Wnt Signaling Pathway

Wnt 信号通路
  • 文章类型: Journal Article
    糖原合成酶激酶-3β(GSK3β)是一种丝氨酸/苏氨酸激酶,在糖原代谢中起关键作用,Wnt/β-连环蛋白信号级联,突触调制,和多个自噬相关的信号通路。GSK3β是药物发现的一个有吸引力的靶标,因为它的异常活性与神经退行性疾病如阿尔茨海默病和帕金森病的发展有关。在本研究中,我们开发了多种旨在识别新型GSK3β抑制剂的机器学习模型,并评估了其预测可靠性.最强大的模型以共识的方式结合在一起,用于筛选约200万个商业化合物。我们基于共识机器学习的虚拟筛选导致化合物G1和G4的鉴定,这些化合物在低微摩尔和亚微摩尔范围内显示出对GSK3β的抑制活性,分别。这些结果证明了我们的虚拟筛选方法的可靠性。此外,对接和分子动力学模拟研究用于预测G1和G4的可靠结合模式,这代表了未来命中前导和前导优化研究的两个有价值的起点.
    Glycogen synthase kinase-3 beta (GSK3β) is a serine/threonine kinase that plays key roles in glycogen metabolism, Wnt/β-catenin signaling cascade, synaptic modulation, and multiple autophagy-related signaling pathways. GSK3β is an attractive target for drug discovery since its aberrant activity is involved in the development of neurodegenerative diseases such as Alzheimer\'s and Parkinson\'s disease. In the present study, multiple machine learning models aimed at identifying novel GSK3β inhibitors were developed and evaluated for their predictive reliability. The most powerful models were combined in a consensus approach, which was used to screen about 2 million commercial compounds. Our consensus machine learning-based virtual screening led to the identification of compounds G1 and G4, which showed inhibitory activity against GSK3β in the low-micromolar and sub-micromolar range, respectively. These results demonstrated the reliability of our virtual screening approach. Moreover, docking and molecular dynamics simulation studies were employed for predicting reliable binding modes for G1 and G4, which represent two valuable starting points for future hit-to-lead and lead optimization studies.
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  • 文章类型: Journal Article
    Colorectal cancer (CRC) is a heterogeneous disease with different genetic and molecular backgrounds, leading to a diverse patient prognosis and treatment response. Four consensus molecular subtypes (CMS 1-4) have recently been proposed based on transcriptome profiling. A clinically practical immunohistochemistry (IHC) based CMS classifier consisting of the four markers FRMD6, ZEB1, HTR2B, and CDX2 was then demonstrated. However, the IHC-CMS classifier did not distinguish between CMS2 and CMS3 tumours. In this study, we have applied the proposed transcriptome based and IHC-based CMS classifiers in a CRC cohort of 65 patients and found a concordance of 77.5 %. Further, we modified the IHC-CMS classifier by analysing the differentially expressed genes between CMS2 and CMS3 tumours using RNA-sequencing data from the TCGA dataset. The result showed that WNT signalling was among the most upregulated pathways in CMS2 tumours, and the expression level of CTNNB1 (encoding β-catenin), a WNT pathway hallmark, was significantly upregulated (P = 1.15 × 10-6). We therefore introduced nuclear β-catenin staining to the IHC-CMS classifier. Using the modified classifier in our cohort, we found a 71.4 % concordance between the IHC and RNA-sequencing based CMS classifiers. Moreover, β-catenin staining could classify 16 out of the 19 CMS2/3 tumours into CMS2 or CMS3, thereby showing an 84.2 % concordance with the RNA-sequencing-based classifier. In conclusion, we evaluated CMS classifiers based on transcriptome and IHC analysis. We present a modified IHC panel that categorizes CRC tumours into the four CMS groups. To our knowledge, this is the first study using IHC to identify all four CMS groups.
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  • 文章类型: Journal Article
    实体肿瘤生长是癌细胞与其微环境之间复杂相互作用的结果。最近,一项新的实体瘤全局转录组免疫分类鉴定出6种免疫亚型(ISs)(C1-C6).我们的目的是具体表征结直肠癌(CRC)中的ISs,并评估它们与共有分子亚型(CMSs)的相互作用。
    临床和分子信息,包括CMS和IS,得自癌症基因组图谱(TCGA)(N=625)。免疫细胞群,使用CMSs进行差异基因表达和基因集富集分析以表征全球CRC人群中的ISs。
    在CRC中仅识别出5个ISs,主要是C1伤口愈合(77%)和C2IFN-γ占优势(17%)。CMS1显示C2的比例最高(53%),而C1在CMS2中特别占优势(91%)。CMS3具有最高的表示性C3炎症(7%)和C4淋巴细胞耗竭ISs(4%),而所有C6TGF-β优势病例均属于CMS4(2.3%)。CRC中IS的预后相关性与全球TCGA报告的预后相关性大不相同,与CMS分类相比,ISs对CRC患者的预后进行分层的能力更大。C2有较高密度的CD8,CD4激活,滤泡辅助性T细胞,调节性T细胞和中性粒细胞和最高的M1/M2极化。C2增强了与免疫系统相关的途径的激活,细胞凋亡和DNA修复,mTOR信号和氧化磷酸化,而C1更依赖于代谢途径。
    IS和CMS的相关性允许对具有相关临床和生物学意义的患者进行更精确的分类。这可能是改善CRC患者量身定制的治疗干预措施的有价值的工具。
    Solid tumour growth is the consequence of a complex interplay between cancer cells and their microenvironment. Recently, a new global transcriptomic immune classification of solid tumours has identified six immune subtypes (ISs) (C1-C6). Our aim was to specifically characterise ISs in colorectal cancer (CRC) and assess their interplay with the consensus molecular subtypes (CMSs).
    Clinical and molecular information, including CMSs and ISs, were obtained from The Cancer Genome Atlas (TCGA) (N = 625). Immune cell populations, differential gene expression and gene set enrichment analysis were performed to characterise ISs in the global CRC population by using CMSs.
    Only 5 ISs were identified in CRC, predominantly C1 wound healing (77%) and C2 IFN-γ dominant (17%). CMS1 showed the highest proportion of C2 (53%), whereas C1 was particularly dominant in CMS2 (91%). CMS3 had the highest representation of C3 inflammatory (7%) and C4 lymphocyte depleted ISs (4%), whereas all C6 TGF-β dominant cases belonged to CMS4 (2.3%). Prognostic relevance of ISs in CRC substantially differed from that reported for the global TCGA, and ISs had a greater ability to stratify the prognosis of CRC patients than CMS classification. C2 had higher densities of CD8, CD4 activated, follicular helper T cells, regulatory T cells and neutrophils and the highest M1/M2 polarisation. C2 had a heightened activation of pathways related to the immune system, apoptosis and DNA repair, mTOR signalling and oxidative phosphorylation, whereas C1 was more dependent of metabolic pathways.
    The correlation of IS and CMS allows a more precise categorisation of patients with relevant clinical and biological implications, which may be valuable tools to improve tailored therapeutic interventions in CRC patients.
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  • 文章类型: Journal Article
    OBJECTIVE: Interferon consensus sequence-binding protein 8 (IRF8) belongs to a family of interferon (IFN) regulatory factors that modulates various important physiological processes including carcinogenesis. As reported by others and our group, IRF8 expression is silenced by DNA methylation in both human solid tumors and hematological malignancies. However, the role of IRF8 in lung carcinoma remains elusive. In this study, we determined IRF8 epigenetic regulation, biological functions, and the signaling pathway involved in non-small cell lung cancer (NSCLC).
    METHODS: IRF8 expression were determined by Q- PCR. MSP and A+T determined promotor methylation. MTS, clonogenic, Transwell assay, Flow cytometry, three-dimensional culture and AO/EB stain verified cell function. In vivo tumorigenesis examed the in vivo effects. By Chip-QPCR, RT-PCR, Western blot and Immunofluorescence staining, the mechanisms were studied.
    RESULTS: IRF8 was significantly downregulated in lung tumor tissues compared with adjacent non-cancerous tissues. Furthermore, methylation-specific PCR analyses revealed that IRF8 methylation in NSCLC was a common event, and demethylation reagent treatment proved that downregulation of IRF8 was due to its promoter CpG hypermethylation. Clinical data showed that the IRF8 methylation was associated with tumor stage, lymph node metastasis status, patient outcome, and tumor histology. Exogenous expression of IRF8 in the silenced or downregulated lung cancer cell lines A549 and H1299 at least partially restored the sensitivity of lung cancer cells to apoptosis, and arrested cells at the G0/G1 phase. Cell viability, clonogenicity, and cell migration and invasive abilities were strongly inhibited by restored expression of IRF8. A three-dimensional culture system demonstrated that IRF8 changed the cells to a more spherical phenotype. Moreover, ectopic expression of IRF8 enhanced NSCLC chemosensitivity to cisplatin. Furthermore, as verified by Chip-qPCR, immunofluorescence staining, and western blotting, IRF8 bound to the T-cell factor/lymphoid enhancer factor (TCF /LEF) promoter, thus repressing β-catenin nuclear translocation and its activation. IRF8 significantly disrupted the effects of Wnt agonist, bml284, further suggesting its involvement in the Wnt/β-catenin pathway.
    CONCLUSIONS: IRF8 acted as a tumor suppressor gene through the transcriptional repression of β-catenin-TCF/LEF in NSCLC. IRF8 methylation may serve as a potential biomarker in NSCLC prognosis.
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  • 文章类型: Journal Article
    结直肠癌(CRC)是一种经常致命的疾病,具有异质性的结果和药物反应。为了解决报告的基于基因表达的CRC分类之间的不一致,并促进临床翻译,我们成立了一个国际联盟,致力于跨专家组的大规模数据共享和分析。我们显示了六个独立的分类系统之间的显着互连性,这些系统合并成四个具有显着特征的共有分子亚型(CMSs):CMS1(微卫星不稳定性免疫,14%),超突变,微卫星不稳定和强免疫激活;CMS2(规范,37%),上皮,标记的WNT和MYC信号激活;CMS3(代谢,13%),上皮和明显的代谢失调;和CMS4(间充质,23%),显著的转化生长因子-β激活,基质侵入和血管生成。具有混合特征(13%)的样品可能代表转变表型或瘤内异质性。我们认为CMS组目前可用于CRC的最强大的分类系统-具有明确的生物学可解释性-以及未来临床分层和基于亚型的针对性干预的基础。
    Colorectal cancer (CRC) is a frequently lethal disease with heterogeneous outcomes and drug responses. To resolve inconsistencies among the reported gene expression-based CRC classifications and facilitate clinical translation, we formed an international consortium dedicated to large-scale data sharing and analytics across expert groups. We show marked interconnectivity between six independent classification systems coalescing into four consensus molecular subtypes (CMSs) with distinguishing features: CMS1 (microsatellite instability immune, 14%), hypermutated, microsatellite unstable and strong immune activation; CMS2 (canonical, 37%), epithelial, marked WNT and MYC signaling activation; CMS3 (metabolic, 13%), epithelial and evident metabolic dysregulation; and CMS4 (mesenchymal, 23%), prominent transforming growth factor-β activation, stromal invasion and angiogenesis. Samples with mixed features (13%) possibly represent a transition phenotype or intratumoral heterogeneity. We consider the CMS groups the most robust classification system currently available for CRC-with clear biological interpretability-and the basis for future clinical stratification and subtype-based targeted interventions.
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  • 文章类型: Journal Article
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