PCNSL

PCNSL
  • 文章类型: Journal Article
    背景:这项PET/MRI研究比较了对比增强MRI,18F-FACBC-,和18F-FDG-PET在高剂量甲氨蝶呤化疗前后患者原发性中枢神经系统淋巴瘤(PCNSL)的检测中。3名具有免疫能力的弥漫性大B细胞淋巴瘤的PCNSL患者在基线和反应评估时接受了动态18F-FACBC-和18F-FDG-PET/MRI。通过对比增强T1MRI(ce-MRI)和视觉PET示踪剂摄取的临床评估来定义病变检测。评估SUV和肿瘤背景比(TBR)(对于18F-FACBC和18F-FDG)和时间-活性曲线(对于18F-FACBC)。
    结果:在基线时,用18F-FACBC在高SUV和TBR的情况下也检测到7个ce-MRI检测到的病变(SUVmax:平均值,4.73,TBRmax:平均值,9.32,SUVpeak:平均,3.21,TBRpeak:平均值:6.30)。18F-FACBC检测到的病变的高TBR值归因于低SUVbackground。基线18F-FDG检测到6个高SUV病变(SUVmax:平均值,13.88)。在响应扫描中,CE-MRI检测到两个病变,而18F-FACBC仅检测到一种。18F-FACBC未检测到的病变是一个小的不典型MRI检测到的病变,这可能表明没有残留疾病,因为该患者在初次诊断后12个月仍处于完全缓解状态。在响应扫描中使用18F-FDG未检测到病变。
    结论:18F-FACBC提供了较高的肿瘤对比度,在基线和反应评估中,病变检测优于18F-FDG。18F-FACBC在PCNSL检测和反应评估中可能是CE-MRI的有用补充,但需要进一步的研究来验证这些发现。审判登记ClinicalTrials.gov.2017年6月15日注册(标识符:NCT03188354,https://clinicaltrials.gov/study/NCT03188354)。
    BACKGROUND: This PET/MRI study compared contrast-enhanced MRI, 18F-FACBC-, and 18F-FDG-PET in the detection of primary central nervous system lymphomas (PCNSL) in patients before and after high-dose methotrexate chemotherapy. Three immunocompetent PCNSL patients with diffuse large B-cell lymphoma received dynamic 18F-FACBC- and 18F-FDG-PET/MRI at baseline and response assessment. Lesion detection was defined by clinical evaluation of contrast enhanced T1 MRI (ce-MRI) and visual PET tracer uptake. SUVs and tumor-to-background ratios (TBRs) (for 18F-FACBC and 18F-FDG) and time-activity curves (for 18F-FACBC) were assessed.
    RESULTS: At baseline, seven ce-MRI detected lesions were also detected with 18F-FACBC with high SUVs and TBRs (SUVmax:mean, 4.73, TBRmax: mean, 9.32, SUVpeak: mean, 3.21, TBRpeak:mean: 6.30). High TBR values of 18F-FACBC detected lesions were attributed to low SUVbackground. Baseline 18F-FDG detected six lesions with high SUVs (SUVmax: mean, 13.88). In response scans, two lesions were detected with ce-MRI, while only one was detected with 18F-FACBC. The lesion not detected with 18F-FACBC was a small atypical MRI detected lesion, which may indicate no residual disease, as this patient was still in complete remission 12 months after initial diagnosis. No lesions were detected with 18F-FDG in the response scans.
    CONCLUSIONS: 18F-FACBC provided high tumor contrast, outperforming 18F-FDG in lesion detection at both baseline and in response assessment. 18F-FACBC may be a useful supplement to ce-MRI in PCNSL detection and response assessment, but further studies are required to validate these findings. Trial registration ClinicalTrials.gov. Registered 15th of June 2017 (Identifier: NCT03188354, https://clinicaltrials.gov/study/NCT03188354 ).
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  • 文章类型: Journal Article
    神经系统表现是人类免疫缺陷病毒(HIV)患者的主要问题之一。次级频谱包括占位性病变(SOL),包括结核瘤,隐球菌病,念珠菌病,弓形虫病,原发性中枢神经系统淋巴瘤(PCNSL),和进行性多灶性白质脑病(PML)。
    为了评估神经系统表现,疾病结果,以及它们与HIV患者分化簇4(CD4)计数的关联。
    这个单中心,prospective,观察性研究是在三级保健研究所的普通医学系进行的,为期2年(2017年1月至2018年12月)。该研究包括150名已知或新诊断的CNSSOLHIV患者。体检,实验室调查,对每个病人进行成像,并注意到了调查结果。
    患者主要表现为偏瘫(52%),涉及额叶区域(38.7%),并被诊断为结核瘤(29.3%)。其他诊断为弓形虫病(22.7%),PML(17.3%),PCNSL(15.3%),脑脓肿(10%),和脑囊虫病(5.3%)。150名患者中,136人(90.7%)是幸存者,14人(9.3%)为非幸存者.弓形虫病(P<0.0001)和PCNSL(P=0.02)患者的平均CD4计数明显减少,与SOL的其他原因相比,结核瘤(P<0.0001)和脑脓肿(P=0.0009)的患者明显更高。此外,平均CD4计数与幸存者和非幸存者无显著相关性(P=0.28).
    在HIV患者中,弓形虫病和PCNSL中的CD4计数明显较低,高结核瘤和脑脓肿.
    UNASSIGNED: Neurological manifestations are one of the major concerns for patients with human immunodeficiency virus (HIV). The secondary spectrum includes space-occupying lesions (SOL), including tuberculoma, cryptococcosis, candidiasis, toxoplasmosis, primary central nervous system lymphoma (PCNSL), and progressive multifocal leukoencephalopathy (PML).
    UNASSIGNED: To assess the neurological manifestations, disease outcome, and their associations with cluster of differentiation 4 (CD4) counts in patients with HIV.
    UNASSIGNED: This single-center, prospective, observational study was performed in the Department of General Medicine of a tertiary care institute, over a period of 2 years (January 2017 to December 2018). The study included 150 known or newly diagnosed HIV patients with CNS SOL. The physical examination, laboratory investigations, and imaging were conducted on every patient, and the findings were noted.
    UNASSIGNED: The patients mainly presented with hemiparesis (52%), had involvement of the frontal region (38.7%), and were diagnosed with tuberculoma (29.3%). Other diagnoses were toxoplasmosis (22.7%), PML (17.3%), PCNSL (15.3%), brain abscess (10%), and neurocysticercosis (5.3%). Of 150 patients, 136 (90.7%) were survivors, while 14 (9.3%) were non-survivors. The mean CD4 count was significantly less in patients with toxoplasmosis (P < 0.0001) and PCNSL (P = 0.02), and significantly higher in patients with tuberculoma (P < 0.0001) and brain abscess (P = 0.0009) relative to other causes of SOL. Moreover, the mean CD4 count was not significantly associated with survivors and non-survivors (P = 0.28).
    UNASSIGNED: In patients with HIV, CD4 count was significantly low in toxoplasmosis and PCNSL, and high in tuberculoma and brain abscess.
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  • 文章类型: Journal Article
    ONO-4059-021/2期研究显示了替拉鲁替尼的良好疗效和可接受的安全性,第二代布鲁顿酪氨酸激酶抑制剂,复发/难治性原发性中枢神经系统淋巴瘤(PCNSL)。这里,我们报告了3年随访后的长期疗效和安全性.
    符合条件的患者年龄≥20岁,组织学诊断为PCNSL和KPS≥70。患者接受每日一次口服tirabrutinib,剂量为320或480mg,或480毫克在禁食条件下。
    在2017年10月19日至2019年6月13日之间,纳入了44例患者:33例和9例复发和难治性,分别。320、480和480mg禁食组包括20、7和17名患者,分别。中位随访时间为37.1个月。总有效率为63.6%(95%CI:47.8-77.6),完全缓解(CR)。未经确认的CR,9、7和12名患者有部分反应,分别。中位反应持续时间(DOR)为9.2个月,DOR率为19.8%;中位无进展生存期(PFS)和中位总生存期(OS)为2.9个月,分别,PFS和OS率为13.9%和56.7%,分别。不良事件发生在38例(86.4%):23例(52.3%)中≥3级,包括1例5级事件。在接受长期治疗的患者中,KPS和生活质量(QoL)评分保持得很好。
    结果证明了替拉鲁替尼的长期临床益处,在部分患者中具有深度和持久的反应以及可接受的安全性,而KPS和QoL评分保持不变。
    UNASSIGNED: The ONO-4059-02 phase 1/2 study showed favorable efficacy and acceptable safety profile of tirabrutinib, a second-generation Bruton\'s tyrosine kinase inhibitor, for relapsed/refractory primary central nervous system lymphoma (PCNSL). Here, we report the long-term efficacy and safety after a 3-year follow-up.
    UNASSIGNED: Eligible patients were aged ≥ 20 years with histologically diagnosed PCNSL and KPS of ≥ 70. Patients received oral tirabrutinib once daily at 320 or 480 mg, or 480 mg under fasted conditions.
    UNASSIGNED: Between October 19, 2017, and June 13, 2019, 44 patients were enrolled: 33 and 9 had relapsed and refractory, respectively. The 320, 480, and 480 mg fasted groups included 20, 7, and 17 patients, respectively. The median follow-up was 37.1 months. The overall response rate was 63.6% (95% CI: 47.8-77.6) with complete response (CR), unconfirmed CR, and partial response in 9, 7, and 12 patients, respectively. The median duration of response (DOR) was 9.2 months, with a DOR rate of 19.8%; the median progression-free survival (PFS) and median overall survival (OS) were 2.9 months and not reached, respectively, with PFS and OS rates of 13.9% and 56.7%, respectively. Adverse events occurred in 38 patients (86.4%): grade ≥ 3 in 23 (52.3%) including 1 patient with grade 5 events. KPS and quality of life (QoL) scores were well maintained among patients receiving long-term treatment.
    UNASSIGNED: The results demonstrated the long-term clinical benefit of tirabrutinib, with deep and durable response in a subset of patients and acceptable safety profile, while KPS and QoL scores were maintained.
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  • 文章类型: Letter
    这篇评论评估了一封写给编辑的信,讨论了原发性中枢神经系统淋巴瘤(PCNSL)的预后因素,关注C反应蛋白(CRP)水平,预后营养指数(PNI),和乳酸脱氢酶(LDH)与淋巴细胞的比率。虽然这封信提供了宝贵的见解,限制,包括依赖单中心数据集,缺乏对潜在混杂因素的考虑,现有文献中的语境化不足,并对临床意义进行了有限的讨论。解决这些局限性对于增强PCNSL管理中发现的相关性和适用性至关重要。
    This critique evaluates a letter to the editor discussing prognostic factors in primary central nervous system lymphoma (PCNSL), focusing on C-reactive protein (CRP) levels, prognostic nutritional index (PNI), and lactate dehydrogenase (LDH)-to-lymphocyte ratio. While the letter provides valuable insights, limitations including reliance on a single-center dataset, lack of consideration for potential confounders, insufficient contextualization within existing literature, and limited discussion of clinical implications are identified. Addressing these limitations is crucial for enhancing the relevance and applicability of the findings in PCNSL management.
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  • 文章类型: Journal Article
    原发性中枢神经系统淋巴瘤(PCNSL)是一种侵袭性,罕见的非霍奇金淋巴瘤,以不存在全身性疾病为特征。PCNSL的管理数据有限,没有严格定义的指南。
    这项研究的目的是报告PCNSL治疗10年的经验,评估这些患者的治疗结果和无进展生存期和总生存期。
    对血液诊所进行了研究,临床中心萨拉热窝大学,BH,从2012年1月起。-2022年12月。共纳入24名患者的样本。所有人都接受了诊断性手术。患者接受基于高剂量甲氨蝶呤的治疗方案,有/没有全脑放疗作为巩固。通过成像技术捕获治疗反应。使用成像技术评估复发的患者,并根据基于甲氨蝶呤的治疗方案进行治疗。
    我们注意到性别分布平等。患者的中位年龄为59.5岁(范围20-79)。病理组织学分析证实DLBCL诊断22例,T细胞淋巴瘤和间变性大细胞淋巴瘤,每人1名患者。化疗,化疗联合WBRT和放疗分别给予5、18和1例患者,分别。总体完全缓解率(CR)为87,15%。接受综合治疗的患者的CR高于接受化疗的患者(94,4%对60%)。在24名患者中,其中11人复发了。中位复发时间为29个月(1至105个月)。二线治疗后,CR为54.5%,而4545%的患者在治疗期间死亡。4例患者第二次复发,中位复发时间为9个月(从2到77)。2年OS率为67%,中位OS率为45,9个月。2年PFS率为31%。
    OS和PFS率表明在PCNSL患者中使用新药和自体干细胞移植以获得更好的治疗结果。
    UNASSIGNED: Primary central nervous system lymphoma(PCNSL) is an aggressive, rare form of Non-Hodgkin lymphoma, characterized by the absence of systemic disease. There are limited data and no strictly defined guidelines for management of PCNSL.
    UNASSIGNED: The aim of this study was to report a 10 year experience of PCNSL treatment, to evaluate treatment outcomes and asses Progression Free and Overall Survival of these patients.
    UNASSIGNED: Study was conducted on the Haematology Clinic, Clinical center University of Sarajevo, BH, in the period from January 2012.-December 2022. Total sample of 24 patients were enrolled. All have undergone diagnostic surgery. Patients were treated with regimens based on High dose Methotrexate, with/without whole brain radiotherapy as consolidation. Treatment response was captured by imaging techniques. Patients who have relapsed were evaluated with imaging techniques and treated according to Methotrexate-based treatment protocols.
    UNASSIGNED: We have captured equal gender distribution. The median age of patients was 59.5 years (range 20-79). Pathohistological analysis confirmed DLBCL diagnosis in 22 patients, T cell lymphoma and anaplastic large cell lymphoma, each in 1 patient. Chemotherapy, chemotherapy combined with WBRT and radiotherapy were given to 5, 18 and 1 patients, respectively. The overall complete response rate (CR) was 87,15%. Those receiving combined modality-treatment had higher CR than those receiving chemotherapy (94,4% versus 60%). Out of 24 patients, 11 of them relapsed. The median time to relapse was 29 months (from 1 to 105). After second line of the treatment, CR was 54,5%, while 45,45% of patients died during the treatment. 4 patients relapsed for the second time with median time to relapse of 9 months (from 2 to 77). 2 year OS rate was 67%, and the median OS rate was 45,9 months. 2 year PFS rate was 31%.
    UNASSIGNED: The OS and PFS rates indicate the usage of new drugs and consolidation with autologous stem cell transplantation in patients with PCNSL in order to achieve better treatment outcomes.
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  • 文章类型: Clinical Trial, Phase III
    背景:关于利妥昔单抗治疗原发性中枢神经系统淋巴瘤(PCNSL)疗效的研究报告了相互矛盾的结果。我们的国际随机III期研究表明,在高剂量甲氨蝶呤中加入利妥昔单抗,BCNU,替尼泊苷和泼尼松龙(MBVP)在PCNSL中的短期疗效不佳。在这里,我们提供了中位随访82.3个月后的长期结果。
    方法:199名符合条件的新诊断,年龄18-70岁,WHO表现状态0-3的非免疫功能低下的PCNSL患者被随机分为MBVP化疗联合或不联合利妥昔单抗治疗,其次是高剂量阿糖胞苷巩固反应患者,年龄≤60岁患者的WBRT剂量减少。无事件生存期是主要终点。总生存率,神经认知功能(NCF),并对健康相关生活质量(HRQoL)进行了额外评估,使用IPCG测试电池,EORTCQLQ-C30和QLQ-BN20问卷,分别。
    结果:对于无事件生存,风险比为0.85,95%置信区间0.61-1.18,p=0.33.MBVP和R-MBVP的5年总生存率分别为49%(39-59)和53%(43-63)。总的来说,MBVP组64例死亡,R-MBVP组55例死亡,其中69%归因于PCNSL。在团体层面,治疗开始后,NCF和HRQoL的所有领域均改善至临床相关程度,此后保持稳定长达60个月的随访,除了电机速度在24到60个月之间恶化。虽然疲劳最初有所改善,高水平长期持续存在。
    结论:长期随访证实,除了MBVP和HD-阿糖胞苷用于PCNSL外,利妥昔单抗缺乏附加值。
    Studies on the efficacy of rituximab in primary CNS lymphoma (PCNSL) reported conflicting results. Our international randomized phase 3 study showed that the addition of rituximab to high-dose methotrexate, BCNU, teniposide, and prednisolone (MBVP) in PCNSL was not efficacious in the short term. Here we present long-term results after a median follow-up of 82.3 months.
    One hundred and ninety-nine eligible newly diagnosed, nonimmunocompromised patients with PCNSL aged 18-70 years with WHO performance status 0-3 was randomized between treatment with MBVP chemotherapy with or without rituximab, followed by high-dose cytarabine consolidation in responding patients, and reduced-dose WBRT in patients aged ≤ 60 years. Event-free survival was the primary endpoint. Overall survival rate, neurocognitive functioning (NCF), and health-related quality of life (HRQoL) were additionally assessed, with the IPCG test battery, EORTC QLQ-C30 and QLQ-BN20 questionnaires, respectively.
    For event-free survival, the hazard ratio was 0.85, 95% CI 0.61-1.18, P = .33. Overall survival rate at 5 years for MBVP and R-MBVP was 49% (39-59) and 53% (43-63) respectively. In total, 64 patients died in the MBVP arm and 55 in the R-MBVP arm, of which 69% were due to PCNSL. At the group level, all domains of NCF and HRQoL improved to a clinically relevant extent after treatment initiation, and remained stable thereafter up to 60 months of follow-up, except for motor speed which deteriorated between 24 and 60 months. Although fatigue improved initially, high levels persisted in the long term.
    Long-term follow-up confirms the lack of added value of rituximab in addition to MBVP and HD-cytarabine for PCNSL.
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  • 文章类型: Journal Article
    原发性中枢神经体系淋巴瘤(PCNSL)是一种罕见的侵袭性颅内肿瘤。然而,PCNSL对辐射敏感;因此,通常选择全脑放疗(WBRT)作为替代巩固治疗.WBRT相关迟发性神经毒性可影响老年人的生活质量。5-氨基乙酰丙酸(ALA)是血红素的天然前体,已被广泛用作脑肿瘤手术中的活分子荧光标记。实验研究表明,5-ALA和电离辐射(IR)联合治疗,表示为放射动力疗法(RDT),导致癌症中的肿瘤抑制,包括神经胶质瘤,黑色素瘤,结直肠癌,前列腺癌,乳腺癌和肺癌;然而,据我们所知,这种方法尚未在淋巴瘤中进行研究。本研究旨在探讨5-ALA对淋巴瘤细胞的放射动力学作用。在正常和缺氧条件下,在淋巴瘤细胞中评估了5-ALA诱导的原卟啉IX(PpIX)的合成(Raji,HKBML和TK)。随后,使用集落形成试验评估5-ALA的放射动力学效应,并使用流式细胞术检查RDT后活性氧(ROS)的产生.最后,评估淋巴瘤细胞的线粒体密度。在流式细胞术分析中,淋巴瘤细胞表现出5-ALA诱导的PpIX的高积累,在正常和低氧条件下的集落形成测定中,与未用5-ALA处理的细胞相比,用5-ALA处理的细胞在IR下的存活分数降低。尽管与IR后立即(0h)相比,IR后12h的ROS产生增加,在常氧条件下,用5-ALA预处理可增强每种淋巴瘤细胞系中延迟的ROS产生。在低氧条件下,与5-ALA未处理的细胞在0h相比,Raji和TK细胞在IR后12h表现出ROS产生的增加。Raji,HKBML和TK细胞在IR后12小时表现出ROS产生的增加,与5-ALA处理的细胞在0小时相比,在低氧条件下,与5-ALA未处理的细胞相比,TK细胞在IR后12小时表现出ROS产生的增强。其他研究表明,受损的线粒体通过代谢过程产生ROS,然后损伤周围正常线粒体的其余部分,因此在肿瘤细胞内传播氧化应激并导致细胞死亡。因此,我们假设IR后氧化应激的传播与肿瘤细胞线粒体密度相关.即,5-ALA附着的PpIX的高积累可能促进IR后肿瘤细胞线粒体中ROS的产生,并通过氧化应激的传播抑制细胞存活部分。在集落形成试验中,用5-ALA的RDT抑制了Raji细胞集落的形成。同时,Raji细胞的线粒体密度高于其他细胞系。在常氧条件下,用5-ALA预处理可增强淋巴瘤细胞IR后延迟的ROS产生。在缺氧条件下,与5-ALA未处理组相比,5-ALA处理组只有TK细胞在IR后12小时表现出ROS产生的增强。尽管需要进一步的研究来评估缺氧条件对淋巴瘤细胞的影响,结果表明,在正常和低氧条件下,RDT与5-ALA可以抑制淋巴瘤细胞集落的形成。因此,使用5-ALA的RDT是PCNSL的潜在治疗选择。
    Primary central nervous system lymphoma (PCNSL) is a rare and aggressive type of intracranial tumor. However, PCNSL is radiosensitive; thus, whole-brain radiotherapy (WBRT) is often selected as an alternative consolidation therapy. WBRT-related delayed neurotoxicity can affect the quality of life of the elderly. 5-aminolevulinic acid (ALA) is a natural precursor of heme and has been widely used as a live molecular fluorescence marker in brain tumor surgery. Experimental studies have demonstrated that combination therapy with 5-ALA and ionizing irradiation (IR), denoted radiodynamic therapy (RDT), resulted in tumor suppression in cancer, including glioma, melanoma, colorectal cancer, prostate cancer, breast cancer and lung cancer; however, to the best of our knowledge, this method has not been investigated in lymphoma. The present study aimed to investigate the radiodynamic effect of 5-ALA on lymphoma cells in vitro. The synthesis of 5-ALA-induced protoporphyrin IX (PpIX) was assessed under normal and hypoxic conditions in lymphoma cells (Raji, HKBML and TK). Subsequently, the radiodynamic effect of 5-ALA was evaluated using a colony formation assay and reactive oxygen species (ROS) production after RDT was examined using flow cytometry. Finally, the mitochondrial density in the lymphoma cells was evaluated. Lymphoma cells exhibited a high accumulation of 5-ALA-induced PpIX in the flow cytometric analysis, and a decrease in the surviving fraction under IR in cells with 5-ALA treatment compared with cells not treated with 5-ALA in the colony formation assay under normal and hypoxic conditions. Although ROS production 12 h after IR was increased compared with that immediately after IR (0 h), pretreatment with 5-ALA enhanced the delayed ROS production in each lymphoma cell line under normoxic conditions. Raji and TK cells exhibited an increase in ROS production 12 h after IR compared with that at 0 h in the 5-ALA-untreated cells under hypoxic conditions. Raji, HKBML and TK cells exhibited an increase in ROS production 12 h after IR compared with that at 0 h in the 5-ALA-treated cells, while TK cells exhibited enhancement of ROS production 12 h after IR in 5-ALA-treated cells compared with 5-ALA-untreated cells under hypoxic conditions. Other studies have demonstrated that impaired mitochondria damaged by IR produce ROS via the metabolic process, then damage the rest of the surrounding normal mitochondria, consequently propagating oxidative stress within tumor cells and leading to cell death. Thus, we hypothesized that the propagating oxidative stress after IR was associated with mitochondrial density in tumor cells. Namely, high accumulation of 5-ALA-indcued PpIX may promote ROS production in mitochondria of tumor cells after IR, and suppress the cell surviving fraction via the propagation of oxidative stress. In the colony formation assay, Raji cell colony formation was suppressed by RDT with 5-ALA. Simultaneously, the mitochondrial density in the Raji cells was higher than that in other cell lines. Pretreatment with 5-ALA enhanced delayed ROS production after IR in lymphoma cells under normoxic conditions. Under hypoxic conditions, only TK cells exhibited enhancement of ROS production 12 h after IR in the 5-ALA-treated group compared with the 5-ALA-untreated group. Although further studies evaluating the effect of hypoxic conditions in lymphoma cells are needed, the results suggested that RDT with 5-ALA could suppress colony formation under normal and hypoxic conditions in lymphoma cells. Therefore, RDT with 5-ALA is a potential treatment option for PCNSL.
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  • 文章类型: Journal Article
    目的:原发性中枢神经系统淋巴瘤(PCNSL)是一种罕见的,侵袭性形式的结外非霍奇金淋巴瘤。提前预测总生存期(OS)至关重要,因为它有可能帮助临床决策。尽管基于影像组学的机器学习(ML)在PCNSL中表现出了有希望的性能,它需要事先从磁共振图像中进行大量的人工特征提取。深度学习(DL)克服了这一限制。
    方法:在本文中,我们定制了3DResNet来预测PCNSL患者的OS。为了克服数据稀疏性的限制,我们引入了数据增强和迁移学习,我们使用r分层k折交叉验证来评估结果。为了解释我们模型的结果,应用梯度加权类激活映射。
    结果:我们在对比后T1加权(T1Gd)曲线下面积上获得最佳性能(标准误差)[公式:见正文],精度[公式:见文本],精度[公式:见文本],召回[公式:见文本]和F1得分[公式:见文本],与基于ML的临床数据和影像组学数据模型相比,分别,进一步证实了我们模型的稳定性。此外,我们观察到PCNSL是一种全脑疾病,在OS小于1年的情况下,很难区分肿瘤边界和大脑的正常部分,这与临床结果一致。
    结论:所有这些结果表明T1Gd可以改善PCNSL患者的预后预测。据我们所知,这是首次使用DL解释PCNSL患者OS分类中的模型模式。未来的工作将涉及收集更多PCNSL患者的数据,或针对不同罕见疾病患者人群的其他回顾性研究,进一步推广我们模型的临床作用。
    OBJECTIVE: Primary central nervous system lymphoma (PCNSL) is a rare, aggressive form of extranodal non-Hodgkin lymphoma. To predict the overall survival (OS) in advance is of utmost importance as it has the potential to aid clinical decision-making. Though radiomics-based machine learning (ML) has demonstrated the promising performance in PCNSL, it demands large amounts of manual feature extraction efforts from magnetic resonance images beforehand. deep learning (DL) overcomes this limitation.
    METHODS: In this paper, we tailored the 3D ResNet to predict the OS of patients with PCNSL. To overcome the limitation of data sparsity, we introduced data augmentation and transfer learning, and we evaluated the results using r stratified k-fold cross-validation. To explain the results of our model, gradient-weighted class activation mapping was applied.
    RESULTS: We obtained the best performance (the standard error) on post-contrast T1-weighted (T1Gd)-area under curve [Formula: see text], accuracy [Formula: see text], precision [Formula: see text], recall [Formula: see text] and F1-score [Formula: see text], while compared with ML-based models on clinical data and radiomics data, respectively, further confirming the stability of our model. Also, we observed that PCNSL is a whole-brain disease and in the cases where the OS is less than 1 year, it is more difficult to distinguish the tumor boundary from the normal part of the brain, which is consistent with the clinical outcome.
    CONCLUSIONS: All these findings indicate that T1Gd can improve prognosis predictions of patients with PCNSL. To the best of our knowledge, this is the first time to use DL to explain model patterns in OS classification of patients with PCNSL. Future work would involve collecting more data of patients with PCNSL, or additional retrospective studies on different patient populations with rare diseases, to further promote the clinical role of our model.
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  • 文章类型: Journal Article
    原发性中枢神经系统淋巴瘤(PCNSL)是一种侵袭性肿瘤,预后不良。尽管治疗进展显著改善了总生存率(OS),许多患者对基于HD-MTX的化疗无反应(15-25%)或在初次缓解后出现复发(25-50%).对治疗反应不佳的原因尚不清楚。因此,迫切需要为PCNSL开发改进的预测模型。在这项研究中,我们调查了影像组学特征是否可以改善PCNSL患者的预后预测.共纳入80例诊断为PCNSL的患者。一个病人亚组,具有完整的磁共振成像(MRI)系列,选择进行分层分析。在影像组学特征提取和选择之后,测试了不同的机器学习(ML)模型的OS和无进展生存(PFS)预测。要评估所选功能的稳定性,在三个不同时间点扫描的23例患者的图像用于计算类间相关系数(ICC),并评估原始图像和标准化图像的每个特征的再现性.从Z分数归一化图像提取的特征比从非归一化图像提取的特征显著更稳定,平均改善约38%(p值<10-12)。ROC曲线下面积(AUC)表明,基于影像组学的预测超过了基于当前临床预后因素的预测,OS提高了23%,PFS提高了50%。分别。这些结果表明,从归一化MR图像中提取的影像组学特征可以改善PCNSL患者的预后分层,并为进一步研究其驱动治疗选择的潜在作用铺平道路。
    Primary Central Nervous System Lymphoma (PCNSL) is an aggressive neoplasm with a poor prognosis. Although therapeutic progresses have significantly improved Overall Survival (OS), a number of patients do not respond to HD-MTX-based chemotherapy (15-25%) or experience relapse (25-50%) after an initial response. The reasons underlying this poor response to therapy are unknown. Thus, there is an urgent need to develop improved predictive models for PCNSL. In this study, we investigated whether radiomics features can improve outcome prediction in patients with PCNSL. A total of 80 patients diagnosed with PCNSL were enrolled. A patient sub-group, with complete Magnetic Resonance Imaging (MRI) series, were selected for the stratification analysis. Following radiomics feature extraction and selection, different Machine Learning (ML) models were tested for OS and Progression-free Survival (PFS) prediction. To assess the stability of the selected features, images from 23 patients scanned at three different time points were used to compute the Interclass Correlation Coefficient (ICC) and to evaluate the reproducibility of each feature for both original and normalized images. Features extracted from Z-score normalized images were significantly more stable than those extracted from non-normalized images with an improvement of about 38% on average (p-value < 10-12). The area under the ROC curve (AUC) showed that radiomics-based prediction overcame prediction based on current clinical prognostic factors with an improvement of 23% for OS and 50% for PFS, respectively. These results indicate that radiomics features extracted from normalized MR images can improve prognosis stratification of PCNSL patients and pave the way for further study on its potential role to drive treatment choice.
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  • 文章类型: Journal Article
    原发性中枢神经系统淋巴瘤是一种罕见但侵袭性的脑恶性肿瘤。即使在目前的护理标准下,它也与不良预后有关。这项研究的目的是评估血脑屏障破坏治疗联合大剂量治疗自体干细胞移植作为原发性中枢神经系统淋巴瘤患者巩固的效果和耐受性。我们对25例未经治疗的原发性中枢神经系统淋巴瘤患者进行了前瞻性II期研究。使用先前优化的治疗方案,在MATRix方案后3-4周开始血脑屏障破坏治疗。简而言之,每个化疗周期包括在第1天和第2天通过颈内动脉或椎动脉中的任一动脉内血脑屏障破坏治疗.患者以3周的间隔接受治疗。在达到最大六个疗程的最大放射学反应后,再继续治疗两个疗程。在88.0%的患者中观察到完全的治疗反应。中位随访时间为30个月,未达到中位无进展生存率和总生存率.2年总生存率和无进展生存率分别为67.1%和70.3%,分别。血脑屏障破坏治疗是原发性中枢神经系统淋巴瘤的有希望的选择,具有可接受的毒性。
    Primary central nervous system lymphoma is a rare but aggressive brain malignancy. It is associated with poor prognosis even with the current standard of care. The aim of this study was to evaluate the effect and tolerability of blood-brain barrier disruption treatment combined with high-dose treatment with autologous stem cell transplantation as consolidation on primary central nervous system lymphoma patients. We performed a prospective phase II study for 25 patients with previously untreated primary central nervous system lymphoma. The blood-brain barrier disruption treatment was initiated 3-4 weeks after the MATRix regimen using the previously optimized therapy protocol. Briefly, each chemotherapy cycle included two subsequent intra-arterial blood-brain barrier disruption treatments on days 1 and 2 via either one of the internal carotid arteries or vertebral arteries. Patients received the therapy in 3-week intervals. The treatment was continued for two more courses after achieving a maximal radiological response to the maximum of six courses. The complete treatment response was observed in 88.0% of the patients. At the median follow-up time of 30 months, median progression-free and overall survivals were not reached. The 2-year overall and progression-free survival rates were 67.1% and 70.3%, respectively. Blood-brain barrier disruption treatment is a promising option for primary central nervous system lymphoma with an acceptable toxicity profile.
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