Bone metastases

骨转移
  • 文章类型: Journal Article
    目的:转移性前列腺癌(mPCa)导致高发病率和死亡率。尤其是内脏转移与缩短的存活相关。我们的目的是解开mPCa肺部传播的分子机制。
    方法:我们对PCa肺转移进行了全面的转录组学分析,其次是候选基因的功能验证。利用NanoString技术对从福尔马林固定的mRNA进行数字基因表达分析,PCa肺转移的石蜡包埋(FFPE)组织。比较原发性PCa和PCa肺转移的基因表达数据,和几个公开可用的生物信息学分析工具被用来注释和验证数据。
    结果:在PCa肺转移中,234个基因显著上调,与原发性PCa相比,78个基因显著下调。癌胚抗原相关细胞粘附分子6(CEACAM6)被鉴定为适合进一步功能验证的候选基因。CEACAM6作为一种细胞粘附分子参与促进几种实体瘤的转移性疾病,如结直肠癌或胃癌。我们发现CEACAM6在PC-3和LNCaP细胞中的siRNA敲低导致细胞活力和迁移降低以及细胞凋亡增强。综合转录组学分析确定了几个可能促进转移扩散到肺的感兴趣基因。
    结论:功能验证表明,CEACAM6可能通过增强增殖在促进PCa患者向肺的转移扩散中起重要作用,PC-3和LNCaP细胞的迁移和抑制凋亡。CEACAM6可能成为预防转移性疾病的有吸引力的治疗靶点。
    OBJECTIVE: Metastatic prostate cancer (mPCa) results in high morbidity and mortality. Visceral metastases in particular are associated with a shortened survival. Our aim was to unravel the molecular mechanisms that underly pulmonary spread in mPCa.
    METHODS: We performed a comprehensive transcriptomic analysis of PCa lung metastases, followed by functional validation of candidate genes. Digital gene expression analysis utilizing the NanoString technology was performed on mRNA extracted from formalin-fixed, paraffin-embedded (FFPE) tissue from PCa lung metastases. The gene expression data from primary PCa and PCa lung metastases were compared, and several publicly available bioinformatic analysis tools were used to annotate and validate the data.
    RESULTS: In PCa lung metastases, 234 genes were considerably up-regulated, and 78 genes were significantly down-regulated when compared to primary PCa. Carcinoembryonic antigen-related cell adhesion molecule 6 (CEACAM6) was identified as suitable candidate gene for further functional validation. CEACAM6 as a cell adhesion molecule has been implicated in promoting metastatic disease in several solid tumors, such as colorectal or gastric cancer. We showed that siRNA knockdown of CEACAM6 in PC-3 and LNCaP cells resulted in decreased cell viability and migration as well as enhanced apoptosis. Comprehensive transcriptomic analyses identified several genes of interest that might promote metastatic spread to the lung.
    CONCLUSIONS: Functional validation revealed that CEACAM6 might play an important role in fostering metastatic spread to the lung of PCa patients via enhancing proliferation, migration and suppressing apoptosis in PC-3 and LNCaP cells. CEACAM6 might pose an attractive therapeutic target to prevent metastatic disease.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:血清骨转换标志物可能在预测乳腺癌(BC)患者骨转移的发展中起作用。我们进行了一项回顾性队列研究,以解决血清骨转换标志物与肿瘤学结局的关联。
    方法:我们纳入了80名女性,在妇科手术,产科和生殖医学,洪堡/萨尔,德国。手术前获得血清样品,并使用酶联免疫吸附测定(ELISA)和放射免疫测定(RIA)评估肿瘤和骨转换标志物的浓度。
    结果:在基线时,1型胶原的吡啶啉交联羧基末端端肽(ICTP)浓度在淋巴结阳性与阴性肿瘤(Mann-Whitney检验p=0.04)。经过79.4个月的中位随访,17例患者发生转移,9个演示在其他器官中,骨转移。在我们的队列中,ICTP在骨转移前的曲线下显示出最佳面积(AUC=0.740,DeLong检验p=0.005)。单变量Cox比例风险模型未能证明血清骨转换标志物与肿瘤学结果(无进展生存期,总体生存率)。
    结论:血清骨转换标志物(例如,ICTP)能够预测骨转移的发展,但与肿瘤学结果无关。在临床实践中使用此类标记物需要进一步的研究和验证。
    BACKGROUND: Serum bone turnover markers might play a role in the prediction of the development of bone metastases in breast cancer (BC) patients. We conducted a retrospective cohort study to address the association of serum bone turnover markers with oncologic outcomes.
    METHODS: We included 80 women with BC, who were operated on at the Department of Gynecology, Obstetrics and Reproductive Medicine, Homburg/Saar, Germany. Serum samples were obtained prior to surgery and were used for estimation of the concentration of tumor and bone turnover markers using enzyme-linked immunosorbent assay (ELISA) and radioimmunoassay (RIA).
    RESULTS: At baseline, pyridinoline cross-linked carboxy-terminal telopeptide of type-1 collagen (ICTP) concentrations were higher in nodal positive vs. negative tumors (Mann-Whitney test p = 0.04). After a median follow-up of 79.4 months, 17 patients developed metastases, with 9 demonstrating, among other organs, osseous metastases. ICTP demonstrated the best area under the curve in the predection of osseous metastases in our cohort (AUC = 0.740, DeLong Test p = 0.005). Univariable Cox proportional hazard models failed to demonstrate significant associations between serum bone turnover markers and oncologic outcomes (progression-free survival, overall survival).
    CONCLUSIONS: Serum bone turnover markers (e.g., ICTP) were able to predict the development of osseous metastases but were not associated with oncologic outcomes. Further investigation and validation are required for the use of such markers in clinical practice.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    我们试图使用质量指标(QIs)来确定姑息性放疗的潜在证据-实践差距。以前使用改进的Delphi方法开发。七个QI用于评估骨转移(BoM)和脑转移(BrM)的放疗质量。依从率计算为推荐医疗护理的患者百分比。随机效应模型用于估计合并的依从率。在邀请的39名放射肿瘤学家中,来自29个中心的29个(74%)参加了调查;13个(45%)是学术医院,16个(55%)是非学术医院。对于QIs,除BoM-4外,汇总合规率高于80%;然而,至少对于一些中心来说,依从率低于这些汇总率.对于BoM-4,关于在恶性脊髓压迫的放疗中同时使用类固醇,合并依从率低至32%.对于BoM-1关于辐射时间表的选择,学术医院的依从率高于非学术医院(P=0.021).对于BrM-3关于立即开始放疗,学术医院的依从率低于非学术医院(P=0.016).总之,总的来说,合规率很高;然而,对于许多QIs来说,至少在一些中心,实践还有待改进。类固醇很少与放射治疗恶性脊髓压迫同时使用。
    We sought to identify potential evidence-practice gaps in palliative radiotherapy using quality indicators (QIs), previously developed using a modified Delphi method. Seven QIs were used to assess the quality of radiotherapy for bone metastases (BoM) and brain metastases (BrM). Compliance rate was calculated as the percentage of patients for whom recommended medical care was conducted. Random effects models were used to estimate the pooled compliance rates. Of the 39 invited radiation oncologists, 29 (74%) from 29 centers participated in the survey; 13 (45%) were academic and 16 (55%) were non-academic hospitals. For the QIs, except for BoM-4, the pooled compliance rates were higher than 80%; however, for at least some of the centers, the compliance rate was lower than these pooled rates. For BoM-4 regarding steroid use concurrent with radiotherapy for malignant spinal cord compression, the pooled compliance rate was as low as 32%. For BoM-1 regarding the choice of radiation schedule, the compliance rate was higher in academic hospitals than in non-academic hospitals (P = 0.021). For BrM-3 regarding the initiation of radiotherapy without delay, the compliance rate was lower in academic hospitals than in non-academic hospitals (P = 0.016). In conclusion, overall, compliance rates were high; however, for many QIs, practice remains to be improved in at least some centers. Steroids are infrequently used concurrently with radiotherapy for malignant spinal cord compression.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    骨转移是晚期癌症的常见和衰弱的后果,通常需要姑息性放射治疗(RT)来缓解疼痛。骨转移的再照射(reRT)通常被认为是在最初的RT疗程后缺乏疼痛缓解后,在对最初的放射治疗过程产生部分但不令人满意的疼痛反应后,或在对初始疗程完全或部分疼痛反应后疼痛复发。NCICCTGSC.20试验,具有里程碑意义的多中心,随机化,非致盲,非劣性对照试验,解决了该患者人群中reRT的最佳剂量分割的关键问题。该试验比较了850例需要reRT的疼痛性骨转移患者中单个8Gy部分与总计20Gy的多个部分的疗效和毒性。主要终点是2个月时的总体疼痛反应,在次要终点的生活质量(QoL)测量中,功能干扰,使用患者报告的问卷和欧洲癌症研究与治疗组织(EORTC)QLQ-C30评估毒性谱。意向治疗分析显示,两臂之间的疼痛反应没有显着差异,符合预先规定的非劣效性标准。符合方案的分析表明,接受多个部分的患者子集具有潜在的益处,尽管这在统计学上并不稳健。急性毒性在多部分臂中更为普遍,对患者舒适度和医疗保健利用率有影响。重要的是,reRT的应答者报告了功能干扰和QoL的显着改善。该试验的发现支持使用以患者为中心的方法来姑息性RT,强调单一8Gy部分作为毒性更低且更方便的治疗选择的可行性,尽管考虑到患者的个别情况。这些结果对临床实践具有重要意义,在疼痛性骨转移姑息治疗期间,有可能减轻医疗负担,同时优化患者便利性。
    Bone metastases are a common and debilitating consequence of advanced cancer, often necessitating palliative radiation therapy (RT) for pain relief. Reirradiation (reRT) of bone metastases is often considered after lack of pain relief following an initial course of RT, after a partial but unsatisfying pain response to an initial course of radiotherapy, or after pain recurrence following a complete or partial pain response to an initial course of RT. The NCIC CTG SC.20 trial, a landmark multicenter, randomized, non-blinded, controlled non-inferiority trial, addressed the critical question of optimal dose fractionation for reRT in this patient population. This trial compared the efficacy and toxicity of a single 8 Gy fraction to multiple fractions totaling 20 Gy in 850 patients with painful bone metastases requiring reRT. The primary endpoint was overall pain response at 2 months, with secondary endpoints of quality of life (QoL) measures, functional interference, and toxicity profiles assessed using patient-reported questionnaires and the European Organisation for Research and Treatment of Cancer (EORTC) QLQ-C30. The intention-to-treat analysis revealed no significant difference in pain response between the two arms, meeting the pre-specified non-inferiority criteria. The per-protocol analysis suggested a potential benefit for a subset of patients receiving multiple fractions, although this was not statistically robust. Acute toxicities were more prevalent in the multiple fractions arm, with implications for patient comfort and healthcare utilization. Importantly, responders to reRT reported significant improvements in functional interference and QoL. The trial\'s findings support the use of a patient-centric approach to palliative RT, highlighting the viability of a single 8 Gy fraction as a less toxic and more convenient treatment option, albeit with consideration for individual patient circumstances. These results have significant implications for clinical practice, potentially reducing healthcare burdens while optimizing patient convenience during palliative care for painful bone metastases.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    虽然在最初诊断时,少数甲状腺癌(TC)患者存在骨转移(BMs),人们越来越担心它们对预期寿命和生活质量的影响。这项研究的目的是确定与这些患者的总体生存率(OS)和癌症特异性生存率(CSS)相关的预后因素,并根据发现提供治疗建议。
    在这项回顾性队列研究中,我们纳入了从2011.03到2023.03在我科接受治疗的82例被诊断为TC伴BM的患者(平均随访时间为3.02年).根据纳入和排除标准进行回顾性研究。Kaplan-Meier分析用于估计OS和CSS,而单变量和多变量Cox比例风险模型用于确定与OS和CSS相关的预后因素。此外,287名患者的数据来自国家癌症研究所的监测,流行病学,2010年至2015年的最终结果(SEER)数据库,以确认回顾性研究中确定的预后因素。
    82例患者的平均生存时间估计为5.818年(95%置信区间(CI)为4.767至6.868年)。cox回归分析显示年龄较大(风险比(HR)=1.045,95%CI:1.001-1.092,P=0.047),较大的肿瘤大小(>5cm,HR=11.087,95%CI:3.728-32.976,P=0.000),和骨外转移的存在(HR=3.247,95%CI:1.376-7.665,P=0.007)是与CSS恶化相关的有统计学意义的因素。结果在287名SEER来源的患者中得到进一步证实(年龄(HR=1.020,95%CI:1.006-1.034,P=0.006),肿瘤大小(HR=2.917,95%CI:2.044-4.161,P=0.000),和骨外转移(HR=3.726,95%CI:2.571-5.398,P=0.000)。
    这些结果为TC和BMs患者的预后因素提供了基于人群的评估,揭示了那个年龄,原发肿瘤大小(>5cm),和骨外转移的存在是独立的预后因素,与较差的生存相关。因此,对此类患者的治疗应集中于系统综合治疗,而不是手术干预。
    UNASSIGNED: While bone metastases (BMs) are present in a minority of thyroid cancer (TC) patients at the time of initial diagnosis, there has been growing concern regarding their impact on life expectancy and quality of life. The aim of this study was to identify prognostic factors associated with overall survival (OS) and cancer-specific survival (CSS) in these patients and provide therapeutic recommendations based on the findings.
    UNASSIGNED: In this retrospective cohort study, we included 82 patients diagnosed as TC with BM received treatment in our department from 2011.03 to 2023.03 (average follow-up duration was 3.02 years). The retrospective study was performed according to the inclusion and exclusion criteria. Kaplan-Meier analysis was used to estimate the OS and CSS, while the univariate and multivariate Cox proportional hazard models were employed to determine prognostic factors associated with OS and CSS. Also, 287 patients\' data were collected from the National Cancer Institute\'s Surveillance, Epidemiology, and End Results (SEER) database between 2010 and 2015 to confirm the prognostic factors identified in the retrospective study.
    UNASSIGNED: The average survival time of the 82 patients was estimated to be 5.818 years (with a 95% confidence interval (CI) of 4.767 to 6.868 years). The cox regression analysis showed that older age (hazard ratio (HR) = 1.045, 95% CI: 1.001-1.092, P = 0.047), larger tumor size (>5cm, HR = 11.087, 95% CI: 3.728 - 32.976, P = 0.000), and the presence of extraosseous metastasis (HR = 3.247, 95% CI: 1.376 - 7.665, P = 0.007) were statistically significant factors associated with worse CSS. The results were furtherly confirmed in 287 SEER-sourced patients (age (HR = 1.020, 95% CI: 1.006 - 1.034, P = 0.006), tumor size (HR = 2.917, 95% CI: 2.044 - 4.161, P = 0.000), and extraosseous metastasis (HR = 3.726, 95% CI: 2.571 - 5.398, P = 0.000)).
    UNASSIGNED: These results offer a population-based assessment of prognostic factors for patients with TC and BMs, revealing that age, primary tumor size (>5cm), and presence of extraosseous metastases are independent prognostic factors that correlate with worse survival. Accordingly, treatment for such patients ought to concentrate on systemic integrative therapy instead of surgical intervention.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    简介:转移性去势抵抗性前列腺癌(mCRPC)患者由于治疗选择有限而面临挑战。大约50%的mCRPC患者在10号染色体(PTEN)上缺失了磷酸酶和张力蛋白同源性,导致肿瘤进展,转移,和免疫抑制。此外,在CRPC患者中发现由髓源性抑制细胞(MDSC)产生的IL-23升高,驱动肿瘤进展。因此,基于PTEN恢复和IL-23抑制的组合策略可能阻断CRPC的进展和转移.方法:在小鼠骨转移CRPC模型和小鼠前列腺癌RM-1细胞模型中研究了恢复PTEN表达与IL-23抑制剂阿吡莫德联合的抗肿瘤作用。验证脂质纳米粒(LNP@PTEN)包被PTENDNA的体内外靶向才能。此外,采用RT-qPCR和流式细胞术研究LNP@PTEN联合阿吡莫德抗肿瘤作用的相关机制。结果:LNPs在体外和体内均表现出显著的肿瘤靶向和肿瘤积累能力,增强PTEN表达和治疗效果。此外,LNP@PTEN与IL-23抑制剂Apilimod的组合显示出增强的肿瘤生长抑制作用,入侵,和转移(特别是继发性器官转移)与其他组相比,并将小鼠的生存期延长至41天,提供一定程度的骨骼保护。这些作用可能归因于PTEN功能恢复与IL-23抑制相结合,通过减少MDSCs募集和增加CD8+/CD4+T细胞比例,有助于逆转肿瘤微环境中的免疫抑制。讨论:总之,这些发现凸显了LNP用于递送基因治疗剂的潜力.LNP@PTEN与阿吡莫德联合应用可达到抗肿瘤作用,改善肿瘤微环境。这种组合策略为mCRPC的治疗开辟了新的途径。
    Introduction: Metastatic castration-resistant prostate cancer (mCRPC) patients face challenges due to limited treatment options. About 50% of patients with mCRPC have a functional loss of phosphatase and tensin homology deleted on chromosome 10 (PTEN), leading to tumor progression, metastasis, and immune suppression. Moreover, elevated IL-23 produced by myeloid-derived suppressor cells (MDSCs) is found in CRPC patients, driving tumor progression. Therefore, a combination strategy based on PTEN restoration and IL-23 inhibition may block CRPC progression and metastasis. Methods: The antitumor effect of restoring PTEN expression combined with the IL-23 inhibitor Apilimod was studied in a mouse model of bone metastasis CRPC and mouse prostate cancer RM-1 cells. To verify the targeting ability of PTEN DNA coated with lipid nanoparticles (LNP@PTEN) in vitro and in vivo. In addition, RT-qPCR and flow cytometry were used to investigate the related mechanisms of the antitumor effect of LNP@PTEN combined with Apilimod. Results: LNPs exhibited significant tumor-targeting and tumor accumulation capabilities both in vitro and in vivo, enhancing PTEN expression and therapeutic efficacy. Additionally, the combination of LNP@PTEN with the IL-23 inhibitor Apilimod demonstrated enhanced inhibition of tumor growth, invasion, and metastasis (particularly secondary organ metastasis) compared to other groups, and extended the survival of mice to 41 days, providing a degree of bone protection. These effects may be attributed to the PTEN function restoration combined with IL-23 inhibition, which help reverse immune suppression in the tumor microenvironment by reducing MDSCs recruitment and increasing the CD8+/CD4+ T cell ratio. Discussion: In summary, these findings highlight the potential of LNPs for delivering gene therapeutic agents. And the combination of LNP@PTEN with Apilimod could achieve anti-tumor effects and improve tumor microenvironment. This combinational strategy opens new avenues for the treatment of mCRPC.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    晚期NSCLC患者对有或没有化疗的免疫检查点抑制剂(ICIs)有异质性反应。在NSCLC中,转移部位的分布和对全身联合治疗的反应的影响仍然知之甚少.在接受一线全身治疗的不可切除的III/IV期NSCLC患者的回顾性队列研究中,我们试图评估转移部位与缓解模式和进展之间的关联.有关人口统计的数据,肿瘤特征(包括部位,尺寸,和转移瘤的体积),治疗,结果在两个癌症护理中心进行了检查.终点包括器官部位特异性反应率,客观反应率(ORR),无进展生存期(PFS),总生存率(OS)。分析中包括二百八十五名患者。在多变量分析中,骨转移患者的ORR降低,PFS,和OS。原发性耐药也更可能发生在骨转移患者中。骨或肝转移患者在接受有或没有化疗的ICIs时,OS较短。但不仅仅是化疗,提示治疗抗性的免疫学基础。对这些位置的肿瘤微环境的定向评估以及对器官特异性免疫疗法抗性的驱动因素的更深入理解对于优化这些患者的新型组合疗法和测序至关重要。
    Patients with advanced NSCLC have heterogenous responses to immune checkpoint inhibitors (ICIs) with or without chemotherapy. In NSCLC, the impact of the distribution of metastatic sites and the response to systemic therapy combinations remain poorly understood. In a retrospective cohort study of patients with unresectable stage III/IV NSCLC who received first-line systemic therapy, we sought to assess the association between the site of metastases with patterns of response and progression. Data regarding demographics, tumour characteristics (including site, size, and volume of metastases), treatment, and outcomes were examined at two cancer care centres. The endpoints included organ site-specific response rate, objective response rate (ORR), progression-free survival (PFS), and overall survival (OS). Two-hundred and eighty-five patients were included in the analysis. In a multivariate analysis, patients with bone metastases had a reduced ORR, PFS, and OS. Primary resistance was also more likely in patients with bone metastases. Patients with bone or liver metastases had a shorter OS when receiving ICIs with or without chemotherapy, but not with chemotherapy alone, suggesting an immunological basis for therapeutic resistance. A directed assessment of the tumour microenvironment in these locations and a deeper understanding of the drivers of organ-specific resistance to immunotherapy are critical to optimise novel combination therapies and sequencing in these patients.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    背景:非精原细胞生殖细胞肿瘤(NSGCT)是年轻男性中罕见但最普遍的恶性肿瘤。骨转移(BMs)在这种肿瘤中非常罕见,和关于最初疾病表现的可用数据,生存结果,并且BMs的预后意义有限。方法:我们对2001年至2021年在我们的三级护理中心接受治疗的40例NSGCT患者进行了回顾性分析。根据诊断时或仅在复发时存在BM,将队列分为同步组(n=29)和异时组(n=11)。分别。我们评估了总生存期(OS),无进展生存期(PFS),疾病介绍,和治疗。结果:在中位随访93个月后,同步组5年PFS和OS分别为37.6%和53.9%,异期组分别为18.2%和36.4%,分别。在最初的诊断中,大多数患者被分为IGCCCG预后不良组(n=34,85%).BMs大多无症状(n=23,57.5%),涉及脊柱(n=37,92.5%),并且只有在疾病反应后才能变得可见(n=4,10%)。一线治疗后切除的骨病变的病理检查显示坏死(n=5,71.4%),畸胎瘤,或精原细胞瘤(均n=1,14.3%)。一开始复发,同步组8例患者未出现骨复发,而8例患者在最初受累的骨部位复发。结论:在NSGCT患者中,BMS通常以渐近方式出现,最初可能未被注意到。然而,与IGCCCG预后不良组相比,这些患者的预后可能较差.需要包括对照组在内的进一步研究来评估BM的独立预后意义。
    Background: Non-seminomatous germ cell tumors (NSGCTs) represent a rare yet the most prevalent malignancy among young men. Bone metastases (BMs) are exceedingly uncommon in this neoplasm, and available data regarding the initial disease presentation, survival outcomes, and prognostic significance of BMs are limited. Methods: We conducted a retrospective analysis of 40 NSGCT patients with BMs treated between 2001 and 2021 in our tertiary care center. The cohort was stratified into synchronous (n = 29) and metachronous (n = 11) groups based on the presence of BM at diagnosis or only at relapse, respectively. We assessed overall survival (OS), progression-free survival (PFS), disease presentation, and treatments. Results: After a median follow-up of 93 months, the 5-year PFS and OS rates were 37.6% and 53.9% in the synchronous group and 18.2% and 36.4% in the metachronous group, respectively. At the initial diagnosis, most patients were classified into the IGCCCG poor prognostic group (n = 34, 85%). BMs were mostly asymptomatic (n = 23, 57.5%), involved the spine (n = 37, 92.5%), and could become visible only after disease response (n = 4, 10%). A pathological examination of resected bone lesions after first-line treatment revealed necrosis (n = 5, 71.4%), teratoma, or seminoma (both n = 1, 14.3%). At first relapse, eight patients in the synchronous group did not experience bone recurrence, while eight patients experienced recurrence at the initial affected bone site. Conclusions: In NSGCT patients, BMs often present asymptomatically and may initially be unnoticed. However, these patients may have a poorer prognosis compared to those in the IGCCCG poor prognostic group. Further studies including control groups are needed to assess the independent prognostic significance of BMs.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    立体定向放射治疗是一种用于缓解骨转移的非常有效的放射治疗形式,但它也可能导致罕见但严重的副作用,比如心肌坏死。根据文献,立体定向放疗后心肌坏死的发生率较低,且主要是剂量依赖性的。在评估中考虑免疫疗法和其他全身疗法的潜在影响至关重要。放射性心肌坏死的过程可能会有所不同,和皮质类固醇或血管内皮生长因子抑制剂可能在其治疗中发挥作用。在这里,我们报告了两名患者在立体定向放射治疗骨转移后出现心肌坏死。
    Stereotactic body radiotherapy is a highly effective form of radiation therapy for palliation of bone metastases, but it can also lead to rare but severe side effects, such as myonecrosis. According to the literature, the incidence of myonecrosis after stereotactic body radiotherapy is low and mostly dose dependent. It is crucial to consider the potential impact of immunotherapy and other systemic therapies in the assessment. The course of radiation myonecrosis can vary, and corticosteroids or vascular endothelial growth factor inhibitors may potentially play a role in its treatment. Herein, we report two patients presenting with myonecrosis after stereotactic body radiotherapy for bone metastasis.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:识别客观的疼痛生物标志物有助于提高对疼痛的理解,以及其预后和更好的管理。因此,它有可能改善癌症患者的生活质量。人工智能可以帮助提取患有骨转移(BMs)的癌症患者的客观疼痛生物标志物。
    目的:本研究旨在开发和评估可扩展的自然语言处理(NLP)和基于影像组学的机器学习管道,以使用从基于病灶中心点的感兴趣区域(ROI)提取的成像特征(生物标志物)来区分模拟计算机断层扫描(CT)图像中的无痛和疼痛的BM病灶。
    方法:这项回顾性研究包括2016年1月至2019年9月在我们的综合癌症中心接受胸椎BM姑息性放疗的患者。使用NLP管道从放射肿瘤学咨询笔记中自动提取医师报告的疼痛评分。BM中心点由放射肿瘤学家在CT图像上手动精确定位。在这些专家识别的BM中心点周围自动描绘了具有各种直径的嵌套ROI,并从每个ROI中提取影像组学特征。合成少数过采样技术重采样,最小绝对收缩和选择算子特征选择方法,并使用精度评估各种机器学习分类器,召回,F1分数,和接收器工作特性曲线下的面积。
    结果:本研究纳入了176例胸椎BM患者(平均年龄66岁,SD14岁;男性95例)的放射治疗咨询记录和模拟CT图像。BM中心点识别后,使用pyradiogomics从每个球形ROI中提取107个radiomics特征。数据分为70%和30%的训练和坚持测试集,分别。在测试集中,准确性,灵敏度,特异性,我们表现最好的模型(集成ROI上的神经网络分类器)的接收器工作特征曲线下的面积为0.82(132/163),0.59(16/27),0.85(116/136),和0.83。
    结论:我们基于NLP和影像组学的机器学习管道成功地区分了疼痛和无痛的BM病变。通过使用NLP从临床记录中提取疼痛评分并且通过仅需要中心点来识别CT图像中的BM病变,其本质上是可扩展的。
    BACKGROUND: The identification of objective pain biomarkers can contribute to an improved understanding of pain, as well as its prognosis and better management. Hence, it has the potential to improve the quality of life of patients with cancer. Artificial intelligence can aid in the extraction of objective pain biomarkers for patients with cancer with bone metastases (BMs).
    OBJECTIVE: This study aimed to develop and evaluate a scalable natural language processing (NLP)- and radiomics-based machine learning pipeline to differentiate between painless and painful BM lesions in simulation computed tomography (CT) images using imaging features (biomarkers) extracted from lesion center point-based regions of interest (ROIs).
    METHODS: Patients treated at our comprehensive cancer center who received palliative radiotherapy for thoracic spine BM between January 2016 and September 2019 were included in this retrospective study. Physician-reported pain scores were extracted automatically from radiation oncology consultation notes using an NLP pipeline. BM center points were manually pinpointed on CT images by radiation oncologists. Nested ROIs with various diameters were automatically delineated around these expert-identified BM center points, and radiomics features were extracted from each ROI. Synthetic Minority Oversampling Technique resampling, the Least Absolute Shrinkage And Selection Operator feature selection method, and various machine learning classifiers were evaluated using precision, recall, F1-score, and area under the receiver operating characteristic curve.
    RESULTS: Radiation therapy consultation notes and simulation CT images of 176 patients (mean age 66, SD 14 years; 95 males) with thoracic spine BM were included in this study. After BM center point identification, 107 radiomics features were extracted from each spherical ROI using pyradiomics. Data were divided into 70% and 30% training and hold-out test sets, respectively. In the test set, the accuracy, sensitivity, specificity, and area under the receiver operating characteristic curve of our best performing model (neural network classifier on an ensemble ROI) were 0.82 (132/163), 0.59 (16/27), 0.85 (116/136), and 0.83, respectively.
    CONCLUSIONS: Our NLP- and radiomics-based machine learning pipeline was successful in differentiating between painful and painless BM lesions. It is intrinsically scalable by using NLP to extract pain scores from clinical notes and by requiring only center points to identify BM lesions in CT images.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号