Radiation necrosis

放射性坏死
  • 文章类型: Journal Article
    用于治疗脑转移瘤的立体定向放射外科(SRS)可提供高剂量的放射,并具有出色的局部控制,但具有放射坏死(RN)的风险,这可能很难与肿瘤进展(TP)区分开。磁化转移(MT)和化学交换饱和转移(CEST)是在脑转移中区分RN和TP的有前途的技术。以前的研究使用2D连续波(即,阻塞射频[RF]饱和)MT/CEST方法。这项研究的目的是研究带有灌注MRI的3D脉冲饱和MT/CEST方法,以区分脑转移瘤中的RN和TP。
    该研究纳入了73例接受过SRS或分割SRS治疗的MT/CESTMRI扫描的患者,这些患者出现了增强的病变,但对RN或TP的诊断不确定。73例患者中有49例获得了灌注MRI。通过至少6个月的随访或通过病理证实(20%的病变)确定临床结果。
    单变量逻辑回归导致定量MT参数1/(RA·T2A)的显着变量,RN为5.9±2.7,TP为6.5±2.9。对于MT/CEST参数,使用多变量逻辑回归模型获得75%的最高AUC,其中包括酰胺的CEST参数,0.625µT(P=.013),AREXNOE,0.625µT(P=.008),1/(RA·T2A)(P=.004),和T1(P=0.004)。灌注rCBV参数未达到显著性。
    脉冲饱和转移足以实现75%的多变量AUC,以区分脑转移瘤中的RN和TP,但与之前使用阻滞射频方法的研究相比,AUC较低.
    UNASSIGNED: Stereotactic radiosurgery (SRS) for the treatment of brain metastases delivers a high dose of radiation with excellent local control but comes with the risk of radiation necrosis (RN), which can be difficult to distinguish from tumor progression (TP). Magnetization transfer (MT) and chemical exchange saturation transfer (CEST) are promising techniques for distinguishing RN from TP in brain metastases. Previous studies used a 2D continuous-wave (ie, block radiofrequency [RF] saturation) MT/CEST approach. The purpose of this study is to investigate a 3D pulsed saturation MT/CEST approach with perfusion MRI for distinguishing RN from TP in brain metastases.
    UNASSIGNED: The study included 73 patients scanned with MT/CEST MRI previously treated with SRS or fractionated SRS who developed enhancing lesions with uncertain diagnoses of RN or TP. Perfusion MRI was acquired in 49 of 73 patients. Clinical outcomes were determined by at least 6 months of follow-up or via pathologic confirmation (in 20% of the lesions).
    UNASSIGNED: Univariable logistic regression resulted in significant variables of the quantitative MT parameter 1/(RA·T2A), with 5.9 ± 2.7 for RN and 6.5 ± 2.9 for TP. The highest AUC of 75% was obtained using a multivariable logistic regression model for MT/CEST parameters, which included the CEST parameters of AREXAmide,0.625µT (P = .013), AREXNOE,0.625µT (P = .008), 1/(RA·T2A) (P = .004), and T1 (P = .004). The perfusion rCBV parameter did not reach significance.
    UNASSIGNED: Pulsed saturation transfer was sufficient for achieving a multivariable AUC of 75% for differentiating between RN and TP in brain metastases, but had lower AUCs compared to previous studies that used a block RF approach.
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  • 文章类型: Case Reports
    背景:中枢疼痛,以神经性疼痛为特征,可表现为上脊髓丘脑损伤。脑干包括感觉和运动通路以及颅神经核,因此,该地区的癌症转移需要早期干预。尽管立体定向放射外科(SRS)通常用于治疗脑转移瘤,它会带来晚期并发症的风险,如放射性坏死(RN)。RN加剧了照射区域内脑部病变的进展,在脑干,它可以损伤多个神经,包括上脊髓丘脑束。中枢神经性疼痛通常是棘手的,并通过常规药物的组合进行经验性治疗。如5-羟色胺-去甲肾上腺素再摄取抑制剂(SNRIs)和抗惊厥药。然而,它们的功效通常是有限的,导致绩效状态(PS)和生活质量(QOL)下降。
    方法:我们介绍了一名53岁男性被诊断为IV期肺癌的病例,转介我们的姑息治疗小组,治疗由脑桥SRS相关RN引起的严重中枢疼痛.尽管服用了阿片类药物,包括羟考酮和氢吗啡酮,和辅助镇痛药,患者继续需要频繁使用速释阿片类药物.单独添加美沙酮被证明在实现最佳疼痛控制方面是成功的。
    结论:前提是脑干中的RN可导致顽固性神经性疼痛,建议尽可能避免SRS用于脑干转移。对于未解决的中枢疼痛患者,应考虑添加美沙酮作为一种可行的疼痛管理药物。
    BACKGROUND: Central pain, characterized by neuropathic pain, can manifest due to injury to the superior spinothalamic tract. The brainstem includes sensory and motor pathways as well as nuclei of the cranial nerves, and therefore cancer metastasis in the region requires early intervention. Although stereotactic radiosurgery (SRS) is commonly employed for the treatment of brain metastasis, it poses risks of late complications like radiation necrosis (RN). RN exacerbates the progression of brain lesions within the irradiated area, and in the brainstem, it can damage multiple nerves, including the superior spinothalamic tract. Central neuropathic pain is often intractable and empirically managed with a combination of conventional drugs, such as serotonin-norepinephrine reuptake inhibitors (SNRIs) and anticonvulsants. However, their efficacy is often limited, leading to a decline in performance status (PS) and quality of life (QOL).
    METHODS: We present the case of a 53-year-old man diagnosed with stage IV lung cancer, referred to our palliative care team for managing severe central pain resulting from SRS-related RN in the pons. Despite administration of opioids, including oxycodone and hydromorphone, and adjuvant analgesics, the patient continued to require frequent use of immediate-release opioids. The addition of methadone alone proved successful in achieving optimal pain control.
    CONCLUSIONS: Provided that RN in the brainstem can lead to intractable neuropathic pain, it is advisable to avoid SRS for brainstem metastasis when possible. Add-on methadone should be considered as a viable pain management medication for patients experiencing unresolved central pain.
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  • 文章类型: Journal Article
    Primary brain metastases are common in oncology. Preoperative stereotactic radiosurgery followed by surgical resection is a perspective approach.
    OBJECTIVE: To evaluate own experience of preoperative radiosurgery followed by surgical resection (RS+S) of metastasis regarding local control, leptomeningeal progression, surgical and radiation-induced complications; to compare treatment outcomes with surgical resection and subsequent radiotherapy (S+SRT).
    UNASSIGNED: Retrospective study included 66 patients with solitary brain metastasis. Two groups of patients were distinguished: group 1 (n=34) - postoperative irradiation, group 2 (n=32) - preoperative irradiation. The median age was 49.5 years (range 36-75).
    RESULTS: Local 3-, 6- and 12-month control among patients with postoperative irradiation was 88.2%, 79.4% and 42.9%, in the group of preoperative irradiation - 100%, 93.3% and 66.7%, respectively (p=0.021). Leptomeningeal progression developed in 11 patients (8 and 3 ones, respectively). The one-year survival rate was 73.5% and 84.4%, respectively (p=0.33). Long-term surgical and radiation-induced complications occurred in 12 (18.2%) patients.
    CONCLUSIONS: Preoperative radiosurgery with subsequent resection provides higher local control and lower incidence of leptomeningeal progression in patients with single brain metastases.
    Метастазы рака в головной мозг сегодня являются распространенной проблемой в онкологии. Предоперационная стереотаксическая радиохирургия с последующим удалением опухоли — новый перспективный метод лечения.
    UNASSIGNED: Оценить собственный опыт предоперационной радиохирургии с последующим хирургическим удалением метастаза с точки зрения локального контроля, лептоменингеальной прогрессии, хирургических и лучевых осложнений. Сравнить результаты лечения с группой пациентов с хирургическим удалением с последующим лучевым лечением метастаза в головной мозг.
    UNASSIGNED: В ретроспективное исследование вошли 66 пациентов с подтвержденным одиночным метастазом рака в головной мозг, первая группа — 34 пациента с послеоперационным, вторая — 32 с предоперационным облучением. Медиана возраста составила 49,5 (от 36 до 75) лет.
    UNASSIGNED: Локальный контроль в группе пациентов с послеоперационным облучением составил 88,2, 79,4 и 42,9% на сроках 3, 6 и 12 мес, а в группе предоперационного облучения — 100, 93,3 и 66,7% соответственно (p=0,021). Лептоменингеальная прогрессия развилась у 11 пациентов, 8 пациентов — в группе послеоперационного облучения и 3 — предоперационной радиохирургии соответственно. Однолетняя выживаемость составила 73,5 и 84,4% соответственно (p=0,33). У 12 (18,2%) пациентов в процессе наблюдения были выявлены отдаленные хирургические и постлучевые осложнения.
    UNASSIGNED: У пациентов с одиночными метастазами в головной мозг предоперационная радиохирургия с последующим удалением опухоли обеспечивает более высокий ЛК и меньшую частоту лептоменингеального прогрессирования в сравнении с другим методом комбинированного лечения.
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  • 文章类型: Case Reports
    在这个系列中,我们的目的是报告我们在治疗复发性胶质脑肿瘤方面使用混合正电子发射断层扫描(PET)和磁共振成像(MRI)导航的临床经验.包括在术前或术中接受PET/MRI检查的连续复发神经胶质脑肿瘤患者,而包括转移在内的非胶质性颅内肿瘤患者,淋巴瘤和脑膜瘤被排除在研究之外。总共评估了8例怀疑复发性神经胶质瘤肿瘤的患者(平均年龄50.1±11.0岁)。7例患者获得PET/MRI阳性区域的大体肿瘤切除,而一名患者被诊断为放射性坏死,避免了手术。所有患者在1年随访时存活。在整个随访期间,有五名(71.4%)的复发患者没有复发。两名胶质母细胞瘤患者在术后第6个月和第8个月肿瘤复发。根据我们的结果,混合PET/MRI为区分复发性胶质肿瘤和放射性坏死提供了可靠和准确的信息。在这种鉴别诊断的帮助下,混合成像可以提供复发肿瘤的总体全切除,而不会损害雄辩的大脑区域。
    In this case series, we aimed to report our clinical experience with hybrid positron emission tomography (PET) and magnetic resonance imaging (MRI) navigation in the management of recurrent glial brain tumors. Consecutive recurrent neuroglial brain tumor patients who underwent PET/MRI at preoperative or intraoperative periods were included, whereas patients with non-glial intracranial tumors including metastasis, lymphoma and meningioma were excluded from the study. A total of eight patients (mean age 50.1 ± 11.0 years) with suspicion of recurrent glioma tumor were evaluated. Gross total tumor resection of the PET/MRI-positive area was achieved in seven patients, whereas one patient was diagnosed with radiation necrosis, and surgery was avoided. All patients survived at 1-year follow-up. Five (71.4%) of the recurrent patients remained free of recurrence for the entire follow-up period. Two patients with glioblastoma had tumor recurrence at the postoperative sixth and eighth months. According to our results, hybrid PET/MRI provides reliable and accurate information to distinguish recurrent glial tumor from radiation necrosis. With the help of this differential diagnosis, hybrid imaging may provide the gross total resection of recurrent tumors without harming eloquent brain areas.
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  • 文章类型: Journal Article
    目的:胶质母细胞瘤(GBM)是最常见的原发性脑浸润性肿瘤。使用常规MRI成像技术区分GBM患者的病变复发和不同类型的治疗相关变化仍然具有挑战性。因此,真实进展或假性反应之间的准确和精确的区分对于决定适当的治疗过程至关重要。这项回顾性研究调查了从扩散加权成像(DWI)得出的表观扩散系数(ADC)映射值作为一种非侵入性方法的潜力,以提高治疗反应的诊断准确性。
    方法:21名胶质母细胞瘤患者(平均年龄:59.2±11.8,12名男性,选择接受贝伐单抗治疗的9名女性)。ADC值是从通过1.5T和3TMRI扫描仪的标准化脑方案获得的DWI图像计算的。计算rADC值的比率。基于特征性成像特征(明确限定的受限扩散区域,在数周的过程中具有持续的扩散限制,没有组织体积损失和没有对比增强),将病变分类为贝伐单抗诱导的细胞毒性。将rADC值与放射性坏死和复发性病变中的这些值进行比较,这是在我们之前的研究中得出的结论。p<0.05的非参数Wilcoxon符号秩检验用于显著性。
    结果:所选患者的平均±SD年龄为59.2±11.8。贝伐单抗诱导的细胞毒性的ADC值和相应的平均rADC值分别为248.1±67.2和0.39±0.10。将这些结果与肿瘤进展和放射坏死的ADC值和相应的平均rADC值进行比较。在所有三组中观察到rADC值之间的显着差异(p<0.001)。与肿瘤复发和放射坏死相比,贝伐单抗诱导的细胞毒性具有统计学上显著较低的ADC值。
    结论:该研究表明ADC值作为非侵入性成像生物标志物,用于区分复发性胶质母细胞瘤与放射性坏死和贝伐单抗诱导的细胞毒性。
    OBJECTIVE: Glioblastomas (GBM) are the most common primary invasive neoplasms of the brain. Distinguishing between lesion recurrence and different types of treatment related changes in patients with GBM remains challenging using conventional MRI imaging techniques. Therefore, accurate and precise differentiation between true progression or pseudoresponse is crucial in deciding on the appropriate course of treatment. This retrospective study investigated the potential of apparent diffusion coefficient (ADC) map values derived from diffusion-weighted imaging (DWI) as a noninvasive method to increase diagnostic accuracy in treatment response.
    METHODS: A cohort of 21 glioblastoma patients (mean age: 59.2 ± 11.8, 12 Male, 9 Female) that underwent treatment with bevacizumab were selected. The ADC values were calculated from the DWI images obtained from a standardized brain protocol across 1.5-T and 3-T MRI scanners. Ratios were calculated for rADC values. Lesions were classified as bevacizumab-induced cytotoxicity based on characteristic imaging features (well-defined regions of restricted diffusion with persistent diffusion restriction over the course of weeks without tissue volume loss and absence of contrast enhancement). The rADC value was compared to these values in radiation necrosis and recurrent lesions, which were concluded in our prior study. The nonparametric Wilcoxon signed rank test with p < 0.05 was used for significance.
    RESULTS: The mean ± SD age of the selected patients was 59.2 ± 11.8. ADC values and corresponding mean rADC values for bevacizumab-induced cytotoxicity were 248.1 ± 67.2 and 0.39 ± 0.10, respectively. These results were compared to the ADC values and corresponding mean rADC values of tumor progression and radiation necrosis. Significant differences between rADC values were observed in all three groups (p < 0.001). Bevacizumab-induced cytotoxicity had statistically significant lower ADC values compared to both tumor recurrence and radiation necrosis.
    CONCLUSIONS: The study demonstrates the potential of ADC values as noninvasive imaging biomarkers for differentiating recurrent glioblastoma from radiation necrosis and bevacizumab-induced cytotoxicity.
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  • 文章类型: Journal Article
    背景:这项研究比较了大型脑转移(LMB)的四种管理范式:分割SRS(FSRS),分段SRS(SSRS),切除和术后FSRS(post-FSRS)或术前SRS(pre-op-SRS)。
    方法:评估了2017年7月至2022年1月在一家高等教育机构中患有LBM(≥2cm)的患者。主要终点是局部故障(LF),放射性坏死(RN),软脑膜疾病(LMD),这些变量的组合,和远端颅内衰竭(DIF)。灰色检验比较累积发生率,将死亡视为竞争风险,随机生存森林(RSF)机器学习模型也用于评估数据。
    结果:183例患者接受了234例LBM治疗:后FSRS占31.6%,SSRS为28.2%,FSRS为20.1%,和20.1%的preop-SRS。非手术策略和手术策略之间的1年综合终点总发生率相当(21比20%),但1年RN率为8%对4%(p=0.012),1年总生存期(OS)为48vs.69%(p=0.001),1年LMD率为5比10%(p=0.052)。1年RN率存在差异(7%FSRS,3%post-FSRS,5%pre-op-SRS,10%SSRS,p=0.037)。通过RSF分析,复合终点的包外错误率为47%,确定的高危因素包括广泛的颅外疾病,>5总病变,和乳腺癌组织学。
    结论:这是第一项对四种SRS方法进行头对头回顾性比较的研究,解决LBM文献中治疗范式中缺乏随机数据的问题。尽管有患者特征的趋势,在LF中没有发现显著差异,复合端点,非手术入路和手术入路之间的DIF率。
    BACKGROUND: This study compares four management paradigms for large brain metastasis (LMB): fractionated SRS (FSRS), staged SRS (SSRS), resection and postoperative-FSRS (postop-FSRS) or preoperative-SRS (preop-SRS).
    METHODS: Patients with LBM (≥ 2 cm) between July 2017 and January 2022 at a single tertiary institution were evaluated. Primary endpoints were local failure (LF), radiation necrosis (RN), leptomeningeal disease (LMD), a composite of these variables, and distant intracranial failure (DIF). Gray\'s test compared cumulative incidence, treating death as a competing risk with a random survival forests (RSF) machine-learning model also used to evaluate the data.
    RESULTS: 183 patients were treated to 234 LBMs: 31.6% for postop-FSRS, 28.2% for SSRS, 20.1% for FSRS, and 20.1% for preop-SRS. The overall 1-year composite endpoint rates were comparable (21 vs 20%) between nonoperative and operative strategies, but 1-year RN rate was 8 vs 4% (p = 0.012), 1-year overall survival (OS) was 48 vs. 69% (p = 0.001), and 1-year LMD rate was 5 vs 10% (p = 0.052). There were differences in the 1-year RN rates (7% FSRS, 3% postop-FSRS, 5% preop-SRS, 10% SSRS, p = 0.037). With RSF analysis, the out-of-bag error rate for the composite endpoint was 47%, with identified top-risk factors including widespread extracranial disease, > 5 total lesions, and breast cancer histology.
    CONCLUSIONS: This is the first study to conduct a head-to-head retrospective comparison of four SRS methods, addressing the lack of randomized data in LBM literature amongst treatment paradigms. Despite patient characteristic trends, no significant differences were found in LF, composite endpoint, and DIF rates between non-operative and operative approaches.
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  • 文章类型: Journal Article
    脑转移瘤(BMs)是最常见的颅内肿瘤类型,是一个重要的健康问题。影响大约10%到30%的肿瘤患者。虽然正在取得重大进展,脑转移过程的许多方面以及由此产生的病变的生长仍未得到很好的理解。需要对生长动力学和对这些肿瘤的治疗的反应有更好的理解。数学模型已被证明对于在癌症研究的不同领域进行推断和预测很有价值,但是很少有数学著作考虑过BMs。这项全面审查旨在建立一个统一的平台,并有助于促进致力于增强我们对这种复杂而具有挑战性的疾病的数学理解的新兴努力。我们专注于有关BM的数学建模研究的初始阶段所取得的进展以及从此类研究中获得的重要见解。我们还探讨了数学建模在预测治疗结果和提高面对BMs的患者的临床决策质量方面的重要作用。
    Brain metastases (BMs) are the most common intracranial tumor type and a significant health concern, affecting approximately 10% to 30% of all oncological patients. Although significant progress is being made, many aspects of the metastatic process to the brain and the growth of the resulting lesions are still not well understood. There is a need for an improved understanding of the growth dynamics and the response to treatment of these tumors. Mathematical models have been proven valuable for drawing inferences and making predictions in different fields of cancer research, but few mathematical works have considered BMs. This comprehensive review aims to establish a unified platform and contribute to fostering emerging efforts dedicated to enhancing our mathematical understanding of this intricate and challenging disease. We focus on the progress made in the initial stages of mathematical modeling research regarding BMs and the significant insights gained from such studies. We also explore the vital role of mathematical modeling in predicting treatment outcomes and enhancing the quality of clinical decision-making for patients facing BMs.
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  • 文章类型: Journal Article
    目的:放射不良反应(ARE)与肿瘤复发或进展(TRP)之间的区别是脑肿瘤患者随访的主要决策点。免疫疗法的出现,靶向治疗和放射外科治疗使得这种区别在几种临床情况下难以实现.对比清除分析(CCA)是一种有用的技术,可以为临床决策提供信息,但迄今为止仅在高级别神经胶质瘤的背景下进行了组织学验证。
    方法:这是一组7名患者,在2018年至2023年期间接受治疗,治疗各种脑部病变,包括脑转移,非典型脑膜瘤,和高级别神经胶质瘤.使用具有对比剂清除分析的MRI来告知临床决策,并根据需要对患者进行手术切除。将所有病例的组织病理学结果与CCA结果进行比较。
    结果:所有7例患者均接受了伽玛刀放射外科治疗,并接受了定期MR成像随访。当需要区分肿瘤复发和放射性坏死时,所有患者都接受了CCA,随后接受了指示的手术。在所有病例中均发现CCA发现与组织学发现的一致性(100%)。
    结论:根据先前对GBM的研究和我们系列的手术发现,在广泛的脑肿瘤病理中,MRI发现的延迟对比剂外渗与组织病理学密切相关。CCA可以提供快速诊断,并对患者的治疗和结果有直接影响。
    OBJECTIVE: The differentiation between adverse radiation effects (ARE) and tumor recurrence or progression (TRP) is a major decision-making point in the follow-up of patients with brain tumors. The advent of immunotherapy, targeted therapy and radiosurgery has made this distinction difficult to achieve in several clinical situations. Contrast clearance analysis (CCA) is a useful technique that can inform clinical decisions but has so far only been histologically validated in the context of high-grade gliomas.
    METHODS: This is a series of 7 patients, treated between 2018 and 2023, for various brain pathologies including brain metastasis, atypical meningioma, and high-grade glioma. MRI with contrast clearance analysis was used to inform clinical decisions and patients underwent surgical resection as indicated. The histopathology findings were compared with the CCA findings in all cases.
    RESULTS: All seven patients had been treated with gamma knife radiosurgery and were followed up with periodic MR imaging. All patients underwent CCA when the necessity to distinguish tumor recurrence from radiation necrosis arose, and subsequently underwent surgery as indicated. Concordance of CCA findings with histological findings was found in all cases (100%).
    CONCLUSIONS: Based on prior studies on GBM and the surgical findings in our series, delayed contrast extravasation MRI findings correlate well with histopathology across a wide spectrum of brain tumor pathologies. CCA can provide a quick diagnosis and have a direct impact on patients\' treatment and outcomes.
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  • 文章类型: Journal Article
    激光间质热疗是神经外科治疗颅内肿瘤的一种微创治疗选择,包括复发性胶质瘤.该技术采用靶组织的热消融来实现肿瘤控制,并通过磁共振测温实时监测肿瘤的范围,允许对病变进行有针对性的热损伤。激光间质热疗作为复发性神经胶质瘤的治疗选择,由于其微创性质,已经引起了人们的兴趣。更短的恢复时间,即使在患有多种合并症的患者中也能使用,并有可能提供局部肿瘤控制。它可以用作独立治疗或与其他疗法结合使用,如化疗或放疗。我们描述了有关多项研究和病例报告的最新更新,这些研究和病例报告已评估了激光间质热疗对复发性胶质瘤的疗效和安全性。这些研究报告了不同的结果,在肿瘤控制和患者生存方面,一些人证明了有希望的结果,而其他人则表现出不同的结果。激光间质热疗的成功取决于各种因素,包括肿瘤特征,患者选择,以及手术团队的经验,但是未来复发胶质瘤的治疗方向将包括联合治疗方法,包括激光间质热疗,特别是在深层的大脑区域。需要精心设计的前瞻性研究来确定激光间质热疗在复发性神经胶质瘤治疗中的作用。
    Laser Interstitial Thermotherapy is a minimally invasive treatment option in neurosurgery for intracranial tumors, including recurrent gliomas. The technique employs the thermal ablation of target tissue to achieve tumor control with real-time monitoring of the extent by magnetic resonance thermometry, allowing targeted thermal injury to the lesion. Laser Interstitial Thermotherapy has gained interest as a treatment option for recurrent gliomas due to its minimally invasive nature, shorter recovery times, ability to be used even in patients with numerous comorbidities, and potential to provide local tumor control. It can be used as a standalone treatment or combined with other therapies, such as chemotherapy or radiation therapy. We describe the most recent updates regarding several studies and case reports that have evaluated the efficacy and safety of Laser Interstitial Thermotherapy for recurrent gliomas. These studies have reported different outcomes, with some demonstrating promising results in terms of tumor control and patient survival, while others have shown mixed outcomes. The success of Laser Interstitial Thermotherapy depends on various factors, including tumor characteristics, patient selection, and the experience of the surgical team, but the future direction of treatment of recurrent gliomas will include a combined approach, comprising Laser Interstitial Thermotherapy, particularly in deep-seated brain regions. Well-designed prospective studies will be needed to establish with certainty the role of Laser Interstitial Thermotherapy in the treatment of recurrent glioma.
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  • 文章类型: Journal Article
    目的:立体定向放射外科(SRS)后放射坏死(RN)可能难以从影像学上识别肿瘤进展。这项研究的目的是研究影像组学和机器学习(ML)在使用SRS治疗的脑转移患者中区分RN与复发的实用性。
    方法:回顾性分析了接受SRS治疗的脑转移患者,这些患者发生RN或肿瘤复发。使用ANTsPy和PyRadiomics进行图像预处理和影像组学特征提取,从MRIT1加权后对比(T1c)产生105个特征,T2和流体衰减反转恢复(FLAIR)图像。单变量分析评估个体特征的显著性。多变量分析对通过特征选择被识别为最具鉴别力的特征采用了各种分类器。ML模型通过交叉验证进行评估,根据受试者工作特征(ROC)曲线(AUC)下面积选择最佳模型。特异性,灵敏度,计算F1评分。
    结果:在55例患者中发现了66个病灶。在单变量分析中,来自T1c序列的27个特征具有统计学意义,而T2或FLAIR序列无显著特征。对于临床变量,SRS后仅使用免疫治疗有意义.对T1c序列特征的多变量分析得出的AUC为76.2%(标准偏差[SD]±12.7%),区分放射性坏死与复发的特异性和敏感性分别为75.5%(±13.4%)和62.3%(±19.6%)。
    结论:使用ML的Radiomics可能有助于区分SRS后RN和肿瘤复发的诊断能力。需要进一步的工作来在更大的多机构队列中验证这一点,并前瞻性地评估其在患者护理中的实用性。
    OBJECTIVE: Radiation necrosis (RN) can be difficult to radiographically discern from tumor progression after stereotactic radiosurgery (SRS). The objective of this study was to investigate the utility of radiomics and machine learning (ML) to differentiate RN from recurrence in patients with brain metastases treated with SRS.
    METHODS: Patients with brain metastases treated with SRS who developed either RN or tumor reccurence were retrospectively identified. Image preprocessing and radiomic feature extraction were performed using ANTsPy and PyRadiomics, yielding 105 features from MRI T1-weighted post-contrast (T1c), T2, and fluid-attenuated inversion recovery (FLAIR) images. Univariate analysis assessed significance of individual features. Multivariable analysis employed various classifiers on features identified as most discriminative through feature selection. ML models were evaluated through cross-validation, selecting the best model based on area under the receiver operating characteristic (ROC) curve (AUC). Specificity, sensitivity, and F1 score were computed.
    RESULTS: Sixty-six lesions from 55 patients were identified. On univariate analysis, 27 features from the T1c sequence were statistically significant, while no features were significant from the T2 or FLAIR sequences. For clinical variables, only immunotherapy use after SRS was significant. Multivariable analysis of features from the T1c sequence yielded an AUC of 76.2% (standard deviation [SD] ± 12.7%), with specificity and sensitivity of 75.5% (± 13.4%) and 62.3% (± 19.6%) in differentiating radionecrosis from recurrence.
    CONCLUSIONS: Radiomics with ML may assist the diagnostic ability of distinguishing RN from tumor recurrence after SRS. Further work is needed to validate this in a larger multi-institutional cohort and prospectively evaluate it\'s utility in patient care.
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