Tumor Burden

肿瘤负担
  • 文章类型: Journal Article
    已显示肿瘤形态(肿瘤负荷评分(TBS))和肝功能(白蛋白与碱性磷酸酶比率(AAPR))与肝内胆管癌(ICC)的预后相关。本研究旨在评估TBS和AAPR对ICC患者生存结局的联合预测作用。我们使用2011年至2018年接受治愈性手术的ICC患者的多中心数据库进行了回顾性分析。采用Kaplan-Meier方法检查新指标(结合TBS和AAPR)与长期结果之间的关系。将该指标的预测效果与其他常规指标进行比较。共有560名患者被纳入研究。基于TBS和AAPR分层,患者分为三组.Kaplan-Meier曲线显示124例TBS低、AAPR高的患者总生存期(OS)和无复发生存期(RFS)最好。而170例高TBS和低AAPR患者的结局最差(log-rankp<0.001)。多变量分析确定组合指数是OS和RFS的独立预测因子。此外,与其他常规指标相比,该指数在预测OS和RFS方面显示出较高的准确性。总的来说,这项研究表明,肝功能和肿瘤形态学的组合在评估ICC患者的预后方面具有协同作用。结合TBS和AAPR的新指标可有效地对接受根治性切除术的ICC患者的术后生存结果进行分层。
    Tumour morphology (tumour burden score (TBS)) and liver function (albumin-to-alkaline phosphatase ratio (AAPR)) have been shown to correlate with outcomes in intrahepatic cholangiocarcinoma (ICC). This study aimed to evaluate the combined predictive effect of TBS and AAPR on survival outcomes in ICC patients. We conducted a retrospective analysis using a multicentre database of ICC patients who underwent curative surgery from 2011 to 2018. The Kaplan-Meier method was employed to examine the relationship between a new index (combining TBS and AAPR) and long-term outcomes. The predictive efficacy of this index was compared to other conventional indicators. A total of 560 patients were included in the study. Based on TBS and AAPR stratification, patients were classified into three groups. Kaplan-Meier curves demonstrated that 124 patients with low TBS and high AAPR had the best overall survival (OS) and recurrence-free survival (RFS), while 170 patients with high TBS and low AAPR had the worst outcomes (log-rank p < 0.001). Multivariate analyses identified the combined index as an independent predictor of OS and RFS. Furthermore, the index showed superior accuracy in predicting OS and RFS compared to other conventional indicators. Collectively, this study demonstrated that the combination of liver function and tumour morphology provides a synergistic effect in evaluating the prognosis of ICC patients. The novel index combining TBS and AAPR effectively stratified postoperative survival outcomes in ICC patients undergoing curative resection.
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  • 文章类型: Journal Article
    背景:先前的研究表明楔形切除术足以治疗肿瘤直径≤2cm的磨玻璃样肺腺癌(LUAD),然而,目前尚不清楚肿瘤直径为2~3cm的磨玻璃型LUAD的最佳手术类型.这项试验的目的是研究肿瘤大小为2-3cm的磨玻璃主导的侵入性LUAD的节段切除术的安全性和有效性。
    方法:我们启动了一项III期试验,以研究肿瘤大小为2-3cm的磨玻璃型浸润性LUAD的节段切除术是否适用。该试验计划在5年内从包括四家综合医院和两家癌症专科医院在内的多家机构招募307名患者。主要终点是5年无病生存期。次要终点是肺功能,5年总生存期,肿瘤复发和转移的部位,节段切除术完成率,根治性节段切除术(R0切除)完成率及手术相关并发症。
    背景:本试验已获得复旦大学上海癌症中心伦理委员会(参考文献2212267-18)和各参与中心机构审查委员会的批准。所有参与者都需要书面知情同意书。研究结果将发表在同行评审的国际期刊上。
    背景:NCT05717803。
    BACKGROUND: Previous studies demonstrated that wedge resection is sufficient for ground glass-dominant lung adenocarcinoma (LUAD) with tumour diameter ≤2 cm, however, the optimal surgical type for ground glass-dominant LUAD with tumour diameter of 2-3 cm remains unclear. The purpose of this trial is to investigate the safety and efficacy of segmentectomy for ground glass-dominant invasive LUAD with tumour size of 2-3 cm.
    METHODS: We initiated a phase III trial to investigate whether segmentectomy is suitable for ground glass-dominant invasive LUAD with tumour size of 2-3 cm. This trial plans to enrol 307 patients from multiple institutions including four general hospitals and two specialty cancer hospitals over a period of 5 years. The primary endpoint is 5 year disease-free survival. Secondary endpoints are lung function, 5 year overall survival, the site of tumour recurrence and metastasis, segmentectomy completion rate, radical segmentectomy (R0 resection) completion rate and surgery-related complications.
    BACKGROUND: This trial has been approved by the Ethics Committee of Fudan University Shanghai Cancer Centre (reference 2212267-18) and by the institutional review boards of each participating centre. Written informed consent is required from all participants. The study results will be published in a peer-reviewed international journal.
    BACKGROUND: NCT05717803.
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  • 文章类型: Journal Article
    随着免疫治疗在HPV相关恶性肿瘤临床实践中的迅速采用,使用"液体活组织检查"评估肿瘤负荷将进一步加深我们对免疫疗法介导的临床结局的理解,并允许根据实时肿瘤动力学调整治疗方案.在这次审查中,我们研究了在HPV相关恶性肿瘤中来自外周血的肿瘤负荷的外周替代的转化研究,包括循环肿瘤DNA(ctDNA)的水平和甲基化,来自细胞外囊泡的miRNA,循环肿瘤细胞(CTC),以及HPV特异性抗体和T细胞反应。我们回顾了它们作为化疗和放疗反应的预后和预测性生物标志物的效用,重点是它们如何指导和指导免疫治疗以治疗局部晚期和转移性HPV相关恶性肿瘤。我们还强调了将这些外周肿瘤生物标志物转化并整合到临床中必须解决的未解决的问题。
    With the rapid adoption of immunotherapy into clinical practice for HPV-associated malignancies, assessing tumor burden using \"liquid biopsies\" would further our understanding of clinical outcomes mediated by immunotherapy and allow for tailoring of treatment based on real-time tumor dynamics. In this review, we examine translational studies on peripheral surrogates of tumor burden derived from peripheral blood in HPV-associated malignancies, including levels and methylation of circulating tumor DNA (ctDNA), miRNA derived from extracellular vesicles, circulating tumor cells (CTCs), and HPV-specific antibodies and T cell responses. We review their utility as prognostic and predictive biomarkers of response to chemotherapy and radiation, with a focus on how they may inform and guide immunotherapies to treat locally advanced and metastatic HPV-associated malignancies. We also highlight unanswered questions that must be addressed to translate and integrate these peripheral tumor biomarkers into the clinic.
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  • 文章类型: Journal Article
    背景:这项研究探讨了前列腺特异性抗原之间的复杂相互作用,碱性磷酸酶,和前列腺癌中肿瘤缩小的时间动态。通过研究前列腺癌肿瘤的纵向轨迹和时间收缩,我们的目标是解开这些生物标志物的复杂模式。这种理解对于获得对前列腺癌进展的多方面的深刻见解至关重要。联合模型方法是一个全面的框架,有助于阐明前列腺癌背景下这些关键要素之间的复杂相互作用。
    方法:针对混合双变量纵向生物标志物和事件时间数据,提出了一种共享参数策略下的新联合模型,在缺失协变量数据的情况下获得准确的估计。我们模型的主要创新在于有效管理缺少观测值的协变量。建立在既定的框架上,我们的联合模型通过整合混合纵向响应和考虑协变量中的错误来扩展其能力,从而面对这一特殊挑战。我们认为,这些增强增强了模型在以普遍缺失数据为特征的现实世界环境中的实用性和可靠性。本研究的主要目的是提供一种基于模型的方法,从收集的前列腺癌数据中获取患者基线特征(年龄,体重指数(BMI),GleasonScore,Grade,和药物)和两个纵向内源性协变量(血小板和胆红素)。
    结果:结果显示前列腺特异性抗原和碱性磷酸酶生物标志物在前列腺癌肿瘤缩小时间的背景下存在明显的关联。这强调了这些关键指标在衡量疾病进展方面的相互联系的动态。
    结论:前列腺癌数据集的分析,结合混合纵向前列腺特异性抗原和碱性磷酸酶生物标志物与肿瘤状态的联合评估,为疾病进展提供了有价值的见解。结果表明了所提出的联合模型的有效性,准确的估计证明了这一点。与纵向生物标志物和事件时间相关的共享变量始终偏离零,强调了该模型在捕获前列腺癌进展的复杂动力学方面的鲁棒性和可靠性。这种方法有望增强我们对前列腺癌临床评估的理解和预测能力。
    BACKGROUND: This study delves into the complex interplay among prostate-specific antigen, alkaline phosphatase, and the temporal dynamics of tumor shrinkage in prostate cancer. By investigating the longitudinal trajectories and time-to-prostate cancer tumor shrinkage, we aim to untangle the intricate patterns of these biomarkers. This understanding is pivotal for gaining profound insights into the multifaceted aspects of prostate cancer progression. The joint model approach serves as a comprehensive framework, facilitating the elucidation of intricate interactions among these pivotal elements within the context of prostate cancer .
    METHODS: A new joint model under a shared parameters strategy is proposed for mixed bivariate longitudinal biomarkers and event time data, for obtaining accurate estimates in the presence of missing covariate data. The primary innovation of our model resides in its effective management of covariates with missing observations. Built upon established frameworks, our joint model extends its capabilities by integrating mixed longitudinal responses and accounting for missingness in covariates, thus confronting this particular challenge. We posit that these enhancements bolster the model\'s utility and dependability in real-world contexts characterized by prevalent missing data. The main objective of this research is to provide a model-based approach to get full information from prostate cancer data collected with patients\' baseline characteristics ( Age , body mass index ( BMI ), GleasonScore , Grade , and Drug ) and two longitudinal endogenous covariates ( Platelets and Bilirubin ).
    RESULTS: The results reveal a clear association between prostate-specific antigen and alkaline phosphatase biomarkers in the context of time-to-prostate cancer tumor shrinkage. This underscores the interconnected dynamics of these key indicators in gauging disease progression.
    CONCLUSIONS: The analysis of the prostate cancer dataset, incorporating a joint evaluation of mixed longitudinal prostate-specific antigen and alkaline phosphatase biomarkers alongside tumor status, has provided valuable insights into disease progression. The results demonstrate the effectiveness of the proposed joint model, as evidenced by accurate estimates. The shared variables associated with both longitudinal biomarkers and event times consistently deviate from zero, highlighting the robustness and reliability of the model in capturing the complex dynamics of prostate cancer progression. This approach holds promise for enhancing our understanding and predictive capabilities in the clinical assessment of prostate cancer.
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  • 文章类型: Journal Article
    目的:本研究旨在阐明定量SSTR-PET指标和临床病理生物标志物在接受肽受体放射性核素治疗(PRRT)的神经内分泌肿瘤(NETs)的无进展生存期(PFS)和总生存期(OS)中的作用。方法:回顾性分析91例NET患者(M47/F44;年龄66岁,范围34-90年),谁完成了四个周期的标准177Lu-DOTATATE进行。使用半自动工作流程从治疗前SSTR-PET图像中分割出SSTR-狂热肿瘤,并根据解剖区域标记肿瘤。针对PRRT反应分析了多种基于图像的特征,包括总的和器官特异性的肿瘤体积和SSTR密度以及临床病理生物标志物,包括Ki-67,嗜铬粒蛋白A(CgA)和碱性磷酸酶(ALP)。结果:中位OS为39.4个月(95%CI:33.1-NA个月),而中位PFS为23.9个月(95%CI:19.3-32.4个月).SSTR总肿瘤体积(HR=3.6;P=0.07)和骨肿瘤体积(HR=1.5;P=0.003)与较短的OS相关。此外,肿瘤总体积(HR=4.3;P=0.01),肝肿瘤体积(HR=1.8;P=0.05)和骨肿瘤体积(HR=1.4;P=0.01)与较短的PFS相关。此外,SSTR摄取低的大病灶体积与OS(HR=1.4;P=0.03)和PFS(HR=1.5;P=0.003)相关.在生物标志物中,基线CgA和ALP升高与OS(CgA:HR=4.9;P=0.003,ALP:HR=52.6;P=0.004)和PFS(CgA:HR=4.2;P=0.002,ALP:HR=9.4;P=0.06)均呈负相关.同样,既往系统治疗次数与较短的OS(HR=1.4;P=0.003)和PFS(HR=1.2;P=0.05)相关.此外,源自中肠原发部位的肿瘤显示出更长的PFS,与胰腺相比(HR=1.6;P=0.16),和那些分类为未知的原发性(HR=3.0;P=0.002)。结论:基于图像的特征,如SSTR-avid肿瘤体积,骨肿瘤受累,并且具有低SSTR表达的大肿瘤的存在证明了PFS的显着预测价值,提示NETs管理中潜在的临床效用。此外,CGA和ALP升高,随着先前系统治疗的数量增加,成为与PRRT结果较差相关的重要因素。
    Purpose: This study aims to elucidate the role of quantitative SSTR-PET metrics and clinicopathological biomarkers in the progression-free survival (PFS) and overall survival (OS) of neuroendocrine tumors (NETs) treated with peptide receptor radionuclide therapy (PRRT). Methods: A retrospective analysis including 91 NET patients (M47/F44; age 66 years, range 34-90 years) who completed four cycles of standard 177Lu-DOTATATE was conducted. SSTR-avid tumors were segmented from pretherapy SSTR-PET images using a semiautomatic workflow with the tumors labeled based on the anatomical regions. Multiple image-based features including total and organ-specific tumor volume and SSTR density along with clinicopathological biomarkers including Ki-67, chromogranin A (CgA) and alkaline phosphatase (ALP) were analyzed with respect to the PRRT response. Results: The median OS was 39.4 months (95% CI: 33.1-NA months), while the median PFS was 23.9 months (95% CI: 19.3-32.4 months). Total SSTR-avid tumor volume (HR = 3.6; P = 0.07) and bone tumor volume (HR = 1.5; P = 0.003) were associated with shorter OS. Also, total tumor volume (HR = 4.3; P = 0.01), liver tumor volume (HR = 1.8; P = 0.05) and bone tumor volume (HR = 1.4; P = 0.01) were associated with shorter PFS. Furthermore, the presence of large lesion volume with low SSTR uptake was correlated with worse OS (HR = 1.4; P = 0.03) and PFS (HR = 1.5; P = 0.003). Among the biomarkers, elevated baseline CgA and ALP showed a negative association with both OS (CgA: HR = 4.9; P = 0.003, ALP: HR = 52.6; P = 0.004) and PFS (CgA: HR = 4.2; P = 0.002, ALP: HR = 9.4; P = 0.06). Similarly, number of prior systemic treatments was associated with shorter OS (HR = 1.4; P = 0.003) and PFS (HR = 1.2; P = 0.05). Additionally, tumors originating from the midgut primary site demonstrated longer PFS, compared to the pancreas (HR = 1.6; P = 0.16), and those categorized as unknown primary (HR = 3.0; P = 0.002). Conclusion: Image-based features such as SSTR-avid tumor volume, bone tumor involvement, and the presence of large tumors with low SSTR expression demonstrated significant predictive value for PFS, suggesting potential clinical utility in NETs management. Moreover, elevated CgA and ALP, along with an increased number of prior systemic treatments, emerged as significant factors associated with worse PRRT outcomes.
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  • 文章类型: Journal Article
    简介:前列腺特异性膜抗原正电子发射断层扫描(PSMA-PET)通常用于前列腺癌患者的分期,但疗效评估的数据很少,主要来自接受PSMA放射性配体治疗的转移性去势抵抗性前列腺癌(mCRPC)患者.尽管如此,在临床怀疑疾病持续的情况下,PSMA-PET用于早期疾病阶段,复发或进展,以确定是否需要局部或全身治疗。因此,PSMA-PET衍生的肿瘤体积在早期疾病阶段的预后价值(即,在本手稿中评估了激素敏感性前列腺癌(HSPC)和非[177Lu]Lu-PSMA-617(LuPSMA)治疗的去势抵抗前列腺癌(CRPC)。方法:共73例患者(6例原发性分期,42HSPC,25CRPC)经历了两次(即,基线和随访,中位间隔:379天)2014年11月至2018年12月之间的全身[68Ga]Ga-PSMA-11PET/CT扫描。分析仅限于非LuPSMA治疗患者。对PSMA-PETs进行回顾性分析,原发肿瘤,淋巴结-,内脏-,骨转移被分割。测量经体重调整的器官特异性和总肿瘤体积(PSMAvol:所有病变的PET体积的总和)用于基线和随访。PSMAvol反应计算为全身肿瘤体积的绝对差异。高转移负荷(>5转移),确定RECIP1.0和PSMA-PET进展标准(PPP)。生存数据来源于癌症登记处。结果:初次PET检查时,每位患者的平均肿瘤病变数为10.3(SD28.4)。在基线,PSMAvol与OS密切相关(HR3.92,p<0.001;n=73)。同样,PSMAvol的反应与OS显著相关(HR10.48,p<0.005;n=73).PPP也达到了显著性(HR2.19,p<0.05,n=73)。激素敏感疾病和PSMAvol反应差(PSMAvol变化的上四分位数)的患者随访结果较短(p<0.05;n=42)。骨骼中的PSMAvol是基线时OS预测和反应评估中最相关的参数(HR31.11p<0.001;HR32.27,p<0.001;n=73)。结论:在本异质队列中,PSMAvol中的PPP和反应与OS显着相关。骨肿瘤体积是OS预后的相关miTNM区域。未来对器官特异性PSMAvol在更同质队列中的性能进行前瞻性评估似乎是有道理的。
    Introduction: Prostate Specific Membrane Antigen Positron Emission Tomography (PSMA-PET) is routinely used for the staging of patients with prostate cancer, but data on response assessment are sparse and primarily stem from metastatic castration-resistant prostate cancer (mCRPC) patients treated with PSMA radioligand therapy. Still, follow-up PSMA-PET is employed in earlier disease stages in case of clinical suspicion of disease persistence, recurrence or progression to decide if localized or systemic treatment is indicated. Therefore, the prognostic value of PSMA-PET derived tumor volumes in earlier disease stages (i.e., hormone-sensitive prostate cancer (HSPC) and non-[177Lu]Lu-PSMA-617 (LuPSMA) therapy castration resistant prostate cancer (CRPC)) are evaluated in this manuscript. Methods: A total number of 73 patients (6 primary staging, 42 HSPC, 25 CRPC) underwent two (i.e., baseline and follow-up, median interval: 379 days) whole-body [68Ga]Ga-PSMA-11 PET/CT scans between Nov 2014 and Dec 2018. Analysis was restricted to non-LuPSMA therapy patients. PSMA-PETs were retrospectively analyzed and primary tumor, lymph node-, visceral-, and bone metastases were segmented. Body weight-adjusted organ-specific and total tumor volumes (PSMAvol: sum of PET volumes of all lesions) were measured for baseline and follow-up. PSMAvol response was calculated as the absolute difference of whole-body tumor volumes. High metastatic burden (>5 metastases), RECIP 1.0 and PSMA-PET Progression Criteria (PPP) were determined. Survival data were sourced from the cancer registry. Results: The average number of tumor lesions per patient on the initial PET examination was 10.3 (SD 28.4). At baseline, PSMAvol was strongly associated with OS (HR 3.92, p <0.001; n = 73). Likewise, response in PSMAvol was significantly associated with OS (HR 10.48, p < 0.005; n = 73). PPP achieved significance as well (HR 2.19, p <0.05, n = 73). Patients with hormone sensitive disease and poor PSMAvol response (upper quartile of PSMAvol change) in follow-up had shorter outcome (p < 0.05; n = 42). PSMAvol in bones was the most relevant parameter for OS prognostication at baseline and for response assessment (HR 31.11 p < 0.001; HR 32.27, p < 0.001; n = 73). Conclusion: PPP and response in PSMAvol were significantly associated with OS in the present heterogeneous cohort. Bone tumor volume was the relevant miTNM region for OS prognostication. Future prospective evaluation of the performance of organ specific PSMAvol in more homogeneous cohorts seems warranted.
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  • 文章类型: Journal Article
    骨肉瘤是最常见的原发性恶性骨肿瘤。尽管化疗最近取得了进展,但播散性疾病患者的预后仍然很差。此外,目前的治疗方案具有严重副作用的显著风险.因此,对于具有改善的安全性的有效疗法存在未满足的临床需求.牛磺罗定是一种抗菌剂,已显示可在不同类型的癌细胞系中诱导细胞死亡。
    在这项研究中,我们研究了牛磺罗定在骨肉瘤动物模型中的抗肿瘤和抗血管生成作用。注射K7M2鼠骨肉瘤细胞,肌内和腹膜内,在第0天进入60只BALB/c小鼠。然后将动物随机接受2%牛磺罗定(800mg/kg)治疗,牛磺罗定1%(400毫克/千克),或通过静脉内或腹膜内给药的NaCl0.9%对照7天。
    35天后,小鼠被安乐死,并收集肿瘤进行分析。18只小鼠由于并发症被排除在分析之外。从第9天至第21天,2%牛磺罗定腹膜内治疗组中的体重显著降低,与该组中的死亡率升高一致。与对照组相比,1%(p=0.003)和2%(p=0.006)腹膜内牛磺罗定治疗组中的腹膜内肿瘤重量显著更低。对肌内肿瘤或静脉内施用牛磺罗定没有观察到抗肿瘤作用。治疗组之间的微血管密度或有丝分裂率没有显着差异。2%牛磺罗定腹膜内组的体重减轻和死亡率升高表明,较低的1%剂量是优选的。
    总而言之,没有抗血管生成活性的证据,牛磺罗定对骨肉瘤的抗肿瘤作用是有限的。此外,其毒性特征给予进一步评估。鉴于这些观察,需要进一步研究完善牛磺罗定在骨肉瘤治疗中的应用。
    UNASSIGNED: Osteosarcoma is the most common malignant primary bone tumor. The prognosis for patients with disseminated disease remains very poor despite recent advancements in chemotherapy. Moreover, current treatment regimens bear a significant risk of serious side effects. Thus, there is an unmet clinical need for effective therapies with improved safety profiles. Taurolidine is an antibacterial agent that has been shown to induce cell death in different types of cancer cell lines.
    UNASSIGNED: In this study, we examined both the antineoplastic and antiangiogenic effects of taurolidine in animal models of osteosarcoma. K7M2 murine osteosarcoma cells were injected, both intramuscular and intraperitoneal, into 60 BALB/c mice on day zero. Animals were then randomized to receive treatment with taurolidine 2% (800 mg/kg), taurolidine 1% (400 mg/kg), or NaCl 0.9% control for seven days by intravenous or intraperitoneal administration.
    UNASSIGNED: After 35 days, mice were euthanized, and the tumors were harvested for analysis. Eighteen mice were excluded from the analysis due to complications. Body weight was significantly lower in the 2% taurolidine intraperitoneal treatment group from day 9 to 21, consistent with elevated mortality in this group. Intraperitoneal tumor weight was significantly lower in the 1% (p = 0.003) and 2% (p = 0.006) intraperitoneal taurolidine treatment groups compared to the control. No antineoplastic effects were observed on intramuscular tumors or for intravenous administration of taurolidine. There were no significant differences in microvessel density or mitotic rate between treatment groups. Reduced body weight and elevated mortality in the 2% taurolidine intraperitoneal group suggest that the lower 1% dose is preferable.
    UNASSIGNED: In conclusion, there is no evidence of antiangiogenic activity, and the antitumor effects of taurolidine on osteosarcoma observed in this study are limited. Moreover, its toxic profile grants further evaluation. Given these observations, further research is necessary to refine the use of taurolidine in osteosarcoma treatment.
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  • 文章类型: Journal Article
    探讨免疫细胞有效辐射剂量(EDIC)和肿瘤大体体积(GTV)对局部晚期食管鳞状细胞癌(LAESCC)患者淋巴细胞减少和生存的影响。2013年1月至2020年12月,272名LAESCC患者在两个机构接受了确定性放疗。根据肺部的辐射剂量,心,和身体区域扫描,考虑到血流和分数效应,将EDIC计算为与总血液相等的均匀剂量。放疗计划用于计算GTT。根据RT期间的最低淋巴细胞计数对淋巴细胞减少症进行分级。总生存期(OS),无进展生存期(PFS),对无局部复发生存率(LRFS)进行统计学分析。最低的淋巴细胞计数与EDIC(r=-0.389,p<.001)和GTV(r=-0.211,p<.001)显着相关。淋巴细胞减少症,EDIC,和GTV是ESCC患者的危险因素。在以EDIC和GTV为分层因子的Kaplan-Meier分析中,在EDIC>12.9Gy组(p=0.294)和EDIC≤12.9Gy组中,淋巴细胞减少与OS无关,在GTV>68.8cm3组(p=.242)和GTV≤68.8cm3组(p=.165)中,它也与OS无关。GTV和EDIC对LAESCC患者接受确定性RT的淋巴细胞减少和OS之间的关系有影响。较差的操作系统,PFS,LRFS与淋巴细胞减少有关,更高的EDIC,更大的GTV
    To investigate the impact of the effective radiation dose to immune cells (EDIC) and gross tumor volume (GTV) on lymphopenia and survival in patients with locally advanced esophageal squamous cell carcinoma (LAESCC). Between January 2013 and December 2020, 272 LAESCC patients were treated with definitive radiotherapy in two institutions. Based on radiation doses to the lungs, heart, and body region scanned, EDIC was calculated as an equal uniform dose to the total blood considering blood flow and fraction effect. The radiotherapy plan was used to calculate the GTVs. Lymphopenia was graded based on the lowest lymphocyte count during RT. The overall survival (OS), progress-free survival (PFS), and local recurrence-free survival (LRFS) were analyzed statistically. The lowest lymphocyte count was significantly correlated with EDIC (r= -0.389, p < .001) and GTV (r= -0.211, p < .001). Lymphopenia, EDIC, and GTV are risk factors for patients with ESCC. In a Kaplan-Meier analysis with EDIC and GTV as stratification factors, lymphopenia was not associated with OS in the EDIC>12.9 Gy group (p = .294)and EDIC ≤ 12.9 Gy group, and it was also not associated with OS in GTV>68.8 cm3 group (p = .242) and GTV ≤ 68.8 cm3 group(p = .165). GTV and EDIC had an impact on the relationship between lymphopenia and OS in patients with LAESCC undergoing definitive RT. Poorer OS, PFS, and LRFS are correlated with lymphopenia, higher EDIC, and larger GTV.
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  • 文章类型: Journal Article
    背景:前列腺内病变的勾画对于前列腺癌(PC)患者正确实施局灶性放疗增强至关重要。勾画中的错误可以转化为降低的肿瘤控制并潜在地增加副作用。这项研究的目的是比较基于PET的勾画方法与组织病理学。
    方法:研究人群由15例确诊高危PC患者组成,拟进行前列腺切除术。[68Ga]-PSMA-PET/MR在手术前进行。将组织病理学中鉴定的前列腺病变转移到体内[68Ga]-PSMA-PET/MR坐标系中。四名放射肿瘤学家根据PET数据手动描绘了前列腺内病变。采用了各种半自动分割方法,包括绝对阈值和相对阈值,自适应阈值,和多级Otsu阈值。
    结果:肿瘤学家描绘的总肿瘤体积(GTT)显示出适度的观察者间一致性,Dice相似系数(DSC)为0.68。与组织病理学相比,在所有方法中,人工勾画的DSC中位数最高,而错误发现率(FDR)最低.在半自动方法中,使用超过4(SUV>4)的标准化摄取值(SUV)阈值生成的GTV显示最高的中值DSC(0.41),中位病变覆盖率为0.51,FDR为0.66,Hausdorff距离的第95百分位数(HD95%)为8.22mm。
    结论:人工描述显示,观察者之间的协议处于中等水平。与组织病理学相比,手动描绘和SUV>4表现出最高的DSC和最低的HD95%值。导致高病变覆盖率的方法与对病变大小的过度估计有关。
    BACKGROUND: The delineation of intraprostatic lesions is vital for correct delivery of focal radiotherapy boost in patients with prostate cancer (PC). Errors in the delineation could translate into reduced tumour control and potentially increase the side effects. The purpose of this study is to compare PET-based delineation methods with histopathology.
    METHODS: The study population consisted of 15 patients with confirmed high-risk PC intended for prostatectomy. [68Ga]-PSMA-PET/MR was performed prior to surgery. Prostate lesions identified in histopathology were transferred to the in vivo [68Ga]-PSMA-PET/MR coordinate system. Four radiation oncologists manually delineated intraprostatic lesions based on PET data. Various semi-automatic segmentation methods were employed, including absolute and relative thresholds, adaptive threshold, and multi-level Otsu threshold.
    RESULTS: The gross tumour volumes (GTVs) delineated by the oncologists showed a moderate level of interobserver agreement with Dice similarity coefficient (DSC) of 0.68. In comparison with histopathology, manual delineations exhibited the highest median DSC and the lowest false discovery rate (FDR) among all approaches. Among semi-automatic approaches, GTVs generated using standardized uptake value (SUV) thresholds above 4 (SUV > 4) demonstrated the highest median DSC (0.41), with 0.51 median lesion coverage ratio, FDR of 0.66 and the 95th percentile of the Hausdorff distance (HD95%) of 8.22 mm.
    CONCLUSIONS: Manual delineations showed a moderate level of interobserver agreement. Compared to histopathology, manual delineations and SUV > 4 exhibited the highest DSC and the lowest HD95% values. The methods that resulted in a high lesion coverage were associated with a large overestimation of the size of the lesions.
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  • 文章类型: Journal Article
    一些研究强调了人乳头瘤病毒(HPV+和HPV-,分别)口咽鳞状细胞癌(OPSCC)具有不同的分子谱,肿瘤特征,和疾病结果。已经提出了不同的基于影像组学的预测模型,通过使用创新技术,如卷积神经网络(CNN)。尽管其中一些模型达到了令人鼓舞的预测性能,缺乏解释放射学特征在实现特定结果中的作用的证据。在本文中,我们提出了一些与可解释的基于CNN的模型相关的初步结果,以预测OPSCC患者的HPV状态.我们提取了与OPC-Radiomics公共数据集中的499名患者(356名HPV+和143名HPV-)相关的治疗前CT图像的总肿瘤体积(GTV),以训练端到端Inception-V3CNN架构。我们还收集了一个由92例患者组成的多中心数据集(43例HPV+,49HPV-),它被用作独立的测试集。最后,我们应用了梯度加权类别激活图(Grad-CAM)技术来突出显示与预测结果相关的信息最丰富的领域.所提出的模型在独立测试中达到73.50%的AUC值。作为Grad-CAM算法的结果,与正确分类的HPV+患者相关的信息量最大的区域位于肿瘤内区域.相反,最重要的区域是指肿瘤边缘。最后,由于所提出的模型提供了关于分类准确性的额外信息,这些分类是通过可视化最感兴趣的区域来进行的,用于预测所检查的每个案例,这可能有助于提高在实际临床实践中使用基于计算机的预测模型的信心.
    Several studies have emphasised how positive and negative human papillomavirus (HPV+  and HPV-, respectively) oropharyngeal squamous cell carcinoma (OPSCC) has distinct molecular profiles, tumor characteristics, and disease outcomes. Different radiomics-based prediction models have been proposed, by also using innovative techniques such as Convolutional Neural Networks (CNNs). Although some of these models reached encouraging predictive performances, there evidence explaining the role of radiomic features in achieving a specific outcome is scarce. In this paper, we propose some preliminary results related to an explainable CNN-based model to predict HPV status in OPSCC patients. We extracted the Gross Tumor Volume (GTV) of pre-treatment CT images related to 499 patients (356 HPV+ and 143 HPV-) included into the OPC-Radiomics public dataset to train an end-to-end Inception-V3 CNN architecture. We also collected a multicentric dataset consisting of 92 patients (43 HPV+ , 49 HPV-), which was employed as an independent test set. Finally, we applied Gradient-weighted Class Activation Mapping (Grad-CAM) technique to highlight the most informative areas with respect to the predicted outcome. The proposed model reached an AUC value of 73.50% on the independent test. As a result of the Grad-CAM algorithm, the most informative areas related to the correctly classified HPV+ patients were located into the intratumoral area. Conversely, the most important areas referred to the tumor edges. Finally, since the proposed model provided additional information with respect to the accuracy of the classification given by the visualization of the areas of greatest interest for predictive purposes for each case examined, it could contribute to increase confidence in using computer-based predictive models in the actual clinical practice.
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