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In Reply to Kao 回复花王
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-12 DOI: 10.1016/j.ijrobp.2025.08.005
Carl Jay E. Jainar MD, Luisa E. Jacomina MD, Edward Christopher Dee MD, Anna Lee MD, MPH, Nancy Y. Lee MD, Melvin L.K. Chua MBBS, PhD, Michael Benedict A. Mejia MD
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引用次数: 0
In Regard to Chhabra et al 关于Chhabra等人
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-12 DOI: 10.1016/j.ijrobp.2025.10.021
Clodagh Starrs MSc, PgC, RT, Samantha Skubish MS, RT(T), Sheryl Green MBBCh, Candice Johnstone MD, MPH
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引用次数: 0
Choosing Wisely: Patient Selection for Local Therapy in Oligometastatic Anal Cancer 明智的选择:少转移性肛门癌局部治疗的患者选择
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-12 DOI: 10.1016/j.ijrobp.2025.09.046
Alexandra E. Hotca MD, Mary Feng MD
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引用次数: 0
About the cover image 关于封面图片
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-12 DOI: 10.1016/S0360-3016(25)06444-2
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引用次数: 0
A study of curative approach treatment along with metastasis-directed SBRT in bone-only oligometastatic breast cancer. 一项针对骨的低转移性乳腺癌的根治性治疗和转移性SBRT的研究。
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-11 DOI: 10.1016/j.ijrobp.2025.11.047
Abhilash Dagar, Adrija Ghosh, Abhinav Singhal, Akash Kumar, Jyoti Sharma, Aman Sharma, Ashutosh Mishra, Atul Batra, Ajay Gogia, Jaswin Raj, Sangeeta Hazarika, Pritee B Chaudhari, Surendra Kumar Saini, Dayanand Sharma, Svs Deo, Supriya Mallick

Purpose and objectives: A combination of metastasis-directed ablative therapy and curative intent treatment for OMBC is an active area of research. We designed this prospective study to explore this approach in a homogenous population of oligometastatic breast cancer patients with bone-only metastases.

Materials and methods: Patients with 1-5 bone-only metastases were included and received Stereotactic Body Radiation Therapy (SBRT) to the metastatic site, followed by curative intent anthracycline and taxane-based chemotherapy and surgical excision of the primary tumor. Patients with vertebral metastases received SBRT as 30 Gy in three fractions over three days, and those with non-vertebral metastases received 24 Gy in two fractions over two days. Response assessment was done using PERCIST criteria. The study was designed to evaluate the progression-free survival (PFS), overall survival (OS), local control rate at the mestastatic site of SBRT, and impact of SBRT on pain control.

Results: Between June 2021 and April 2024, a total of 49 patients with a total of 84 metastatic sites were enrolled. After a median follow-up of 19.4 months (1.1-44.4 months), median PFS was 18.8 months (1.1-44.4 months;95% CI 26.512-36.349), while the 1 and 2-year PFS were 81.63% and 71.43%, respectively. Multivariate analysis for PFS revealed that patients who completed neoadjuvant chemotherapy (NACT) (p-value: 0.05) and underwent surgical excision of the primary tumour (p-value: 0.02) experienced significantly improved PFS, and hormone receptor positivity approached significance (p-value: 0.07). The median OS for the entire cohort was 19.4 months (1.56-44.4 months), while the 1 and 2-year OS were 89% and 74%, respectively. Multivariate Analysis for OS revealed significantly improved survival for patients completing NACT (p-value:0.01), receiving LRRT (p-value:0.038), and presence of vertebral metastasis (p-value: 0.038). With SBRT, a high proportion of patients (96.4%) experienced a reduction in their analgesic medication requirements. The median time to achieve a pain response was 2.3 months (interquartile range: 1.0-4.7 months). The treatment was well-tolerated, with no documented Grade 3-4 toxicities reported throughout the follow-up period. The most frequently observed adverse event was a temporary exacerbation of pain, known as a pain flare, which occurred in 10.7% of the patient cohort.

Conclusion: Oligometastatic breast cancer is a very heterogeneous group of patients. This study demonstrates excellent outcomes in treatment-naïve, bone-only metastatic patients, emphasizing the need for patient selection. This finding underscores the critical importance of careful patient stratification and selection to achieve optimal therapeutic efficacy.

目的和目的:针对转移的消融治疗和治疗目的治疗的结合是OMBC的一个活跃的研究领域。我们设计了这项前瞻性研究,以探索这种方法在同质人群的低转移性乳腺癌患者骨转移。材料和方法:纳入1-5例骨转移患者,在转移部位接受立体定向放射治疗(SBRT),随后进行以蒽环类药物和紫杉烷为基础的治疗性化疗和原发肿瘤手术切除。椎体转移患者在三天内分三次接受30 Gy的SBRT,非椎体转移患者在两天内分两次接受24 Gy的SBRT。反应评估采用PERCIST标准。该研究旨在评估SBRT转移部位的无进展生存期(PFS)、总生存期(OS)、局部控制率以及SBRT对疼痛控制的影响。结果:在2021年6月至2024年4月期间,共入组了49例患者,共有84个转移部位。中位随访19.4个月(1.1-44.4个月),中位PFS为18.8个月(1.1-44.4个月;95% CI 26.512-36.349), 1年和2年PFS分别为81.63%和71.43%。PFS的多因素分析显示,完成新辅助化疗(NACT) (p值:0.05)和手术切除原发肿瘤(p值:0.02)的患者PFS明显改善,激素受体阳性接近显著性(p值:0.07)。整个队列的中位OS为19.4个月(1.56-44.4个月),而1年和2年OS分别为89%和74%。OS的多因素分析显示,完成NACT (p值:0.01)、接受LRRT (p值:0.038)和存在椎体转移(p值:0.038)的患者的生存率显著提高。使用SBRT,很大比例的患者(96.4%)的镇痛药物需求减少。达到疼痛反应的中位时间为2.3个月(四分位数范围:1.0-4.7个月)。治疗耐受性良好,在整个随访期间没有记录在案的3-4级毒性报告。最常见的不良事件是疼痛的暂时加重,称为疼痛发作,10.7%的患者发生这种情况。结论:少转移性乳腺癌是一个异质性很强的患者群体。这项研究表明treatment-naïve,骨转移患者的预后良好,强调了患者选择的必要性。这一发现强调了仔细的患者分层和选择的重要性,以达到最佳的治疗效果。
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引用次数: 0
Transarterial Chemoembolization Alone Versus Combined With Radiation Therapy as First-Line Therapy for Early-Stage Single Hepatocellular Carcinoma. 单独经动脉化疗栓塞与联合放疗作为一线治疗早期单一肝癌的比较。
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-09 DOI: 10.1016/j.ijrobp.2025.11.062
Hye In Lee, Jinhong Jung, So Yeon Kim, Jonggi Choi, Danbi Lee, Ju Hyun Shim, Kang Mo Kim, Young-Suk Lim, Han Chu Lee, Sang Min Yoon

Purpose: This study aimed to evaluate survival outcomes of transarterial chemoembolization (TACE) alone versus TACE plus radiation therapy (RT) as first-line treatment in patients with single hepatocellular carcinoma (HCC) within Barcelona Clinic Liver Cancer (BCLC) stage 0-A.

Methods and materials: We retrospectively analyzed 1243 treatment-naïve patients with BCLC stage 0-A single HCC who received TACE alone (n = 986) or TACE plus RT (n = 257) between January 2008 and December 2018. Propensity score matching and subgroup analyses were performed to compare overall survival (OS) and progression-free survival (PFS) between the treatment groups, and to identify patient subsets most likely to benefit from combined therapy.

Results: The median age was 61 years (IQR, 55-69); 38% of the patients had BCLC stage 0 disease, whereas 62% had stage A disease. Baseline characteristics were comparable between groups, except for a higher rate of noncomplete response to TACE in the TACE plus RT group. At a median follow-up of 54.7 months, TACE plus RT demonstrated significantly higher 5-year OS (76.4% vs 62.5%; P < .001) and PFS (41.9% vs 22.3%; P < .001) compared with TACE alone. In the propensity score-matched cohort, TACE plus RT maintained superior 5-year OS (76.4% vs 54.0%; P < .001) and PFS (41.9% vs 12.3%; P < .001). These survival benefits were consistent across subgroups, with significant interactions identified for tumor size (> 4 cm), alpha-fetoprotein levels (> 100 ng/mL), and TACE response (noncomplete response). Incorporating these factors, the TACE-RT stratification model categorized patients into distinct groups with differential treatment effects: groups B (1 factor) and C (2-3 factors) derived significant survival benefits from combined therapy, whereas group A (no factors) showed no differences. Early RT integration yielded superior OS and PFS compared with delayed integration.

Conclusions: TACE combined with RT as first-line treatment was associated with improved OS and PFS compared with TACE alone in selected patients with BCLC stage 0-A single HCC. Our TACE-RT stratification model may help identify appropriate candidates for combined therapy.

目的:本研究旨在评估单独经动脉化疗栓塞(TACE)与TACE加放疗(RT)作为一线治疗在巴塞罗那临床肝癌(BCLC) 0-A期单肝细胞癌(HCC)患者中的生存结果。方法和材料:我们回顾性分析了2008年1月至2018年12月期间接受TACE单独治疗(n=986)或TACE加RT治疗(n=257)的1243例0-A期BCLC单个HCC患者treatment-naïve。进行倾向评分匹配和亚组分析,以比较治疗组之间的总生存期(OS)和无进展生存期(PFS),并确定最有可能从联合治疗中受益的患者亚群。结果:中位年龄61岁(IQR, 55 ~ 69岁);38%的患者为BCLC 0期疾病,62%为A期疾病。除了TACE + RT组TACE的非完全缓解率(non-CR)更高外,各组之间的基线特征是相似的。在中位54.7个月的随访中,TACE + RT显示出显著更高的5年OS (76.4% vs. 62.5%; P4 cm)、甲胎蛋白水平(100 ng/mL)和TACE反应(非cr)。结合这些因素,TACE-RT分层模型将患者分为不同的治疗效果组:B组(1个因素)和C组(2-3个因素)从联合治疗中获得显著的生存获益,而A组(无因素)没有差异。与延迟集成相比,早期RT集成产生了更好的OS和PFS。结论:在选定的BCLC 0-A期单个HCC患者中,与TACE单独治疗相比,TACE联合RT作为一线治疗可改善OS和PFS。我们的TACE-RT分层模型可能有助于确定合适的联合治疗候选人。
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引用次数: 0
Precision in Practice: A Critical Overview of Recent Advances in Nasopharyngeal Cancer Management. 实践中的精确性:鼻咽癌管理最新进展的关键概述。
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-07 DOI: 10.1016/j.ijrobp.2025.11.064
Shao Hui Huang, Wai Tong Ng, Richard L Bakst, Christina Henson, Claire Paterson, Jonathan D Schoenfeld, Christopher Wilke, Sean McBride, Lachlan McDowell

Outcomes for patients with nasopharyngeal carcinoma (NPC) have improved significantly due to advances in radiotherapy technology such as precision image-guided intensity-modulated radiotherapy (IG-IMRT), the emergence of novel systemic agents, and a growing understanding of disease biology and clinical behavior. Minimising treatment-related toxicities while maintaining effective disease control is increasingly important in NPC, especially given its predilection for younger middle-aged patients with a long life expectancy after cure of their disease. Over the past five years, multiple clinical trials and large contemporary series have offered valuable insights into optimizing treatment strategies that balance oncologic efficacy with functional preservation, positioning NPC as one of the most rapidly evolving head and neck cancer sites in the pursuit of precision oncology. This critical review summarizes data from randomized clinical trials, with a particular emphasis on studies published in the past six years, across five key areas: (1) trials investigating treatment deintensification in low-risk disease; (2) strategies to improve treatment tolerability during the concurrent phase; (3) intensified treatment approaches for LANPC; (4) utility of plasma EBV DNA for treatment personalisation; (5) tailored radiotherapy target volume delineation and organ-at-risk (OAR) sparing; and (6) treatment strategies for recurrent and metastatic (R/M) NPC. Together, these developments reflect a paradigm shift toward increasingly personalised, risk-adapted management of NPC that prioritizes both survival and quality of life.

由于放疗技术的进步,如精确图像引导的调强放疗(IG-IMRT),新型全身药物的出现,以及对疾病生物学和临床行为的不断了解,鼻咽癌(NPC)患者的预后显著改善。最小化治疗相关的毒性,同时保持有效的疾病控制对鼻咽癌越来越重要,特别是考虑到鼻咽癌偏爱于治愈后预期寿命较长的年轻中年患者。在过去的五年中,多项临床试验和大型当代系列为优化治疗策略提供了有价值的见解,这些策略可以平衡肿瘤疗效和功能保存,将NPC定位为追求精确肿瘤学的最快速发展的头颈部癌症部位之一。这篇重要的综述总结了随机临床试验的数据,特别强调了过去六年发表的研究,涉及五个关键领域:(1)调查低风险疾病治疗去强化的试验;(2)提高并发期治疗耐受性的策略;(3) LANPC强化治疗途径;(4)利用血浆EBV DNA进行个体化治疗;(5)量身定制放疗靶体积划定和器官风险(OAR)保留;(6)复发和转移性(R/M) NPC的治疗策略。总之,这些发展反映了一种范式的转变,即NPC的个性化和风险适应性管理,优先考虑生存和生活质量。
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引用次数: 0
Bayesian Learning to Reduce Cardiac Risk for Locally Advanced NSCLC Patients Based on Personalized Radiotherapy Prescription. 基于个性化放疗处方的贝叶斯学习降低局部晚期NSCLC患者心脏风险
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-07 DOI: 10.1016/j.ijrobp.2025.11.061
Ruitao Lin, Mei Chen, Xiaodong Zhang, Tianlin Xu, Ting Xu, Rachel C Maguire, Kelsey L Corrigan, Efstratios Koutroumpakis, Joe Y Chang, Steven H Lin, Aileen B Chen, Quynh-Nhu Nguyen, Saumil J Gandhi, Matthew S Ning, Julianna Bronk, Stephen Chun, Ali Ajdari, Joshua S Niedzielski, Jinzhong Yang, Xinru Chen, Tinsu Pan, Qing H Meng, Anne S Tsao, Anita Deswal, Radhe Mohan, Zhongxing Liao

Purpose: Radiation-induced heart damage is a significant concern in the treatment of non-small cell lung cancer (NSCLC) that can have debilitating or life-threatening consequences. Current strategies focus on minimizing heart exposure, but individual susceptibility varies. Existing evidence also suggests that a uniform "one-size-fits-all" dosimetric constraint for the heart may not be optimal for all patients.

Methods: We developed a prospective study using Bayesian continuous learning and adaptation to develop a framework for personalized adaptive radiation treatment (PART) to reduce cardiovascular adverse events (CAEs) among patients with locally advanced NSCLC. The trial includes a Bayesian personalized risk prediction model to guide heart dose constraints; sequential learning to refine the model and the PART; continuous adaptation of the target risk level; and go/no-go monitoring of PART effectiveness in clinical implementation. Elevation of high-sensitivity cardiac troponin T (hs-cTnT) after radiation was used as a surrogate biomarker for grade ≥2 CAEs to allow real-time decision-making.

Results: As of July 31, 2025, 100 patients have been enrolled and completed radiation treatment. Standard radiation plans were implemented for cohort 1 (50 patients), and PART for cohort 2 (50 patients). The first model incorporated patient- and disease-related factors and mean heart dose (MHD) as risk factors. The average treated MHDs were 7.84 ± 6.30 Gy in cohort 1 and 6.36 ± 6.01 Gy in cohort 2 (p = 0.20). The incidence of hs-cTnT elevation was 20.5% in cohort 2 compared to 31.9% in cohort 1. Within cohort 2, patients who satisfied the PART dose constraint had a markedly lower incidence of hs-cTnT elevation (9.7%) compared with those who exceeded the PART dose constraint (46.2%, p = 0.012).

Conclusion: Clinical implementation of PART model to guide treatment decision within a prospective trial is feasible. The recommended mean heart dose constraints generated by the first version of PART appear reasonable and clinically relevant. PART was associated with lower incidence of hs-cTnT elevation.

目的:辐射引起的心脏损伤是治疗非小细胞肺癌(NSCLC)的一个重要问题,可导致衰弱或危及生命的后果。目前的策略侧重于减少心脏暴露,但个体易感性各不相同。现有证据还表明,统一的“一刀切”的心脏剂量限制可能并非对所有患者都是最佳的。方法:我们开展了一项前瞻性研究,使用贝叶斯连续学习和适应来制定个性化适应性放射治疗(PART)框架,以减少局部晚期NSCLC患者的心血管不良事件(CAEs)。该试验包括一个贝叶斯个性化风险预测模型来指导心脏剂量限制;序贯学习以完善模型和PART;持续调整目标风险水平;以及对PART临床实施有效性的进行/不进行监测。放疗后高敏感性心肌肌钙蛋白T (hs-cTnT)升高被用作2级以上CAEs的替代生物标志物,以便实时决策。结果:截至2025年7月31日,已有100例患者入组并完成放射治疗。对队列1(50例患者)和队列2(50例患者)实施标准放射计划。第一种模型将患者和疾病相关因素以及平均心脏剂量(MHD)作为危险因素。队列1的平均mhd为7.84±6.30 Gy,队列2的平均mhd为6.36±6.01 Gy (p = 0.20)。队列2中hs-cTnT升高的发生率为20.5%,而队列1为31.9%。在队列2中,满足PART剂量限制的患者的hs-cTnT升高发生率(9.7%)明显低于超出PART剂量限制的患者(46.2%,p = 0.012)。结论:在前瞻性试验中,临床应用PART模型指导治疗决策是可行的。PART第一版推荐的平均心脏剂量限制似乎合理且具有临床相关性。PART与hs-cTnT升高的发生率较低相关。
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引用次数: 0
Use of Magnetic Resonance Imaging to Guide Preoperative Accelerated Partial Breast Irradiation in the Prone Position and Treatment Response in Clinical Stage 1 Hormone Sensitive Breast Cancer: A Phase 1/2 Study. 应用MRI指导1期激素敏感性乳腺癌俯卧位术前APBI及治疗反应:一项I/II期研究
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-06 DOI: 10.1016/j.ijrobp.2025.11.048
Sasha Beyer, Jeffrey Hawley, Yevgeniya Gokun, Vedat O Yildiz, Lai Wei, Sachin Jhawar, Alexander Crum, Erin Healy, Dan Stover, William Carson, William Farrar, Gary Tozbikian, David Poon, Jose Bazan, Michael Knopp, Julia White

Purpose: The challenges of postoperative accelerated partial breast irradiation (APBI) include targeting inaccuracies and inability to measure tumor response. We hypothesized that the tumor could be targeted with preoperative APBI (pAPBI) using magnetic resonance imaging (MRI) in prone position with our established prone breast technique. This feasibility study aimed to assess the accuracy and tumor response of pAPBI using our MRI/computed tomography (CT)-guided prone technology.

Methods and materials: This prospective study enrolled patients aged >50 years with clinical stage IA ER+ breast cancer intending lumpectomy. Axillary ultrasound and MRI confirmed clinically negative nodes. Planning CT, MRI, and pAPBI (3850 cGy in 10 fractions twice a day) used the same prone immobilization platform. Another MRI was obtained 4 weeks after APBI to quantitatively measure tumor response. Lumpectomy was performed 4 to 6 weeks after pAPBI. Simon's 2-stage design required assessment after accrual of the first 19 patients for feasibility.

Results: Nineteen patients with clinical stage IA ER+/PR+/HER2- breast cancer with median age of 65 years (range, 51-78 years) completed pAPBI followed by lumpectomy and endocrine therapy. Median follow-up was 73.8 months (IQR, 58.6-82.5 months). Median clinical tumor size was 0.9 cm (IQR, 0.8-1.6 cm). There was complete pathologic response in 10.5% (2) patients and another 36.8% (7) were downstaged after pAPBI. MRI-detected tumor response significantly correlated with tumor response on pathology (P = .03). Cosmesis was rated as excellent/good in 89.5% (17) patients. Although 3 patients had macrometastases in nodes on final pathology despite a negative axillary ultrasound, local control was 95% and disease-free survival was 89.5% at a median follow-up of 73.8 months.

Conclusions: Using the same prone platform, patients successfully underwent CT simulation, MRI acquisition, and pAPBI followed by lumpectomy. Nearly half of patients demonstrated tumor response to pAPBI on imaging and pathology. Further utilization of this technology can be highly applicable to the delivery of pAPBI, stereotactic body radiation therapy, or tumor bed boost radiation in the prone position.

背景:术后加速部分乳房放疗(APBI)面临的挑战包括靶向不准确和无法测量肿瘤反应。我们假设术前APBI (pAPBI)可以通过俯卧位MRI与我们所建立的俯卧乳房技术进行靶向。这项可行性研究旨在评估我们的MRI/ ct引导俯卧技术对pAPBI的准确性和肿瘤反应。方法:这项前瞻性研究纳入了年龄在50岁至50岁之间的临床(c) IA期ER+乳腺癌患者,这些患者打算进行乳房肿瘤切除术。腋窝超声及MRI证实临床阴性淋巴结。计划CT、MRI和pAPBI (3850 cGy / 10分数BID)使用相同的俯卧固定平台。APBI术后4周再次行MRI定量测定肿瘤反应。pAPBI术后4-6周行乳房肿瘤切除术。Simon的两阶段设计需要在前19名患者累积后进行可行性评估。结果:19例中位年龄65岁(51-78岁)的IA期ER+/PR+/HER2-乳腺癌患者完成了pAPBI,随后进行了乳房肿瘤切除术和内分泌治疗。中位随访73.8个月(IQR 58.6 ~ 82.5个月)。临床肿瘤中位大小为0.9 cm (IQR 0.8-1.6)。10.5%(2)例患者有完全的病理缓解,另外36.8%(7)例患者在pAPBI后分期下降。mri检测到的肿瘤反应与病理上的肿瘤反应显著相关(p=0.03)。89.5%(17例)患者的美容评分为优/良。虽然有3例患者在最终病理上出现淋巴结大转移,但腋窝US阴性,局部控制率为95%,无病生存率为89.5%,中位随访时间为73.8个月。结论:使用相同的俯卧平台,患者成功地进行了CT模拟,MRI采集和pAPBI,随后进行了乳房肿瘤切除术。近一半的患者在影像学和病理学上表现出对pAPBI的肿瘤反应。进一步利用该技术可高度适用于术前APBI、SBRT或肿瘤床俯卧位增强放疗。
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引用次数: 0
Attention-Guided Deep Learning of Chemical Exchange Saturation Transfer Magnetic Resonance Imaging to Differentiate Between Tumor Progression and Radiation Necrosis in Brain Metastasis. 注意引导下的化学交换饱和转移磁共振成像深度学习对脑转移瘤进展和放射性坏死的鉴别。
IF 6.5 1区 医学 Q1 ONCOLOGY Pub Date : 2025-12-05 DOI: 10.1016/j.ijrobp.2025.10.040
Nauman Bashir Bhatti, Dylan Young, Wilfred W Lam, Rachel W Chan, Pejman J Maralani, Arjun Sahgal, Hany Soliman, Greg J Stanisz, Ali Sadeghi-Naini

Purpose: Stereotactic radiosurgery (SRS) is a standard treatment for brain metastases; however, it may lead to radiation necrosis (RN). RN can be virtually indistinguishable from tumor progression (TP), which can have significant clinical implications on appropriate, time-sensitive treatment. This study investigated the effectiveness of multimodal chemical exchange saturation transfer magnetic resonance imaging (MRI), combined with T1/T2 mapping and/or conventional structural MRI, in addressing this diagnostic challenge, when analyzed through attention-guided deep learning.

Methods and materials: MRI data (3-dimensional amide proton transfer magnetization transfer ratio [AmideMTR], relayed nuclear Overhauser effect magnetization transfer ratio [rNOEMTR], T1 and T2 parametric maps, and postcontrast T1-weighted [T1c] and T2-weighted fluid-attenuated inversion recovery [T2-FLAIR] images) were acquired from 93 patients (230 brain metastases lesions) treated with SRS a few months prior. Lesion outcomes (TP/RN) were confirmed via histopathology and/or serial clinical imaging, including the use of perfusion imaging, over a follow-up period of at least 6 months. Data were split into training (47 patients; 184 lesions) and independent testing (46 patients; 46 lesions) sets. A 3-dimensional transformer model with 2 new attention mechanisms was developed to classify lesions using various combinations of multimodal MRI inputs.

Results: Among dual-channel models, T1c and T2-FLAIR yielded an area under the receiver operating characteristic curve (AUC) of 0.78 ± 0.01, whereas AmideMTR and rNOEMTR maps achieved 0.76 ± 0.01. Integrating AmideMTR and rNOEMTR with either T1/T2 maps or T1c/T2-FLAIR substantially improved performance (AUC = 0.84 ± 0.02 and 0.85 ± 0.02, respectively). The highest performance (AUC = 0.87 ± 0.01) was achieved using all 6 modalities.

Conclusions: Attention-guided deep-learning analysis of chemical exchange saturation transfer MRI shows strong potential for accurately distinguishing RN from TP, underscoring the significance of multimodal MRI inputs for post-SRS lesion evaluation.

目的:立体定向放射手术(SRS)是脑转移瘤的标准治疗方法;然而,它可能导致放射性坏死(RN)。RN实际上与肿瘤进展(TP)难以区分,这对适当的、及时的治疗具有重要的临床意义。本研究调查了多模态化学交换饱和转移磁共振成像(MRI),结合T1/T2映射和/或常规结构MRI,在通过注意力引导深度学习分析时解决这一诊断挑战的有效性。方法与材料:对93例(230例)数月前接受SRS治疗的脑转移灶患者的MRI数据(三维酰胺质子转移磁化传递比[AmideMTR]、转递核Overhauser效应磁化传递比[rNOEMTR]、T1和T2参数图以及对比后T1加权[T1c]和T2加权液体衰减反转恢复[T2- flair]图像)进行分析。在至少6个月的随访期间,通过组织病理学和/或一系列临床影像学(包括灌注成像)确认病变结果(TP/RN)。数据分为训练组(47例患者,184个病变)和独立测试组(46例患者,46个病变)。建立了一个具有2种新的注意机制的三维变压器模型,利用多模态MRI输入的不同组合对病变进行分类。结果:在双通道模型中,T1c和T2-FLAIR的受试者工作特征曲线下面积(AUC)为0.78±0.01,而AmideMTR和rNOEMTR的受试者工作特征曲线下面积为0.76±0.01。将AmideMTR和rNOEMTR与T1/T2图谱或T1c/T2- flair相结合可显著提高性能(AUC分别为0.84±0.02和0.85±0.02)。6种方法均可获得最佳疗效(AUC = 0.87±0.01)。结论:注意引导下的化学交换饱和转移MRI深度学习分析显示了准确区分RN和TP的强大潜力,强调了多模态MRI输入对srs后病变评估的重要性。
{"title":"Attention-Guided Deep Learning of Chemical Exchange Saturation Transfer Magnetic Resonance Imaging to Differentiate Between Tumor Progression and Radiation Necrosis in Brain Metastasis.","authors":"Nauman Bashir Bhatti, Dylan Young, Wilfred W Lam, Rachel W Chan, Pejman J Maralani, Arjun Sahgal, Hany Soliman, Greg J Stanisz, Ali Sadeghi-Naini","doi":"10.1016/j.ijrobp.2025.10.040","DOIUrl":"https://doi.org/10.1016/j.ijrobp.2025.10.040","url":null,"abstract":"<p><strong>Purpose: </strong>Stereotactic radiosurgery (SRS) is a standard treatment for brain metastases; however, it may lead to radiation necrosis (RN). RN can be virtually indistinguishable from tumor progression (TP), which can have significant clinical implications on appropriate, time-sensitive treatment. This study investigated the effectiveness of multimodal chemical exchange saturation transfer magnetic resonance imaging (MRI), combined with T1/T2 mapping and/or conventional structural MRI, in addressing this diagnostic challenge, when analyzed through attention-guided deep learning.</p><p><strong>Methods and materials: </strong>MRI data (3-dimensional amide proton transfer magnetization transfer ratio [Amide<sub>MTR</sub>], relayed nuclear Overhauser effect magnetization transfer ratio [rNOE<sub>MTR</sub>], T1 and T2 parametric maps, and postcontrast T1-weighted [T1c] and T2-weighted fluid-attenuated inversion recovery [T2-FLAIR] images) were acquired from 93 patients (230 brain metastases lesions) treated with SRS a few months prior. Lesion outcomes (TP/RN) were confirmed via histopathology and/or serial clinical imaging, including the use of perfusion imaging, over a follow-up period of at least 6 months. Data were split into training (47 patients; 184 lesions) and independent testing (46 patients; 46 lesions) sets. A 3-dimensional transformer model with 2 new attention mechanisms was developed to classify lesions using various combinations of multimodal MRI inputs.</p><p><strong>Results: </strong>Among dual-channel models, T1c and T2-FLAIR yielded an area under the receiver operating characteristic curve (AUC) of 0.78 ± 0.01, whereas Amide<sub>MTR</sub> and rNOE<sub>MTR</sub> maps achieved 0.76 ± 0.01. Integrating Amide<sub>MTR</sub> and rNOE<sub>MTR</sub> with either T1/T2 maps or T1c/T2-FLAIR substantially improved performance (AUC = 0.84 ± 0.02 and 0.85 ± 0.02, respectively). The highest performance (AUC = 0.87 ± 0.01) was achieved using all 6 modalities.</p><p><strong>Conclusions: </strong>Attention-guided deep-learning analysis of chemical exchange saturation transfer MRI shows strong potential for accurately distinguishing RN from TP, underscoring the significance of multimodal MRI inputs for post-SRS lesion evaluation.</p>","PeriodicalId":14215,"journal":{"name":"International Journal of Radiation Oncology Biology Physics","volume":" ","pages":""},"PeriodicalIF":6.5,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145677614","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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International Journal of Radiation Oncology Biology Physics
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