Uveal neoplasms

葡萄膜肿瘤
  • 文章类型: Journal Article
    葡萄膜黑色素瘤(UM)是全球常见的健康挑战,因为它的高死亡率是一种普遍的眼内恶性肿瘤。然而,临床工作者现在没有准确的预后工具.免疫功能与肿瘤的发生发展密切相关。有趣的是,研究人员已经发现,长链非编码RNA(lncRNAs)与细胞水平的生物过程密切相关,特别是它们参与免疫反应及其对肿瘤细胞生长的调节。因此,lncRNAs可能参与葡萄膜黑色素瘤的进展。从TCGA数据库中提取UM患者的RNA表达矩阵。通过加权相关网络分析筛选靶向免疫基因,通过Cox回归分析和最小绝对收缩和选择算子回归分析获得具有高预后相关性的免疫相关lncRNAs。根据这些lncRNA表达对每个样品进行评分,并分为高风险和低风险组。与肿瘤突变负担评分相比,我们证实了我们的风险模型的敏感性和独立性。最后,我们通过检测模型对不同药物的敏感性,证明了该模型的临床相关性.基于我们的风险模型的风险评分在任一单变量中显著独立于其他临床参数(风险比=109.852[15.738-766.749],P值<.001)或多变量(危险比=114.075[15.207-855.735],P值<.001)分析。该模型的ROC曲线意味着1年的高预测精度,3年,和5年生存率(1年曲线下面积[AUC]=0.849,3年AUC=0.848,5年AUC=0.761)。我们的研究表明,免疫相关的lncRNAs在临床诊断中具有重要意义。UM患者的治疗和预后。我们成功构建了一个基于lncRNA的预后风险模型,该模型可作为未来UM诊断和预后的参考。基于该模型,我们还验证了一些抗癌药物的敏感性,这对未来的免疫疗法和药物开发有影响。
    Uveal melanoma (UM) is a common health challenge worldwide as a prevalent intraocular malignancy because of its high mortality rate. However, clinical workers do not have an accurate prognostic tool now. Immune function is closely related to tumor development. Interestingly, researchers have identified that long noncoding RNAs (lncRNAs) are tightly associated with biological processes at the cellular level, particularly their involvements in immune response and its regulation of the growth of tumor cells. Hence, lncRNAs may be involved in the progression of uveal melanoma. UM patients\' RNA expression matrices were extracted from TCGA database. The targeted immune genes were filtered by weighted correlation network analysis and the immune-related lncRNAs with a high prognostic relevance were obtained by Cox regression analysis and least absolute shrinkage and selection operator regression analysis. Each sample was scored according to those lncRNA expression and divided into high-risk and low-risk group. We confirmed the sensitivity and independence of our risk model compared to the tumor mutation burden score. Finally, we demonstrated the clinical relevance of our model by examining its sensitivity to different drugs. The risk score based on our risk model was significantly independent of other clinical parameters in either univariate (hazard ratio = 109.852 [15.738-766.749], P value < .001) or multivariate (hazard ratio = 114.075 [15.207-855.735], P value < .001) analyses. The ROC curves of this model imply high predictive accuracy for 1-year, 3-year, and 5-year survival (1-year area under the curve [AUC] = 0.849, 3-years AUC = 0.848, and 5-years AUC = 0.761). Our study revealed that immune-related lncRNAs are significant in the clinical diagnosis, treatment and prognosis of UM patients. We successfully constructed a lncRNA-based prognostic risk model which may serve as a future reference for the diagnosis and prognosis of UM. Based on this model we also validated the sensitivity of some cancer drugs, which has implications for the future immunotherapy and drug development.
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  • 文章类型: Journal Article
    灌注加权成像(PWI;磁共振成像[MRI])已显示可在葡萄膜黑色素瘤(UM)中提供有价值的生物学肿瘤信息。临床使用的半定量方法不考虑肿瘤色素沉着和眼球运动。我们假设结合了这些的定量PWI方法,提供了比当前临床方法更准确的肿瘤灌注描述。这项研究的目的是在放疗前后对UM患者进行测试。
    对47例UM患者放疗前后灌注加权3TMRI进行回顾性分析。进行Tofts药代动力学建模以确定血管通透性(Ktrans),细胞外血管外间隙(ve),和反流率(kep)。将这些与半定量临床参数进行比较,包括峰值强度和流出百分比。
    肿瘤色素沉着对峰强度和流出百分比的影响有统计学意义(P<0.01),黑色素瘤和无色素瘤的相对峰强度差异有统计学意义(1.5vs.1.9,P<0.01)。放疗前,中位肿瘤Ktrans为0.63min-1(范围=0.06-1.42min-1),中值ve为0.23(范围=0.09-0.63),中位数kep为2.3min-1(范围=0.6-5.0min-1)。放疗后,85%显示Ktrans和kep降低(P<0.01)。放疗前后肿瘤色素沉着变化小且不显著(T1中位升高33ms,P=0.55)。
    放疗后定量PWI参数显着降低,因此可以作为治疗反应评估的早期生物标志物。然而,由于放疗前后肿瘤色素沉着无明显变化,当前的半定量方法似乎对于检测肿瘤灌注的变化足够灵敏。
    UNASSIGNED: Perfusion-weighted imaging (PWI; magnetic resonance imaging [MRI]) has been shown to provide valuable biological tumor information in uveal melanoma (UM). Clinically used semiquantitative methods do not account for tumor pigmentation and eye movement. We hypothesize that a quantitative PWI method that incorporates these, provides a more accurate description of tumor perfusion than the current clinical method. The aim of this study was to test this in patients with UM before and after radiotherapy.
    UNASSIGNED: Perfusion-weighted 3T MRIs were retrospectively analyzed in 47 patients with UM before and after radiotherapy. Tofts pharmacokinetic modeling was performed to determine vascular permeability (Ktrans), extracellular extravascular space (ve), and reflux rate (kep). These were compared with semiquantitative clinical parameters including peak intensity and outflow percentage.
    UNASSIGNED: The effect of tumor pigmentation on peak intensity and outflow percentage was statistically significant (P < 0.01) and relative peak intensity was significantly different between melanotic and amelanotic tumors (1.5 vs. 1.9, P < 0.01). Before radiotherapy, median tumor Ktrans was 0.63 min-1 (range = 0.06-1.42 min-1), median ve was 0.23 (range = 0.09-0.63), and median kep was 2.3 min-1 (range = 0.6-5.0 min-1). After radiotherapy, 85% showed a decrease in Ktrans and kep (P < 0.01). Changes in tumor pigmentation before and after radiotherapy were small and not significant (median increase in T1 of 33 ms, P = 0.55).
    UNASSIGNED: Quantitative PWI parameters decreased significantly after radiotherapy and can therefore can serve as an early biomarker for treatment response assessment. However, due to the nonsignificant changes in tumor pigmentation before and after radiotherapy, the current semiquantitative method appears to be sufficiently sensitive for detection of changes in tumor perfusion.
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  • 文章类型: Journal Article
    葡萄膜黑色素瘤(UM)是原发性眼内恶性肿瘤的最常见类型,易于转移,尤其是肝脏。然而,由于对UM的发病机制了解不足,缺乏有效的治疗方法。作为从葡萄中提取的酚类化合物,piceatannol(PIC)具有抗癌特性。据我们所知,然而,PIC对UM的影响尚未得到很好的研究。因此,在本研究中,考虑到焦亡对调节细胞活力的影响,探讨了PIC对UM细胞增殖影响的潜在机制。细胞计数试剂盒-8法检测PIC对UM细胞增殖的抑制作用。创伤愈合用于研究PIC对UM细胞迁移的影响。进行活性检测测定以测试UM细胞中的凋亡和氧化剂水平。使用Western印迹和RT-qPCR检测PIC治疗后UM细胞的炎症和焦转水平。通过高通量测序筛选PIC处理的UM细胞,以检测RNA和差异基因的差异表达。Si-TREM2转染用于验证TREM2在PIC作用中的重要作用。免疫组织化学染色观察PIC给药后裸鼠肿瘤组织中TREM2和GSDMR的表达。PIC通过促进细胞凋亡有效抑制C918和Mum-2bUM细胞株的增殖能力,caspase3和caspase9的活性增强证明了这一点。此外,用PIC治疗UM细胞以剂量依赖性方式减弱细胞迁移。PIC增加了活性氧的水平,抑制了抗氧化酶超氧化物歧化酶的活性,谷胱甘肽-S-转移酶,谷胱甘肽过氧化物酶和过氧化氢酶。PIC抑制C918细胞的炎症反应。PIC治疗上调IL‑1β,IL‑18和Nod样受体蛋白3和下调的gasderminD(GSDMD)。RNA测序结果揭示了非常规的焦亡相关信号通路的激活,即caspase3/GSDME信号,在PIC治疗之后,这是由髓样细胞上表达的触发受体2(TREM2)上调介导的。作为TREM2的激动剂,COG1410介导的TREM2上调抑制了C918细胞的增殖,显示与PIC类似的效果。此外,PIC通过调节小鼠模型中的TREM2/caspase3/GSDME途径抑制肿瘤生长。总的来说,本研究揭示了PIC对UM的抑制作用的新机制,为UM在临床上提供了一种潜在的治疗方法。
    Uveal melanoma (UM) is the most prevalent type of primary intraocular malignancy and is prone to metastasize, particularly to the liver. However, due to the poor understanding of the pathogenesis of UM, effective therapeutic approaches are lacking. As a phenolic compound extracted from grapes, piceatannol (PIC) exhibits anti‑cancer properties. To the best of our knowledge, however, the effects of PIC on UM have not been well investigated. Therefore, in the present study, considering the impact of pyroptosis on modulating cell viability, the mechanism underlying the effects of PIC on UM cell proliferation was explored. The inhibitory effect of PIC on proliferation of UM cells was detected by cell counting kit‑8 assay. Wound healing was used to investigate the effects of PIC on the migration of UM cells. Activity detecting assays were performed to test the apoptosis and oxidant level in UM cells. Western blotting and RT‑qPCR were used to detect the inflammatory and pyroptotic levels of UM cell after PIC treatment. PIC‑treated UM cells were screened by high‑throughput sequencing to detect the differential expression of RNA and differential genes. Si‑TREM2 transfection was used to verify the important role of TREM2 in the effects of PIC. Immunohistochemical staining was used to observe the expressions of TREM2 and GSDMR of tumor in nude mice after PIC administration. PIC effectively inhibited proliferation ability of C918 and Mum‑2b UM cell lines via enhancing apoptosis, as evidenced by enhanced activities of caspase 3 and caspase 9. In addition, treatment of UM cells with PIC attenuated cell migration in a dose‑dependent manner. PIC increased reactive oxygen species levels and suppressed the activity of the antioxidant enzymes superoxide dismutase, glutathione‑S‑transferase, glutathione peroxidase and catalase. PIC inhibited inflammatory responses in C918 cells. PIC treatment upregulated IL‑1β, IL‑18 and Nod‑like receptor protein 3 and downregulated gasdermin D (GSDMD). RNA sequencing results revealed the activation of an unconventional pyroptosis‑associated signaling pathway, namely caspase 3/GSDME signaling, following PIC treatment, which was mediated by triggering receptor expressed on myeloid cells 2 (TREM2) upregulation. As an agonist of TREM2, COG1410‑mediated TREM2 upregulation inhibited proliferation of C918 cells, displaying similar effects to PIC. Furthermore, PIC inhibited tumor growth via regulating the TREM2/caspase 3/GSDME pathway in a mouse model. Collectively, the present study revealed a novel mechanism underlying the inhibitory effects of PIC on UM, providing a potential treatment approach for UM in clinic.
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  • 文章类型: Journal Article
    褪黑激素,以其在各种恶性肿瘤中的抗癌特性而闻名,包括皮肤黑色素瘤,在葡萄膜黑色素瘤(UM)治疗中显示出希望。本研究旨在评估褪黑素受体在原发性UM中的表达及其与UM相关死亡率和预后因素的关系。47例原发性UM组织的免疫组织化学分析显示褪黑素受体1A(MTNR1A)和褪黑素受体1B(MTNR1B)的低表达,在死于UM的患者中,MTNR1A明显更高。对80例UM患者的TCGA数据的分析显示,MTNR1A的RNA表达,视黄酸相关孤儿受体α(RORα),和N-核糖基二氢烟酰胺:醌氧化还原酶(NQO2),但不是MTNR1B或G蛋白偶联受体50(GPR50)。在BRCA1相关蛋白1(BAP1)突变的患者中观察到较高的MTNR1ARNA水平,在上皮样肿瘤细胞类型的患者中发现较高的NQO2RNA水平。然而,Kaplan-Meier分析未显示基于受体表达的不同存活概率。这项研究得出结论,UM临床样本表达褪黑激素受体,提示褪黑素抗癌作用的潜在机制。尽管在死于UM的患者中发现了更高的MTNR1A表达,未观察到生存差异。
    Melatonin, noted for its anti-cancer properties in various malignancies, including cutaneous melanoma, shows promise in Uveal melanoma (UM) treatment. This study aimed to evaluate melatonin receptor expression in primary UM and its association with UM-related mortality and prognostic factors. Immunohistochemical analysis of 47 primary UM tissues showed low expression of melatonin receptor 1A (MTNR1A) and melatonin receptor 1B (MTNR1B), with MTNR1A significantly higher in patients who succumbed to UM. Analysis of TCGA data from 80 UM patients revealed RNA expression for MTNR1A, retinoic acid-related orphan receptor alpha (RORα), and N-ribosyldihydronicotinamide:quinone oxidoreductase (NQO2), but not MTNR1B or G protein-coupled receptor 50 (GPR50). Higher MTNR1A RNA levels were observed in patients with a BRCA1 Associated Protein 1 (BAP1) mutation, and higher NQO2 RNA levels were noted in patients with the epithelioid tumor cell type. However, Kaplan-Meier analysis did not show distinct survival probabilities based on receptor expression. This study concludes that UM clinical samples express melatonin receptors, suggesting a potential mechanism for melatonin\'s anti-cancer effects. Despite finding higher MTNR1A expression in patients who died of UM, no survival differences were observed.
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  • 文章类型: Journal Article
    目的:葡萄膜黑色素瘤(UM)是一种常见的原发性眼内恶性肿瘤,转移性患者的中位总生存期有限,大多数肿瘤缺乏RAF/RAS突变。pan-RAF抑制剂LY3009120已在广泛的RAF/RASmut和野生型(WT)肿瘤模型中证明了有价值的抗肿瘤作用。本研究旨在评价LY3009120对92-1UM细胞株的抗肿瘤作用。
    方法:泛RAF抑制剂LY3009120对细胞增殖的影响,代谢活动,生物量,早期和晚期凋亡/坏死,并在体外进行形态学表征(0.1-5μM,48h/72h)。此外,靶向组测序用于表征人类92-1UM细胞系的突变景观。
    结果:LY3009120对92-1细胞显示出明显的浓度依赖性抗增殖作用。在0.5μM的最低有效浓度下,细胞增殖和活力显着降低(在48和72小时,p<0.001)。此外,LY3009120在5μM的92-1细胞中引起显著的早期凋亡和晚期凋亡/坏死。除TP53外,NGS显示92-1的所有49个其他分析基因(Oncomine髓样组)均为野生型,包括BRAF,NRAS,还有KRAS.
    结论:pan-RAF抑制剂LY3009120对人UM细胞系92-1具有显著的抗肿瘤作用,与分子BRAF和RAS突变状态无关。
    OBJECTIVE: Uveal melanoma (UM) represents a prevailing primary intraocular malignancy, with a limited median overall survival among metastatic patients, and most tumors lack RAF/RAS mutations. The pan-RAF inhibitor LY3009120 has demonstrated valuable anti-tumor effects in a wide range of RAF/RASmut and wild-type (WT) tumor models. This study aimed to evaluate the antitumor effect of LY3009120 on 92-1 UM cell line.
    METHODS: The effect of the pan-RAF inhibitor LY3009120 on cell proliferation, metabolic activity, biomass, early and late apoptosis/necrosis, and morphology was characterized in vitro (0.1-5 μM for 48 h/72 h). Furthermore, targeted panel sequencing was used to characterize the mutational landscape of the human 92-1 UM cell line.
    RESULTS: LY3009120 showed a significant concentration-dependent anti-proliferative effect on 92-1 cells. Cell proliferation and viability were significantly reduced at the lowest effective concentration of 0.5 μM (at 48 and 72 h, p<0.001). Furthermore, LY3009120 caused significant early apoptosis and late apoptosis/necrosis in 92-1 cells at 5 μM. Except for TP53, NGS showed that all 49 additional analysed genes (Oncomine myeloid panel) of 92-1 were wild-type, including BRAF, NRAS, and KRAS.
    CONCLUSIONS: The pan-RAF inhibitor LY3009120 demonstrated a significant anti-tumor effect on human UM cell line 92-1 independent of the molecular BRAF and RAS mutational status.
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  • 文章类型: Journal Article
    葡萄膜黑色素瘤(UM)是成人最常见的原发性眼内肿瘤,没有针对晚期疾病的标准化治疗。基于初步的生物信息学分析,选择DTYMK和PARP1作为潜在的治疗靶标。在葡萄膜黑色素瘤细胞中检测到高水平的两种蛋白质,并与肿瘤生长增加和预后不良相关。使用抑制剂pamiparib(PARP1)和Ymu1(DTYMK)对MP41(BAP1阳性)和MP46(BAP1阴性)癌细胞系的体外测试显示出明显的细胞毒性作用。联合治疗在MP41和MP46细胞系中具有协同作用,降低细胞增殖并抑制mTOR信号通路。此外,联合应用的抑制剂降低了细胞运动和迁移速度,特别是BAP1阴性细胞系。我们关于肿瘤DNA代谢的双重打击作为葡萄膜黑色素瘤可能的治疗选择的假设得到了证实,因为DTYMK和PARP1的联合靶向以最高的效率影响了所有测试的细胞生理学参数。我们的体外研究结果为治疗葡萄膜黑色素瘤提供了新的治疗途径,需要在临床前和临床环境中进一步探索。
    Uveal melanoma (UM) is the most common primary intraocular tumor in adults, with no standardized treatment for advanced disease. Based on preliminary bioinformatical analyses DTYMK and PARP1 were selected as potential therapeutic targets. High levels of both proteins were detected in uveal melanoma cells and correlated with increased tumor growth and poor prognosis. In vitro tests on MP41 (BAP1 positive) and MP46 (BAP1 negative) cancer cell lines using inhibitors pamiparib (PARP1) and Ymu1 (DTYMK) demonstrated significant cytotoxic effects. Combined treatment had synergistic effects in MP41 and additive in MP46 cell lines, reducing cell proliferation and inhibiting the mTOR signaling pathway. Furthermore, the applied inhibitors in combination decreased cell motility and migration speed, especially for BAP1-negative cell lines. Our hypothesis of the double hit into tumoral DNA metabolism as a possible therapeutic option in uveal melanoma was confirmed since combined targeting of DTYMK and PARP1 affected all tested cytophysiological parameters with the highest efficiency. Our in vitro findings provide insights into novel therapeutic avenues for managing uveal melanoma, warranting further exploration in preclinical and clinical settings.
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  • 文章类型: Journal Article
    转移性葡萄膜黑色素瘤(UM)治疗困难,迫切需要有效的治疗。我们旨在探讨血红素加氧酶1(HO-1)在UM中的作用,并为UM提供新的治疗策略。
    生物信息学用于分析UM和其他肿瘤中HMOX1与免疫之间的关系。细胞计数试剂盒-8,蛋白质印迹,免疫荧光染色,伤口愈合,和使用Transwell测定。在小鼠中使用皮下移植的UM肿瘤模型来验证治疗效果。
    在UM中,HMOX1的表达水平与免疫评分和各种免疫细胞的浸润水平密切相关。ZnPP可以抑制UM细胞的生长,促进细胞凋亡,并在体外阻断细胞周期G0/G1期。HO-1基因敲除能有效抑制UM细胞的增殖。在皮下肿瘤移植模型中,ZnPP有效抑制UM的生长并促进CD8T细胞的浸润。
    这些结果表明,在UM中靶向HO-1具有独立靶向免疫疗法或辅助免疫疗法的潜力。
    UNASSIGNED: Metastatic uveal melanoma (UM) treatment is difficult, and effective treatments are urgently needed. We aimed to explore the role of heme oxygenase 1 (HO-1) in UM and provide new therapeutic strategies for UM.
    UNASSIGNED: Bioinformatics was used to analyze the relationship between HMOX1 and immunity in UM and other tumors. Cell Counting Kit-8, Western blot, immunofluorescence staining, wound healing, and Transwell assays were used. A subcutaneous transplanted UM tumor model was used in mice to verify the therapeutic effect.
    UNASSIGNED: In UM, the expression level of HMOX1 was strongly correlated with the immune score and the infiltration level of various immune cells. ZnPP can inhibit the growth of UM cells, promote cell apoptosis, and block the cell cycle at G0/G1 phase in vitro. HO-1 knockout can effectively inhibit the proliferation of UM cells. ZnPP effectively inhibited the growth of UM and promoted the infiltration of CD8+ T cells in a subcutaneous tumor transplantation model.
    UNASSIGNED: These results indicate that targeting HO-1 in UM has the potential for independent targeted immunotherapy or adjuvant immunotherapy.
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  • 文章类型: Journal Article
    目的:为了确定基因表达谱(GEP)之间的关联,下一代测序(NGS),黑色素瘤中优先表达的抗原(PRAME)特征,葡萄膜黑色素瘤(UM)患者的转移风险。
    方法:自2020年11月至2022年7月,对接受近距离放射治疗或单眼肿瘤科医生摘除的UM患者进行了回顾性分析。临床病理特征,患者结果,GEP分类,NGS,并记录PRAME结果。
    结果:综合GEP,PRAME,和NGS测试是在135UMs上进行的。真核翻译起始因子1A的存在,X染色体和剪接因子3B亚基1突变与GEP1A类和GEP1B类显著相关,分别。BRCA相关蛋白1突变的存在与GEP2类显著相关。具有真核翻译起始因子1A的肿瘤的平均最大基底直径,X染色体突变明显小于剪接因子3B亚基1突变和BRCA1相关蛋白1突变。2类肿瘤比GEP1类肿瘤转移更快。与没有驱动突变或根本没有突变的肿瘤相比,具有剪接因子3B亚基1和/或BRCA1相关蛋白1突变的肿瘤转移更快。与具有BRCA1相关蛋白1的肿瘤相比,具有剪接因子3B亚基1的肿瘤转移时间没有显着差异(P值=0.97)。40例肿瘤(30%)PRAME阳性,其余95例肿瘤(70%)为PRAME阴性。与没有PRAME阳性状态的肿瘤相比,具有PRAME阳性状态的肿瘤的转移时间没有显着差异(P值=0.11)。
    结论:GEP,NGS,和PRAME表达分析有助于确定UM中不同水平的转移风险。尽管存在其他预后测试,以下研究报告了在UM中使用NGS进行转移性预后。然而,NGS存在局限性,尤其是技术上难以活检的小病灶。
    OBJECTIVE: To determine the association between gene-expression profiling (GEP), next-generation sequencing (NGS), preferentially expressed antigen in melanoma (PRAME) features, and metastatic risk in patients with uveal melanoma (UM).
    METHODS: A retrospective analysis of patients with UM treated by brachytherapy or enucleation by a single ocular oncologist was conducted from November 2020 and July 2022. Clinicopathologic features, patient outcomes, GEP classification, NGS, and PRAME results were recorded.
    RESULTS: Comprehensive GEP, PRAME, and NGS testing was performed on 135 UMs. The presence of eukaryotic translation initiation factor 1A, X-chromosomal and splicing factor 3B subunit 1 mutations was significantly associated with GEP class 1A and GEP class 1B, respectively. The presence of BRCA- associated protein-1 mutation was significantly associated with GEP class 2. The average largest basal diameter for tumors with eukaryotic translation initiation factor 1A, X-chromosomal mutations was significantly smaller than those with splicing factor 3B subunit 1 mutations and BRCA1-associated protein-1 mutations. Class 2 tumors metastasized sooner than GEP class 1 tumors. Tumors with splicing factor 3B subunit 1 and/or BRCA1-associated protein-1 mutations metastasized sooner compared with tumors that had either no driver mutation or no mutations at all. Tumors with splicing factor 3B subunit 1 did not have a significantly different time to metastasis compared with tumors with BRCA1-associated protein-1 (P value = 0.97). Forty tumors (30%) were PRAME positive, and the remaining 95 tumors (70%) were PRAME negative. Tumors with PRAME-positive status did not have a significantly different time to metastasis compared with tumors without PRAME-positive status (P value = 0.11).
    CONCLUSIONS: GEP, NGS, and PRAME expression analysis help determine different levels of metastatic risk in UM. Although other prognostic tests exist, the following study reports on the use of NGS for metastatic prognostication in UM. However, limitations of NGS exist, especially with small lesions that are technically difficult to biopsy.
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  • 文章类型: Journal Article
    葡萄膜黑色素瘤(UM)是最常见的原发性眼内恶性肿瘤,具有很高的转移性疾病可能性。尽管有针对原发性UM的出色治疗选择,转移性疾病的治疗仍然有限。迄今为止,使用小鼠模型的药物发现研究未能提供治疗解决方案,突出了对新模型的需求。这里,我们通过展示多种细胞系的行为以及使用Z-Tada对突变依赖性化合物协同作用/拮抗作用的新发现来优化斑马鱼异种移植物作为药物发现的潜在模型;一种客观表征输出测量的算法.
    在三个不同的接种位点接种预后相关的原代(N=4)和转移性UM(N=1)细胞系或健康黑素细胞(N=2)。使用Z-Tada获得独立于接种部位的标准化定量;一种测量肿瘤负荷和数量的算法,尺寸,和扩散的肿瘤细胞的距离。按顺序,我们利用该模型来验证体外观察到的组合协同作用或拮抗作用。
    对691只斑马鱼异种移植物的详细分析表明,卵黄周空间接种提供了具有高细胞传播概率的稳健数据。在此模型中,具有更多侵入性行为的细胞系(SF3B1mut和BAP1mut)表现出最积极的行为。说明协同作用或拮抗作用的组合药物治疗是突变依赖性的,这在体内得到了证实。每个异种移植模型的组合治疗不同,因为它抑制整体肿瘤负荷或细胞播散。
    Perificitelline空间接种提供了强大的斑马鱼异种移植物,具有使用Z-Tada进行高通量药物筛选和强大数据采集的能力。该模型表明葡萄膜黑色素瘤的药物发现必须考虑突变亚类,特别是在组合治疗发现中。
    UNASSIGNED: Uveal melanoma (UM) is the most common primary intraocular malignancy with a high probability of metastatic disease. Although excellent treatment options for primary UM are available, therapy for metastatic disease remain limited. Drug discovery studies using mouse models have thus far failed to provide therapeutic solutions, highlighting the need for novel models. Here, we optimize zebrafish xenografts as a potential model for drug discovery by showcasing the behavior of multiple cell lines and novel findings on mutation-dependent compound synergism/antagonism using Z-Tada; an algorithm to objectively characterize output measurements.
    UNASSIGNED: Prognostic relevant primary (N = 4) and metastatic UM (N = 1) cell lines or healthy melanocytes (N = 2) were inoculated at three distinct inoculation sites. Standardized quantifications independent of inoculation site were obtained using Z-Tada; an algorithm to measure tumor burden and the number, size, and distance of disseminated tumor cells. Sequentially, we utilized this model to validate combinatorial synergism or antagonism seen in vitro.
    UNASSIGNED: Detailed analysis of 691 zebrafish xenografts demonstrated perivitelline space inoculation provided robust data with high probability of cell dissemination. Cell lines with more invasive behavior (SF3B1mut and BAP1mut) behaved most aggressive in this model. Combinatorial drug treatment illustrated synergism or antagonism is mutation-dependent, which were confirmed in vivo. Combinatorial treatment differed per xenograft-model, as it either inhibited overall tumor burden or cell dissemination.
    UNASSIGNED: Perivitelline space inoculation provides robust zebrafish xenografts with the ability for high-throughput drug screening and robust data acquisition using Z-Tada. This model demonstrates that drug discovery for uveal melanoma must take mutational subclasses into account, especially in combinatorial treatment discoveries.
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  • 文章类型: Journal Article
    背景:尽管在原发性葡萄膜黑色素瘤(UVM)的治疗方面取得了一些进展,远处转移仍然是导致患者死亡的主要原因。Monitoring,分期,和转移性疾病的治疗尚未达成共识。尽管超过一半的转移性肿瘤(62%)在原发肿瘤治疗后五年内被诊断出,其余的只在接下来的25年内被发现。UVM转移的机制及其对预后的影响尚不完全明白。
    方法:获得并处理UVM样本的scRNA-seq数据,然后进行细胞类型鉴定和巨噬细胞亚群的表征。进行高维加权基因共表达网络分析(HdWGCNA)以鉴定与原代样品中的转移性保护性巨噬细胞(MPMφ)相关的关键基因模块,并进行了功能分析。使用MPMφ基因标记进行非负矩阵因子分解(NMF)聚类和免疫细胞浸润分析。使用鉴定的转移性保护性巨噬细胞相关基因(MPMRGs)开发机器学习模型以区分原发性患者和转移性患者。基于MPMRGs和细胞类型关联,构建深度学习卷积神经网络(CNN)模型。最后,使用MPMRGs建立了预后模型,并在独立队列中进行了验证.
    结果:单细胞RNA-seq分析显示,与转移样本相比,原发性样本具有独特的免疫微环境,富含巨噬细胞。使用HdWGCNA,鉴定了MPMφ和标记基因。功能分析显示与抗原加工进程和免疫应答相关的基因富集。基于关键基因的机器学习和深度学习模型在区分原发性和转移性患者方面显示出显著的有效性。基于关键基因的预后模型对UVM患者的生存具有重要的预测价值。
    结论:我们的研究确定了与转移样本相关的关键巨噬细胞亚群,这对塑造肿瘤免疫微环境有着深远的影响。基于巨噬细胞基因的预后模型可用于预测UVM患者的预后。
    BACKGROUND: Although there has been some progress in the treatment of primary uveal melanoma (UVM), distant metastasis remains the leading cause of death in patients. Monitoring, staging, and treatment of metastatic disease have not yet reached consensus. Although more than half of metastatic tumors (62%) are diagnosed within five years after primary tumor treatment, the remainder are only detected in the following 25 years. The mechanisms of UVM metastasis and its impact on prognosis are not yet fully understood.
    METHODS: scRNA-seq data of UVM samples were obtained and processed, followed by cell type identification and characterization of macrophage subpopulations. High-dimensional weighted gene co-expression network analysis (HdWGCNA) was performed to identify key gene modules associated with metastatic protective macrophages (MPMφ) in primary samples, and functional analyses were conducted. Non-negative matrix factorization (NMF) clustering and immune cell infiltration analyses were performed using the MPMφ gene signatures. Machine learning models were developed using the identified metastatic protective macrophages related genes (MPMRGs) to distinguish primary from metastatic patients. A deep learning convolutional neural network (CNN) model was constructed based on MPMRGs and cell type associations. Lastly, a prognostic model was established using the MPMRGs and validated in independent cohorts.
    RESULTS: Single-cell RNA-seq analysis revealed a unique immune microenvironment landscape in primary samples compared to metastatic samples, with an enrichment of macrophage cells. Using HdWGCNA, MPMφ and marker genes were identified. Functional analysis showed an enrichment of genes related to antigen processing progress and immune response. Machine learning and deep learning models based on key genes showed significant effectiveness in distinguishing between primary and metastatic patients. The prognostic model based on key genes demonstrated substantial predictive value for the survival of UVM patients.
    CONCLUSIONS: Our study identified key macrophage subpopulations related to metastatic samples, which have a profound impact on shaping the tumor immune microenvironment. A prognostic model based on macrophage cell genes can be used to predict the prognosis of UVM patients.
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