的潜在优势是巨大的。将肿瘤生长数学模型与基于人工智能的肿瘤检测相结合,进一步提高了细化靶体积的可能性。随着技术的不断进步,"一站式 "分割和放疗计划的前景代表着放疗领域一个令人兴奋的前沿领域,有可能在提高精确度和个性化的同时实现快速治疗。
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引用次数: 0
Protocol-based CT-guided brachytherapy for patients with prostate cancer and previous rectal extirpation-a curative approach. 基于规程的 CT 引导近距离放射治疗前列腺癌和既往直肠切除术患者--一种根治性方法。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-02 DOI: 10.1007/s00066-024-02266-y
Philipp Schubert, Vratislav Strnad, Thomas Weißmann, Claudia Schweizer, Michael Lotter, Stephan Kreppner, Andre Karius, Rainer Fietkau, Ricarda Merten

Objective: There are numerous curative treatment possibilities for prostate cancer. In patients who have undergone rectal extirpation for rectal cancer treatment, curative options are limited due to anatomic changes and previous irradiation of the pelvis. In this analysis, we validate the feasibility of CT-guided transperineal interstitial brachytherapy for this specific scenario.

Patients and methods: We analyzed the treatment procedures and outcomes of 5 patients with metachronic nonmetastatic prostate cancer. Ultrasound-guided brachytherapy was not possible in any of the patients. Of these 5 patients, 3 were treated for prostate cancer using temporary brachytherapy with Ir-192 only, and 2 were treated with external-beam radiation therapy and temporary brachytherapy as a boost. CT-guided brachytherapy was performed in all patients. We analyzed the feasibility, efficacy, treatment-related toxicity, and quality of life (EORTC-30, IEFF, IPSS, and ICIQ questionnaires) of the treatments.

Results: Median follow-up was 35 months. Two out of five patients received boost irradiation (HDR 2 × 9 Gy, PDR 30 Gy). Three out of five patients were treated with PDR brachytherapy in two sessions up to a total dose of 60 Gy. Dosimetric parameters were documented as median values as follows: V100 94.7% (94.5-98.4%), D2bladder 64.3% (50.9-78.3%), D10urethra 131.05% (123.2%-141.2%), and D30urethra 122.45% (116.2%-129.5%). At the time of analysis, no biochemical recurrence had been documented. Furthermore, neither early nor late side effects exceeding CTCAE grade 2 were documented.

Conclusion: CT-guided transperineal brachytherapy of the prostate in patients with previous rectal surgery and radiation therapy is safe and represents a possible curative treatment option. Brachytherapy can be considered for patients with metachronic prostate cancer in this specific scenario, albeit preferably in experienced high-volume centers.

目的:前列腺癌的治疗方法有很多。对于因直肠癌治疗而接受过直肠切除术的患者,由于解剖结构的改变和盆腔曾接受过放射治疗,治愈选择受到限制。在这项分析中,我们验证了 CT 引导下经会阴间质近距离放射治疗在这种特殊情况下的可行性:我们分析了 5 名转移性非转移前列腺癌患者的治疗过程和结果。所有患者均无法在超声引导下进行近距离治疗。在这5名患者中,3名仅使用Ir-192临时近距离放射治疗前列腺癌,2名使用体外放射治疗和临时近距离放射治疗作为辅助治疗。所有患者都在 CT 引导下进行了近距离治疗。我们分析了治疗的可行性、疗效、治疗相关毒性和生活质量(EORTC-30、IEFF、IPSS和ICIQ问卷):中位随访时间为 35 个月。五名患者中有两名接受了增强照射(HDR 2 × 9 Gy,PDR 30 Gy)。五位患者中有三位接受了两次PDR近距离放射治疗,总剂量达60 Gy。剂量学参数的中位值如下:V100 94.7% (94.5-98.4%)、D2-膀胱 64.3% (50.9-78.3%)、D10-尿道 131.05% (123.2%-141.2%)、D30-尿道 122.45% (116.2%-129.5%)。在进行分析时,没有生化复发的记录。此外,早期和晚期副作用均未超过 CTCAE 2 级:结论:CT引导下的经会阴前列腺近距离放射治疗对既往接受过直肠手术和放射治疗的患者是安全的,是一种可能的治愈性治疗方案。在这种特殊情况下,可考虑对有新旧交替的前列腺癌患者进行近距离放射治疗,但最好在经验丰富的高容量中心进行。
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引用次数: 0
Correction to: Low-dose radiotherapy for greater trochanteric pain syndrome-a single-centre analysis. 更正:治疗大转子疼痛综合征的低剂量放射治疗--单中心分析。
IF 2.7 3区 医学 Q3 ONCOLOGY Pub Date : 2024-08-02 DOI: 10.1007/s00066-024-02273-z
Michal Staruch, Silvia Gomez, Susanne Rogers, Istvan Takacs, Thomas Kern, Sabine Adler, Dieter Cadosch, Oliver Riesterer
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引用次数: 0
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Strahlentherapie und Onkologie
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