TNBC, Triple negative breast cancer

  • 文章类型: Journal Article
    肿瘤异质性和转移机制不明确是导致三阴性乳腺癌(TNBC)无法获得有效靶向治疗的主要原因。一种乳腺癌(BrCa)亚型,其特征是高死亡率和高频率的远处转移病例。预后生物标志物的鉴定可以改善预后和个性化治疗方案。在这里,我们收集了代表TNBC和非TNBCBrCa的基因表达数据集。从完整的数据集中,还构建了一个仅反映已知癌症驱动基因的子集。采用递归特征消除(RFE)来鉴定将TNBC与其他BrCa亚型区分开的前20、25、30、35、40、45和50个基因标签。在这些选定的特征和模型性能评估的基础上,采用了五种机器学习算法,发现对于完整和驱动程序数据集,XGBoost对25个和20个基因的子集表现最好,分别。在这两个数据集中的45个基因中,发现34个基因受到差异调节。Kaplan-Meier(KM)分析了这34个差异调节基因的远处无转移生存(DMFS),揭示了四个基因,其中两个是新的,可能是潜在的预后基因(POU2AF1和S100B)。最后,我们进行了相互作用组和通路富集分析,以研究已鉴定的潜在预后基因在TNBC中的功能作用.这些基因与MAPK有关,PI3-AkT,Wnt,TGF-β,和其他信号转导途径,在转移级联中至关重要。这些基因标签可以提供对转移的新的分子水平见解。
    Tumor heterogeneity and the unclear metastasis mechanisms are the leading cause for the unavailability of effective targeted therapy for Triple-negative breast cancer (TNBC), a breast cancer (BrCa) subtype characterized by high mortality and high frequency of distant metastasis cases. The identification of prognostic biomarker can improve prognosis and personalized treatment regimes. Herein, we collected gene expression datasets representing TNBC and Non-TNBC BrCa. From the complete dataset, a subset reflecting solely known cancer driver genes was also constructed. Recursive Feature Elimination (RFE) was employed to identify top 20, 25, 30, 35, 40, 45, and 50 gene signatures that differentiate TNBC from the other BrCa subtypes. Five machine learning algorithms were employed on these selected features and on the basis of model performance evaluation, it was found that for the complete and driver dataset, XGBoost performs the best for a subset of 25 and 20 genes, respectively. Out of these 45 genes from the two datasets, 34 genes were found to be differentially regulated. The Kaplan-Meier (KM) analysis for Distant Metastasis Free Survival (DMFS) of these 34 differentially regulated genes revealed four genes, out of which two are novel that could be potential prognostic genes (POU2AF1 and S100B). Finally, interactome and pathway enrichment analyses were carried out to investigate the functional role of the identified potential prognostic genes in TNBC. These genes are associated with MAPK, PI3-AkT, Wnt, TGF-β, and other signal transduction pathways, pivotal in metastasis cascade. These gene signatures can provide novel molecular-level insights into metastasis.
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  • 文章类型: Journal Article
    癌症干细胞(CSC)是功能与正常干细胞相似的癌细胞亚群。虽然数量很少,他们能够自我更新,无限扩散,和多方向的分化潜力。此外,CSC具有逃避免疫监视的能力。因此,它们在肿瘤的发生和发展中起着重要作用,它们与肿瘤侵袭密切相关,转移,耐药性,治疗后复发。因此,CSC的特异性靶向可以提高癌症治疗的效率。一系列基于CSC靶向的相应有前途的治疗策略,例如针对CSC利基,CSC信号通路,和CSC线粒体,目前正在开发中。鉴于该领域和纳米技术的快速发展,用于CSC靶向的药物递送系统(DDS)正在被越来越多地开发。在这次审查中,我们总结了以CSC为目标的DDS的进展。此外,我们通过CSC发生和发展过程的主线,突出最新的发展趋势;关于基本原理的一些考虑,优势,并讨论了不同DDS用于CSC靶向治疗的局限性。
    Cancer stem cells (CSCs) are a subpopulation of cancer cells with functions similar to those of normal stem cells. Although few in number, they are capable of self-renewal, unlimited proliferation, and multi-directional differentiation potential. In addition, CSCs have the ability to escape immune surveillance. Thus, they play an important role in the occurrence and development of tumors, and they are closely related to tumor invasion, metastasis, drug resistance, and recurrence after treatment. Therefore, specific targeting of CSCs may improve the efficiency of cancer therapy. A series of corresponding promising therapeutic strategies based on CSC targeting, such as the targeting of CSC niche, CSC signaling pathways, and CSC mitochondria, are currently under development. Given the rapid progression in this field and nanotechnology, drug delivery systems (DDSs) for CSC targeting are increasingly being developed. In this review, we summarize the advances in CSC-targeted DDSs. Furthermore, we highlight the latest developmental trends through the main line of CSC occurrence and development process; some considerations about the rationale, advantages, and limitations of different DDSs for CSC-targeted therapies were discussed.
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  • 文章类型: Journal Article
    硫化氢(H2S)已被确立为气体传送器家族的关键成员,该家族最近在包括癌症在内的各种病理状况中显示出关键作用。
    这项研究调查了H2S在乳腺癌(BC)发病机制中的作用,关于BC免疫识别能力和使用非编码RNA靶向H2S的结果。
    本研究招募了80名BC患者。培养BC细胞系并使用经验证的寡核苷酸递送系统转染。使用qRT-PCR进行基因和蛋白质表达分析,蛋白质印迹和流式细胞术。使用MTT进行BC标志的体外分析,BrdU,改良的Boyden室,迁移和菌落形成测定。通过分光光度法测量H2S和一氧化氮(NO)水平。使用适当的试剂盒进行原代自然杀伤细胞(NK细胞)和T细胞分离和嵌合抗原受体转导(CART细胞)。测量NK和T细胞的细胞毒性。最后,使用不同的软件和双荧光素酶测定试剂盒进行计算靶标预测分析和结合确认分析,分别。
    H2S合成酶,胱硫醚β-合酶(CBS)和胱硫醚γ-裂解酶(CSE),在与肿瘤增殖指数相关的临床样品中表现出升高的水平。在HER2+BC和三阴性BC(TNBC)细胞中CBS和CSE的敲除导致BC恶性肿瘤的显著减弱。除了增加HER2+BC和TNBC对HER2靶向CAR-T细胞和NK细胞的细胞毒活性的敏感性外,分别。转录组学和磷蛋白分析显示,H2S信号通过MCF7中的Akt,MDA-MB-231中的STAT3和两种细胞系中的miR-155/NOS2/NO信号介导。最后,发现miR-4317作为CBS和CSE的上游调节因子协同地消除BC细胞的恶性。
    这些发现证明了H2S信号传导在BC发病机制中的潜在作用以及其靶向缓解疾病的潜力。
    UNASSIGNED: Hydrogen sulphide (H2S) has been established as a key member of the gasotransmitters family that recently showed a pivotal role in various pathological conditions including cancer.
    UNASSIGNED: This study investigated the role of H2S in breast cancer (BC) pathogenesis, on BC immune recognition capacity and the consequence of targeting H2S using non-coding RNAs.
    UNASSIGNED: Eighty BC patients have been recruited for the study. BC cell lines were cultured and transfected using validated oligonucleotide delivery system. Gene and protein expression analysis was performed using qRT-PCR, western blot and flow-cytometry. In-vitro analysis for BC hallmarks was performed using MTT, BrdU, Modified Boyden chamber, migration and colony forming assays. H2S and nitric oxide (NO) levels were measured spectrophotometrically. Primary natural killer cells (NK cells) and T cell isolation and chimeric antigen receptor transduction (CAR T cells) were performed using appropriate kits. NK and T cells cytotoxicity was measured. Finally, computational target prediction analysis and binding confirmation analyses were performed using different software and dual luciferase assay kit, respectively.
    UNASSIGNED: The H2S synthesizing enzymes, cystathionine β-synthase (CBS) and cystathionine γ-lyase (CSE), exhibited elevated levels in the clinical samples that correlated with tumor proliferation index. Knock-down of CBS and CSE in the HER2+ BC and triple negative BC (TNBC) cells resulted in significant attenuation of BC malignancy. In addition to increased susceptibility of HER2+ BC and TNBC to the cytotoxic activity of HER2 targeting CAR T cells and NK cells, respectively. Transcriptomic and phosphoprotein analysis revealed that H2S signaling is mediated through Akt in MCF7, STAT3 in MDA-MB-231 and miR-155/ NOS2/NO signaling in both cell lines. Lastly, miR-4317 was found to function as an upstream regulator of CBS and CSE synergistically abrogates the malignancy of BC cells.
    UNASSIGNED: These findings demonstrate the potential role of H2S signaling in BC pathogenesis and the potential of its targeting for disease mitigation.
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  • 文章类型: Journal Article
    药物组合经常用于治疗癌症患者,以增加疗效。减少不良副作用,或克服耐药性。鉴于药物组合的数量巨大,通过实验筛选所有可能的药物对是成本和时间的。目前,使用最近开发的深度学习技术整合多个网络来预测协同药物组合尚未得到充分探索.在这项研究中,我们提出了图卷积网络(GCN)模型来预测特定癌细胞系中的协同药物组合。具体来说,GCN方法使用卷积神经网络模型进行异构图嵌入,从而解决了链路预测任务。这项研究中的图是一个多模态图,它是通过整合药物-药物组合而构建的,药物-蛋白质相互作用,和蛋白质-蛋白质相互作用网络。我们发现GCN模型能够正确预测来自大型异质网络的细胞系特异性协同药物组合。39个细胞系特异性模型中的大多数(30个)显示接收器操作特征曲线(AUC)下的面积大于0.80,导致平均AUC为0.84。此外,我们进行了一项深入的文献调查,以调查特定癌细胞系中预测最高的药物组合,发现其中许多药物组合已被发现在体外或体内对相同或其他癌症具有协同抗肿瘤活性。一起来看,结果表明,我们的研究提供了一个有希望的方法,以更好地预测和优化协同药物对在硅。
    Drug combinations are frequently used for the treatment of cancer patients in order to increase efficacy, decrease adverse side effects, or overcome drug resistance. Given the enormous number of drug combinations, it is cost- and time-consuming to screen all possible drug pairs experimentally. Currently, it has not been fully explored to integrate multiple networks to predict synergistic drug combinations using recently developed deep learning technologies. In this study, we proposed a Graph Convolutional Network (GCN) model to predict synergistic drug combinations in particular cancer cell lines. Specifically, the GCN method used a convolutional neural network model to do heterogeneous graph embedding, and thus solved a link prediction task. The graph in this study was a multimodal graph, which was constructed by integrating the drug-drug combination, drug-protein interaction, and protein-protein interaction networks. We found that the GCN model was able to correctly predict cell line-specific synergistic drug combinations from a large heterogonous network. The majority (30) of the 39 cell line-specific models show an area under the receiver operational characteristic curve (AUC) larger than 0.80, resulting in a mean AUC of 0.84. Moreover, we conducted an in-depth literature survey to investigate the top predicted drug combinations in specific cancer cell lines and found that many of them have been found to show synergistic antitumor activity against the same or other cancers in vitro or in vivo. Taken together, the results indicate that our study provides a promising way to better predict and optimize synergistic drug pairs in silico.
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  • 文章类型: Journal Article
    癌症仍然是人类最常见的疾病,病例数量正以前所未有的速度不断增长。尽管合成的抗癌化合物仍然占据着现代癌症治疗的最大市场,天然药物一直被尝试和测试潜在的抗癌特性。百里酚(TQ),NigellasativaL.的精油中的单萜和主要成分因其抗癌药理特性而在传统药物系统中排名非常高。在这篇综述中,我们总结了TQ的各个方面,包括其化学性质,生物合成,来源和药理特性,主要关注归因于其抗癌功效。TQ在癌样炎症发病机制的不同方面的作用,血管生成,凋亡,细胞周期调节,扩散,已经描述了入侵和迁移。已简要说明了TQ在不同癌症类型中的作用机制。其他安全性和毒理学方面以及涉及TQ的一些联合疗法也已被触及。使用谷歌学者等各种在线搜索引擎进行了详细的文献搜索,并公布了截至2019年5月的百里香醌可用研究和评论账户。选择了所有报道百里香醌活性显著增加的文章。从关注百里香醌的民族植物学文献中获得了其他信息。该化合物长期以来一直是人们关注的焦点,并因其各种理化性质而定期进行大量研究,药用,生物学和药理学观点。研究了胸腺醌的各种化学和药理活性,并证明了有希望的抗癌潜力。综述报告证实了百里香醌的强抗癌功效。关于在民族药理学背景下全面探索百里香醌,迫切需要进一步的体外和体内研究。
    Cancer remains the topmost disorders of the mankind and number of cases is unceasingly growing at unprecedented rates. Although the synthetic anti-cancer compounds still hold the largest market in the modern treatment of cancer, natural agents have always been tried and tested for potential anti-cancer properties. Thymoquinone (TQ), a monoterpene and main ingredient in the essential oil of Nigella sativa L. has got very eminent rankings in the traditional systems of medicine for its anti-cancer pharmacological properties. In this review we summarized the diverse aspects of TQ including its chemistry, biosynthesis, sources and pharmacological properties with a major concern being attributed to its anti-cancer efficacies. The role of TQ in different aspects involved in the pathogenesis of cancer like inflammation, angiogenesis, apoptosis, cell cycle regulation, proliferation, invasion and migration have been described. The mechanism of action of TQ in different cancer types has been briefly accounted. Other safety and toxicological aspects and some combination therapies involving TQ have also been touched. A detailed literature search was carried out using various online search engines like google scholar and pubmed regarding the available research and review accounts on thymoquinone upto may 2019. All the articles reporting significant addition to the activities of thymoquinone were selected. Additional information was acquired from ethno botanical literature focusing on thymoquinone. The compound has been the centre of attention for a long time period and researched regularly in quite considerable numbers for its various physicochemical, medicinal, biological and pharmacological perspectives. Thymoquinone is studied for various chemical and pharmacological activities and demonstrated promising anti-cancer potential. The reviewed reports confirmed the strong anti-cancer efficacy of thymoquinone. Further in-vitro and in-vivo research is strongly warranted regarding the complete exploration of thymoquinone in ethnopharmacological context.
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  • 文章类型: Clinical Trial, Phase II
    目的:患有转移性三阴性乳腺癌(TNBC)的妇女在治疗仅限于细胞毒性化疗的情况下预后较差。鉴定可能限制暴露于细胞毒性化疗并导致延长存活的有效疗法是未满足的医学需求。我们测试了表皮生长因子受体的抑制剂,帕尼单抗联合化疗。
    方法:我们在第1、8和15天对紫杉醇80mg/m2和卡铂AUC为2的转移性或局部晚期TNBC和第1和15天帕尼单抗6mg/kg的女性进行了一项单组临床试验,周期长度为28天。目的是评估与历史对照相比的组合的反应率和安全性。
    结果:纳入了14例TNBC患者,中位年龄为53岁。大多数女性是非裔美国人(64.3%)有内脏转移(64.2%)。血液毒性,尤其是中性粒细胞减少症和血小板减少症,是本研究中错过化疗和延迟治疗的主要原因。13名可评估患者的总反应率(完全和部分反应)为46%。达到最佳反应的中位时间为2.4个月,疾病进展的中位时间为3.6个月。我们能够对来自我们的7名受试者的肿瘤进行PAM50分析。所有测试的样品聚集在基底样亚型内。
    结论:根据我们的经验,卡铂的反应率,紫杉醇和帕尼单抗与转移性TNBC细胞毒性化疗反应的其他报道一致。
    OBJECTIVE: Women with metastatic triple negative breast cancer (TNBC) can have a poor prognosis with treatment limited to cytotoxic chemotherapy. The identification of effective therapies that may limit exposure to cytotoxic chemotherapy and lead to prolonged survival is an unmet medical need. We tested an inhibitor of the epidermal growth factor receptor, panitumumab in combination with chemotherapy.
    METHODS: We conducted a single arm clinical trial in women with metastatic or locally advanced TNBC to paclitaxel 80 mg/m2 and carboplatin AUC of 2 on days 1, 8, and 15 and panitumumab 6 mg/kg on days 1 and 15 for a cycle length of 28 days. The objectives were to evaluate the response rate and safety of the combination in comparison to historical controls.
    RESULTS: Fourteen patients with TNBC were enrolled with a median age of 53 years. The majority of women were African American (64.3%) with visceral metastasis (64.2%). Hematologic toxicities, particularly neutropenia and thrombocytopenia, were a major cause of missed chemotherapy and delayed treatment in this study. The overall response rate (complete and partial response) of the 13 evaluable patients was 46%. The median time to best response was 2.4 months and the median time to disease progression was 3.6 months. We were able to perform the PAM50 analysis on tumors from 7 of our subjects. All the samples tested clustered within the basal-like subtype.
    CONCLUSIONS: In our experience the response rate of carboplatin, paclitaxel and panitumumab was consistent with other reports of response for cytotoxic chemotherapy in metastatic TNBC.
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  • 文章类型: Journal Article
    Tissue microarrays (TMAs) have become an invaluable tool in cancer research to evaluate expression and subcellular localization of proteins in cells and tissues. As the catalogs of candidate biomarkers and therapeutic targets become more extensive, there is a need to characterize and validate these targets and biomarkers in cell lines as a primary biological system in research laboratories. Thus, cell microarrays (CMAs) are useful as a high-throughput screening tool. Here, we constructed a CMA containing 32 publicly available immortalized breast cell lines with the goal of creating a method to rapidly screen for antigens of interest in breast cancer research in a relatively easy, rapid and cost-effective manner. As proof of concept, we performed immunocytochemical staining of the HER2 receptor, as the status of this protein is relevant to breast cancer and has previously been reported for these cell lines. We observed a complete concordance of our staining with the published status of HER2 in these cell lines. In addition, we examined the expression of CD44, epithelial markers EpCAM and E-cadherin and tyrosine phosphoproteins. The labeling of these proteins correlates with the known biology of the cell lines. Our results demonstrate the utility of our method to screen for potential biomarkers and therapeutic targets in breast cancer and we suggest that CMAs be used as a general approach in breast cancer research.
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  • 文章类型: Journal Article
    Breast cancer onset and disease progression have been linked to members of the TGFβ superfamily and their downstream signaling components, the Smads. Alterations in Smad3 signaling are associated with the dichotomous role of TGFβ in malignancy, mediating both tumor suppressant and pro-metastatic behaviors. Overexpression of cell cycle regulators, cyclins D and E, renders cyclin-dependent kinases (CDKs) 4/2 hyperactive. Noncanonical phosphorylation of Smad3 by CDK4/2 inhibits tumor suppressant actions of Smad3. We hypothesized that CDK inhibition (CDKi) would restore Smad3 action and help promote cancer cell regression. Treatment of triple-negative breast cancer (TNBC) cell lines (MDA-MB-231, MDA-MB-436, Hs578T) with CDK2i or CDK4i resulted in increased Smad3 activity and decreased cell migration. Transfection with a 5M Smad3 construct containing inhibitory mutations in 5 CDK phosphorylation sites also resulted in decreased TNBC cell migration and invasion. MDA-MB-231 cells treated with CDK2i or CDK4i resulted in decreased Smad3 protein phosphorylation at the CDK phosphorylation T179 site, decreased MMP2 and c-myc expression, and increased p15 and p21 expression. Using a novel transfected cell array, we found that CDK2i treatment decreased activity of the epithelial-to-mesenchymal transition related transcription factors Snail and Twist. In vivo studies in an MDA-MB-231 tumor model showed that individual and combination treatment with paclitaxel and CDK2i resulted in decreased tumor volume and Ki67 staining. Collectively, these data support further investigation of targeted CDK inhibitors as a promising therapeutic strategy for TNBC, a breast cancer subtype with limited treatment options.
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  • 文章类型: Journal Article
    阻断转移性癌细胞的迁移是癌症治疗的主要目标。受体酪氨酸激酶AXL是乳腺癌细胞迁移的主要触发因素之一,结肠,皮肤,甲状腺和前列腺。在我们的研究中,我们分析了AXL抑制对过表达AXL的三阴性乳腺癌细胞系中细胞运动和活力的影响。因此,我们揭示了化合物BMS777607,在所研究的细胞系中表现出抑制AXL激酶活性的最低IC50值,减弱细胞运动的程度低于激酶抑制剂MPCD84111和SKI606。通过用激酶谱分析分析MPCD84111和SKI606的靶激酶,我们鉴定了Lyn,Src家族激酶,作为这两种化合物的目标。敲除Lyn和与迁移相关的CRK相关底物(p130Cas),对细胞迁移有明显的抑制作用。一起来看,我们的研究结果强调了联合或多激酶抑制非受体酪氨酸激酶和AXL受体酪氨酸激酶在三阴性乳腺癌治疗中的重要性.
    Blocking the migration of metastatic cancer cells is a major goal in the therapy of cancer. The receptor tyrosine kinase AXL is one of the main triggers for cancer cell migration in neoplasia of breast, colon, skin, thyroid and prostate. In our study we analyzed the effect of AXL inhibition on cell motility and viability in triple negative breast cancer cell lines overexpressing AXL. Thereby we reveal that the compound BMS777607, exhibiting the lowest IC50 values for inhibition of AXL kinase activity in the studied cell lines, attenuates cell motility to a lower extent than the kinase inhibitors MPCD84111 and SKI606. By analyzing the target kinases of MPCD84111 and SKI606 with kinase profiling assays we identified Lyn, a Src family kinase, as a target of both compounds. Knockdown of Lyn and the migration-related CRK-associated substrate (p130Cas), had a significant inhibitory effect on cell migration. Taken together, our findings highlight the importance of combinatorial or multikinase inhibition of non-receptor tyrosine kinases and AXL receptor tyrosine kinase in the therapy of triple negative breast cancer.
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