CAFs, cancer-associated fibroblasts

CAF,癌症相关成纤维细胞
  • 文章类型: Journal Article
    细胞外基质(ECM)在肿瘤微环境(TME)的构建中起着关键和动态的作用,成为癌症研究和治疗的焦点。ECM重塑中的多细胞信号传导有助于不受控制的增殖,转移,免疫逃避和癌症的耐药性。靶向ECM重塑三部曲可能是早期的一种新策略,middle-,晚期癌症和克服耐药性。目前,近60%的替代抗癌药物来自天然产物或活性成分或从植物中分离的结构类似物。根据ECM的特点,这份手稿提出了癌症全过程管理的三个阶段,包括在癌症早期预防癌症发展(I期);在癌症中期预防肿瘤转移(II期);提供一种用于晚期癌症(III期)的免疫疗法的新方法,并提出了关于天然产物的贡献的新见解,这些天然产物用作通过靶向ECM中的成分来发挥抗癌作用的创新策略。在这里,我们关注ECM重塑的三部曲和ECM之间的相互作用,癌症相关成纤维细胞(CAFs)和肿瘤相关巨噬细胞(TAMs),并梳理天然产物在肿瘤进展中对ECM及相关靶点的干预作用,为开发抗肿瘤转移和复发的新药提供参考。
    Extracellular matrix (ECM) plays a pivotal and dynamic role in the construction of tumor microenvironment (TME), becoming the focus in cancer research and treatment. Multiple cell signaling in ECM remodeling contribute to uncontrolled proliferation, metastasis, immune evasion and drug resistance of cancer. Targeting trilogy of ECM remodeling could be a new strategy during the early-, middle-, advanced-stages of cancer and overcoming drug resistance. Currently nearly 60% of the alternative anticancer drugs are derived from natural products or active ingredients or structural analogs isolated from plants. According to the characteristics of ECM, this manuscript proposes three phases of whole-process management of cancer, including prevention of cancer development in the early stage of cancer (Phase I); prevent the metastasis of tumor in the middle stage of cancer (Phase II); provide a novel method in the use of immunotherapy for advanced cancer (Phase III), and present novel insights on the contribution of natural products use as innovative strategies to exert anticancer effects by targeting components in ECM. Herein, we focus on trilogy of ECM remodeling and the interaction among ECM, cancer-associated fibroblasts (CAFs) and tumor-associated macrophages (TAMs), and sort out the intervention effects of natural products on the ECM and related targets in the tumor progression, provide a reference for the development of new drugs against tumor metastasis and recurrence.
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  • 文章类型: Journal Article
    癌症相关成纤维细胞(CAFs)可以通过分泌各种效应子发挥其免疫抑制作用,这些效应子参与肿瘤浸润免疫细胞以及肿瘤免疫微环境(TIME)中的其他免疫成分的调节。从而促进肿瘤发生,programming,转移,和抗药性。尽管大量研究表明CAFs在头颈部鳞状细胞癌(HNSCC)的发生发展中起着关键的调节作用,关于CAFs与HNSCC预后相关性的研究有限。在这项研究中,我们通过单变量Cox分析确定了包含八个CAF相关基因的HNSCC的预后特征,套索回归,逐步回归,和多变量Cox分析。我们在来自人HNSCC和四种人HNSCC细胞系的CAF的原代培养物中的验证证实,这八个基因确实是CAF的特征性标志物。根据8个CAF相关基因特征分析高风险和低风险组之间的免疫细胞浸润差异,提示CAF在TIME中的调节作用,进一步揭示其对预后的潜在作用。在不同的独立验证队列中验证了8个CAF相关基因的特征,并且都表明它是预后的有效标记。通过Kaplan-Meier(K-M)分析证实了低危组的总生存率(OS)明显高于高危组,提示CAF相关基因的特征可用作HNSCC预后的非侵入性预测工具。低危组有明显较高水平的肿瘤杀伤免疫细胞浸润,正如CIBERSORT分析所证实的,如CD8+T细胞,滤泡辅助性T细胞,低风险组的树突状细胞(DCs)。相比之下,M0巨噬细胞和活化肥大细胞(MCs)等原瘤细胞的浸润水平较低。深入研究CAFs与免疫细胞之间的复杂机制对寻找潜在的调控靶点至关重要,并可能为后续靶向免疫治疗提供新的证据。这些结果表明,八个CAF相关基因的签名是评估HNSCC时间的有力指标。它可能为临床医生预测HNSCC的预后提供一个新的、可靠的潜在指标。可用于指导HNSCC患者的治疗和临床决策。同时,CAF相关基因有望成为肿瘤生物标志物和HNSCC的有效靶点。
    Cancer-associated fibroblasts (CAFs) can exert their immunosuppressive effects by secreting various effectors that are involved in the regulation of tumor-infiltrating immune cells as well as other immune components in the tumor immune microenvironment (TIME), thereby promoting tumorigenesis, progression, metastasis, and drug resistance. Although a large number of studies suggest that CAFs play a key regulatory role in the development of head and neck squamous cell carcinoma (HNSCC), there are limited studies on the relevance of CAFs to the prognosis of HNSCC. In this study, we identified a prognostic signature containing eight CAF-related genes for HNSCC by univariate Cox analysis, lasso regression, stepwise regression, and multivariate Cox analysis. Our validation in primary cultures of CAFs from human HNSCC and four human HNSCC cell lines confirmed that these eight genes are indeed characteristic markers of CAFs. Immune cell infiltration differences analysis between high-risk and low-risk groups according to the eight CAF-related genes signature hinted at CAFs regulatory roles in the TIME, further revealing its potential role on prognosis. The signature of the eight CAF-related genes was validated in different independent validation cohorts and all showed that it was a valid marker for prognosis. The significantly higher overall survival (OS) in the low-risk group compared to the high-risk group was confirmed by Kaplan-Meier (K-M) analysis, suggesting that the signature of CAF-related genes can be used as a non-invasive predictive tool for HNSCC prognosis. The low-risk group had significantly higher levels of tumor-killing immune cell infiltration, as confirmed by CIBERSORT analysis, such as CD8+ T cells, follicular helper T cells, and Dendritic cells (DCs) in the low-risk group. In contrast, the level of infiltration of pro-tumor cells such as M0 macrophages and activated Mast cells (MCs) was lower. It is crucial to delve into the complex mechanisms between CAFs and immune cells to find potential regulatory targets and may provide new evidence for subsequently targeted immunotherapy. These results suggest that the signature of the eight CAF-related genes is a powerful indicator for the assessment of the TIME of HNSCC. It may provide a new and reliable potential indicator for clinicians to predict the prognosis of HNSCC, which may be used to guide treatment and clinical decision-making in HNSCC patients. Meanwhile, CAF-related genes are expected to become tumor biomarkers and effective targets for HNSCC.
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  • 文章类型: Journal Article
    未经证实:据报道,长链非编码RNA(lncRNAs)的失调与多种肿瘤相关,它们作为肿瘤抑制因子或加速器。lncRNACYTOR被鉴定为与许多癌症有关的癌基因,比如胃癌,结直肠癌,肝细胞癌,和肾细胞癌。然而,CYTOR在膀胱癌(BCa)中的作用鲜有报道.
    未经评估:使用癌症基因组图谱(TCGA)程序中的癌症数据集,我们分析了CYTOR表达与预后价值之间的关系,致癌途径,BCa的抗肿瘤免疫和免疫治疗反应。在我们的数据集中进一步验证了CYTOR对尿路上皮癌微环境中免疫浸润模式的影响。单细胞分析揭示了CYTOR在BCa的肿瘤微环境(TME)中的作用。最后,我们在北京大学第一医院(PKU-BCa)数据集中评估了CYTOR在BCa中的表达及其与BCa恶性表型的相关性。
    未经证实:结果表明CYTOR在多个癌症样本中高表达,包括BCa,CYTOR表达增加导致总生存期(OS)较差。此外,CYTOR表达升高与BCa的临床病理特征显着相关,比如女性,高级TNM阶段,高组织学分级和非乳头状亚型。功能表征显示CYTOR可能参与免疫相关途径和上皮间质转化(EMT)过程。此外,CYTOR与浸润免疫细胞有显著关联,包括M2巨噬细胞和调节性T细胞(Tregs)。CYTOR促进癌症相关成纤维细胞(CAF)和巨噬细胞之间的串扰,并介导巨噬细胞的M2极化。相关分析显示CYTOR表达与程序性细胞死亡-1(PD-1)/程序性死亡配体1(PD-L1)/表达与BCa其他特异性免疫治疗靶点呈正相关,这是公认的预测免疫疗法的疗效。
    未经证实:这些结果表明CYTOR是预测生存结果的潜在生物标志物,BCa中TME细胞浸润特征和免疫治疗反应。
    UNASSIGNED: Dysregulation of long noncoding RNAs (lncRNAs) has been reported to be associated with multiple tumors where they act as tumor suppressors or accelerators. The lncRNA CYTOR was identified as an oncogene involved in many cancers, such as gastric cancer, colorectal cancer, hepatocellular carcinoma, and renal cell carcinoma. However, the role of CYTOR in bladder cancer (BCa) has rarely been reported.
    UNASSIGNED: Using cancer datasets from The Cancer Genome Atlas (TCGA) program, we analyzed the association between CYTOR expression and prognostic value, oncogenic pathways, antitumor immunity and immunotherapy response in BCa. The influence of CYTOR on the immune infiltration pattern in the urothelial carcinoma microenvironment was further verified in our dataset. Single-cell analysis revealed the role of CYTOR in the tumor microenvironment (TME) of BCa. Finally, we evaluated the expression of CYTOR in BCa in the Peking University First Hospital (PKU-BCa) dataset and its correlation with the malignant phenotype of BCa in vitro and in vivo.
    UNASSIGNED: The results indicated that CYTOR was highly expressed in multiple cancer samples, including BCa, and increased CYTOR expression contributed to poor overall survival (OS). Additionally, elevated CYTOR expression was significantly correlated with clinicopathological features of BCa, such as female sex, advanced TNM stage, high histological grade and non-papillary subtype. Functional characterization revealed that CYTOR may be involved in immune-related pathways and the epithelial mesenchymal transformation (EMT) process. Moreover, CYTOR had a significant association with infiltrating immune cells, including M2 macrophages and regulatory T cells (Tregs). CYTOR facilitates the crosstalk between cancer-associated fibroblasts (CAFs) and macrophages, and mediates M2 polarization of macrophages. Correlation analysis revealed a positive correlation between CYTOR expression and programmed cell death-1 (PD-1)/programmed death ligand 1 (PD-L1)/expression and other targets for specific immunotherapy in BCa, which are recognized to predict the efficacy of immunotherapy.
    UNASSIGNED: These results suggest that CYTOR serves as a potential biomarker for predicting survival outcome, TME cell infiltration characteristics and immunotherapy response in BCa.
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  • 文章类型: Journal Article
    越来越多的证据已经认识到,癌症相关成纤维细胞(CAFs)是卵巢癌促纤维增生性基质的主要参与者,调节肿瘤进展和治疗反应。然而,目前尚不清楚CAFs的特征是否可用于预测卵巢癌患者的临床结局.为了填补这个空白,我们通过分析卵巢癌样本的单细胞RNA测序(scRNA-seq)数据集来探索卵巢癌的肿瘤内室,并确定了两种不同的CAF(肿瘤促进CAF_c1亚型和肌成纤维细胞样CAF_c2亚型)。CAF亚型的临床意义在癌症基因组学图谱(TCGA)数据库和其他独立的免疫治疗反应数据集上得到进一步验证。结果表明,CAF_c1特征表达较高的患者预后较差,并表现出对免疫治疗的抵抗趋势。这项工作揭示了CAF_c1亚型的特征,可以作为免疫疗法的新预后指标和预测标志物。
    Accumulating evidence has recognized that cancer-associated fibroblasts (CAFs) are major players in the desmoplastic stroma of ovarian cancer, modulating tumor progression and therapeutic response. However, it is unclear regarding the signatures of CAFs could be utilized to predict the clinical outcomes of ovarian cancer patients. To fill in this gap, we explored the intratumoral compartment of ovarian cancer by analyzing the single-cell RNA-sequencing (scRNA-seq) datasets of ovarian carcinoma samples, and identified two distinct CAFs (tumor-promoting CAF_c1 subtype and myofibroblasts-like CAF_c2 subtype). The clinical significance of CAF subtypes was further validated in The Cancer Genomics Atlas (TCGA) database and other independent immunotherapy response datasets, and the results revealed that the patients with a higher expression of CAF_c1 signatures had a worse prognosis and showed a tendency of resistance to immunotherapy. This work uncovered the signatures of the CAF_c1 subtype that could serve as a novel prognostic indicator and predictive marker for immunotherapy.
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  • 文章类型: Journal Article
    肿瘤免疫治疗已成为新一代抗肿瘤治疗,但是它的适应症仍然集中在对免疫系统敏感的几种类型的肿瘤上。因此,扩大适应证、提高疗效的有效策略成为肿瘤免疫治疗进一步发展的关键要素。据报道,天然产物对癌症免疫疗法有这种作用,包括癌症疫苗,免疫检查点抑制剂,和过继免疫细胞疗法。其机制主要归因于肿瘤免疫抑制微环境的重塑,是帮助肿瘤避免免疫系统和癌症免疫疗法识别和攻击的关键因素。因此,这篇综述总结并总结了据报道可改善癌症免疫治疗的天然产物,并研究了其机制。我们发现皂苷,多糖,黄酮类化合物主要是三类天然产物,这反映了通过逆转肿瘤免疫抑制微环境与癌症免疫治疗相结合的显着效果。此外,这篇综述还收集了有关纳米技术用于改善天然产物缺点的研究。所有这些研究都显示了天然产物在癌症免疫疗法中的巨大潜力。
    Cancer immunotherapy has become a new generation of anti-tumor treatment, but its indications still focus on several types of tumors that are sensitive to the immune system. Therefore, effective strategies that can expand its indications and enhance its efficiency become the key element for the further development of cancer immunotherapy. Natural products are reported to have this effect on cancer immunotherapy, including cancer vaccines, immune-check points inhibitors, and adoptive immune-cells therapy. And the mechanism of that is mainly attributed to the remodeling of the tumor-immunosuppressive microenvironment, which is the key factor that assists tumor to avoid the recognition and attack from immune system and cancer immunotherapy. Therefore, this review summarizes and concludes the natural products that reportedly improve cancer immunotherapy and investigates the mechanism. And we found that saponins, polysaccharides, and flavonoids are mainly three categories of natural products, which reflected significant effects combined with cancer immunotherapy through reversing the tumor-immunosuppressive microenvironment. Besides, this review also collected the studies about nano-technology used to improve the disadvantages of natural products. All of these studies showed the great potential of natural products in cancer immunotherapy.
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  • 文章类型: Journal Article
    背景:对ECM的功能多功能性和动态特性的更深入了解提高了对癌症生物学的理解。翻译意义:这项工作提供了ECM的重要性,以开发更多的模拟乳腺癌模型的深入视图,旨在重建肿瘤微环境的组成部分和架构。特别关注来自组织和细胞培养的脱细胞基质,在采购和应用中,因为他们在癌症研究和制药领域取得了巨大的成功。摘要:细胞外基质(ECM)越来越被认为是细胞行为和对乳腺癌(BC)治疗反应的主要调节因子。在BC进展期间,乳腺ECM在组成和组织上被重塑和改变。积累的证据表明,ECM的组成和力学的变化,由肿瘤-基质相互作用以及ECM重塑酶协调,积极参与BC的进展和转移。了解特定的ECM成分如何调节致瘤过程已导致对开发基于生物材料的仿生ECM模型以概括关键肿瘤特征的兴趣增加。脱细胞ECMs(dECMs)已成为有前途的体外3D肿瘤模型,其在加工和应用方面的最新进展可能成为BC研究和制药业卓越的生物材料。这篇综述详细介绍了ECM在BC进展中的贡献,并强调了基于dECM的生物材料作为有前途的个性化肿瘤模型的应用,可以更准确地模拟BC的致瘤机制和对治疗的反应。这将允许设计适合每个肿瘤的特定特征的靶向治疗方法,这将对应用于BC患者的精准医学产生重大影响。
    BACKGROUND: A deeper knowledge of the functional versatility and dynamic nature of the ECM has improved the understanding of cancer biology. Translational Significance: This work provides an in-depth view of the importance of the ECM to develop more mimetic breast cancer models, which aim to recreate the components and architecture of tumor microenvironment. Special focus is placed on decellularized matrices derived from tissue and cell culture, both in procurement and applications, as they have achieved great success in cancer research and pharmaceutical sector. Abstract: The extracellular matrix (ECM) is increasingly recognized as a master regulator of cell behavior and response to breast cancer (BC) treatment. During BC progression, the mammary gland ECM is remodeled and altered in the composition and organization. Accumulated evidence suggests that changes in the composition and mechanics of ECM, orchestrated by tumor-stromal interactions along with ECM remodeling enzymes, are actively involved in BC progression and metastasis. Understanding how specific ECM components modulate the tumorigenic process has led to an increased interest in the development of biomaterial-based biomimetic ECM models to recapitulate key tumor characteristics. The decellularized ECMs (dECMs) have emerged as a promising in vitro 3D tumor model, whose recent advances in the processing and application could become the biomaterial by excellence for BC research and the pharmaceutical industry. This review offers a detailed view of the contribution of ECM in BC progression, and highlights the application of dECM-based biomaterials as promising personalized tumor models that more accurately mimic the tumorigenic mechanisms of BC and the response to treatment. This will allow the design of targeted therapeutic approaches adapted to the specific characteristics of each tumor that will have a great impact on the precision medicine applied to BC patients.
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  • 文章类型: Journal Article
    胶质母细胞瘤是最具侵袭性和最致命的恶性肿瘤之一。获得性耐药性降低了贝伐单抗在胶质母细胞瘤治疗中的有效性,从而增加了胶质母细胞瘤患者的死亡率。在这项研究中,pentagamavunone-1(PGV-1)的潜在目标,姜黄素类似物,在胶质母细胞瘤治疗中作为贝伐单抗的补充治疗进行了探索。
    目标预测,数据收集,并使用相似性集成方法(SEA)进行分析,SwissTargetPrediction,STRINGDB,和基因表达综合(GEO)数据集。使用Webgestalt和DAVID进行了基因本体论和京都基因和基因组百科全书(KEGG)途径富集分析,分别。使用CytoHubba基于最高程度分数选择Hub基因。用cBioportal和GEPIA进行遗传改变和基因表达的分析以及所选基因的Kaplan-Meier存活分析。用数据库TIMER2.0分析所选基因和免疫细胞之间的免疫浸润相关性。
    我们发现374个PGV-1靶标,1139个差异表达基因(DEG)来自贝伐单抗耐药的胶质母细胞瘤细胞。使用这两组数据的维恩图分析产生21个基因,其被鉴定为针对贝伐单抗抗性(PBR)的PGV-1的潜在靶标。PBR通过细胞色素P450调节外源性物质的代谢。七个潜在的治疗PBR,发现GSTM1,AKR1C3,AKR1C4,PTGS2,ADAM10,AKR1B1和HSD17B110在1.2%-30%的胶质母细胞瘤患者中具有遗传改变。使用GEPIA数据库的分析表明,胶质母细胞瘤患者ADAM10,AKR1B1和HSD17B10的mRNA表达显着上调。Kaplan-Meier生存分析显示,只有AKR1B1mRNA低表达患者的总生存率明显优于高mRNA组患者。我们还发现了PBR与免疫细胞之间的相关性,因此揭示了PGV-1通过靶向PBR作为免疫治疗剂的潜力。
    这项研究强调了七个PBR,即,GSTM1、AKR1C3、AKR1C4、PTGS2、ADAM10、AKR1B1和HSD17B110。该研究还强调了PBR作为PGV-1免疫疗法靶标的潜力。PGV-1作为胶质母细胞瘤免疫治疗的辅助手段,以抵消贝伐单抗耐药性,需要进一步验证这项研究的结果。
    UNASSIGNED: Glioblastoma is one of the most aggressive and deadliest malignant tumors. Acquired resistance decreases the effectiveness of bevacizumab in glioblastoma treatment and thus increases the mortality rate in patients with glioblastoma. In this study, the potential targets of pentagamavunone-1 (PGV-1), a curcumin analog, were explored as a complementary treatment to bevacizumab in glioblastoma therapy.
    UNASSIGNED: Target prediction, data collection, and analysis were conducted using the similarity ensemble approach (SEA), SwissTargetPrediction, STRING DB, and Gene Expression Omnibus (GEO) datasets. Gene ontology and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis were conducted using Webgestalt and DAVID, respectively. Hub genes were selected based on the highest degree scores using the CytoHubba. Analysis of genetic alterations and gene expression as well as Kaplan-Meier survival analysis of selected genes were conducted with cBioportal and GEPIA. Immune infiltration correlations between selected genes and immune cells were analyzed with database TIMER 2.0.
    UNASSIGNED: We found 374 targets of PGV-1, 1139 differentially expressed genes (DEGs) from bevacizumab-resistant-glioblastoma cells. A Venn diagram analysis using these two sets of data resulted in 21 genes that were identified as potential targets of PGV-1 against bevacizumab resistance (PBR). PBR regulated the metabolism of xenobiotics by cytochrome P450. Seven potential therapeutic PBR, namely GSTM1, AKR1C3, AKR1C4, PTGS2, ADAM10, AKR1B1, and HSD17B110 were found to have genetic alterations in 1.2%-30% of patients with glioblastoma. Analysis using the GEPIA database showed that the mRNA expression of ADAM10, AKR1B1, and HSD17B10 was significantly upregulated in glioblastoma patients. Kaplan-Meier survival analysis showed that only patients with low mRNA expression of AKR1B1 had significantly better overall survival than the patients in the high mRNA group. We also found a correlation between PBR and immune cells and thus revealed the potential of PGV-1 as an immunotherapeutic agent via targeting of PBR.
    UNASSIGNED: This study highlighted seven PBR, namely, GSTM1, AKR1C3, AKR1C4, PTGS2, ADAM10, AKR1B1, and HSD17B110. This study also emphasized the potential of PBR as a target for immunotherapy with PGV-1. Further validation of the results of this study is required for the development of PGV-1 as an adjunct to immunotherapy for glioblastoma to counteract bevacizumab resistance.
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  • 文章类型: Journal Article
    外泌体是细胞衍生的纳米囊泡,直径为30至150nm,多囊泡体与细胞表面融合后释放。它们可以运输核酸,蛋白质,和脂质用于细胞间通讯并激活靶细胞中的信号通路。在癌症中,外泌体可能通过调节免疫反应参与肿瘤的生长和转移,阻断上皮-间质转化,促进血管生成。它们还参与对化疗药物的抗性的发展。液体活检中的外泌体可用作非侵入性生物标志物,用于癌症的早期检测和诊断。由于它们的两亲结构,外泌体是用于癌症治疗的天然药物递送载体。
    Exosomes are cell-derived nanovesicles with diameters from 30 to 150 nm, released upon fusion of multivesicular bodies with the cell surface. They can transport nucleic acids, proteins, and lipids for intercellular communication and activate signaling pathways in target cells. In cancers, exosomes may participate in growth and metastasis of tumors by regulating the immune response, blocking the epithelial-mesenchymal transition, and promoting angiogenesis. They are also involved in the development of resistance to chemotherapeutic drugs. Exosomes in liquid biopsies can be used as non-invasive biomarkers for early detection and diagnosis of cancers. Because of their amphipathic structure, exosomes are natural drug delivery vehicles for cancer therapy.
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  • 文章类型: Journal Article
    整合素是跨膜受体,其已经涉及各种人类生理和病理过程的生物学。这些分子促进细胞-细胞外基质和细胞-细胞相互作用,它们与纤维化有关,炎症,血栓形成,和肿瘤转移。整合素在肿瘤进展中的作用使它们成为癌症治疗的有希望的靶标,和某些整合素拮抗剂,如抗体和合成肽,已在临床上有效地用于癌症治疗。这里,我们讨论了关于整合素对癌症生物学的贡献的证据和知识。此外,我们总结了在抗癌治疗开发中针对该家族的临床尝试。
    Integrins are transmembrane receptors that have been implicated in the biology of various human physiological and pathological processes. These molecules facilitate cell-extracellular matrix and cell-cell interactions, and they have been implicated in fibrosis, inflammation, thrombosis, and tumor metastasis. The role of integrins in tumor progression makes them promising targets for cancer treatment, and certain integrin antagonists, such as antibodies and synthetic peptides, have been effectively utilized in the clinic for cancer therapy. Here, we discuss the evidence and knowledge on the contribution of integrins to cancer biology. Furthermore, we summarize the clinical attempts targeting this family in anti-cancer therapy development.
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  • 文章类型: Journal Article
    微小RNA(miRNA)失调通过调节mRNA水平在前列腺癌(PCa)的异质性发展中起关键作用。在这里,我们旨在通过非负矩阵分解对miRNA调节的转录组进行聚类来表征PCa的分子特征。使用来自癌症基因组图谱的478个PCa样本,四种分子亚型(S-I,S-II,S-III,和S-IV)在两个合并的微阵列和RNAseq数据集中的656和252个样本中进行了鉴定和验证,分别。有趣的是,4种亚型在综合分析临床特征后表现出明显的临床和生物学特征,多维配置文件,免疫浸润,和药物敏感性。S-I是基底/干/间充质样的,免疫排除有明显的转化生长因子β,上皮-间质转化和缺氧信号,增加对奥拉帕尼的敏感性,和中间预后。S-II具有腔/代谢活性,对雄激素剥夺治疗有反应,经常进行TMPRSS2-ERG融合,预后良好。S-III的特征是适度的增殖和代谢活性,对基于紫杉烷的化疗的敏感性,和中间预后。S-IV具有高度增生性,具有中等EMT和干性,频繁删除TP53、PTEN和RB,和最差的预后;它也是免疫发炎和敏感的抗PD-L1治疗。总的来说,基于miRNA调节的基因谱,这项研究确定了4种不同的PCa亚型,这些亚型可以改善诊断时的风险分层并提供治疗指导.
    MicroRNA (miRNA) deregulation plays a critical role in the heterogeneous development of prostate cancer (PCa) by tuning mRNA levels. Herein, we aimed to characterize the molecular features of PCa by clustering the miRNA-regulated transcriptome with non-negative matrix factorization. Using 478 PCa samples from The Cancer Genome Atlas, four molecular subtypes (S-I, S-II, S-III, and S-IV) were identified and validated in two merged microarray and RNAseq datasets with 656 and 252 samples, respectively. Interestingly, the four subtypes showed distinct clinical and biological features after comprehensive analyses of clinical features, multiomic profiles, immune infiltration, and drug sensitivity. S-I is basal/stem/mesenchymal-like and immune-excluded with marked transforming growth factor β, epithelial-mesenchymal transition and hypoxia signals, increased sensitivity to olaparib, and intermediate prognosis. S-II is luminal/metabolism-active and responsive to androgen deprivation therapy with frequent TMPRSS2-ERG fusion and a good prognosis. S-III is characterized by moderate proliferative and metabolic activity, sensitivity to taxane-based chemotherapy, and intermediate prognosis. S-IV is highly proliferative with moderate EMT and stemness, frequent deletions of TP53, PTEN and RB, and the poorest prognosis; it is also immune-inflamed and sensitive to anti-PD-L1 therapy. Overall, based on miRNA-regulated gene profiles, this study identified four distinct PCa subtypes that could improve risk stratification at diagnosis and provide therapeutic guidance.
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