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Gene Screening in High-Throughput Right-Censored Lung Cancer Data. 高通量右删减肺癌数据的基因筛选。
Pub Date : 2022-12-01 DOI: 10.3390/onco2040017
Chenlu Ke, Dipankar Bandyopadhyay, Mario Acunzo, Robert Winn

Background: Advances in sequencing technologies have allowed collection of massive genome-wide information that substantially advances lung cancer diagnosis and prognosis. Identifying influential markers for clinical endpoints of interest has been an indispensable and critical component of the statistical analysis pipeline. However, classical variable selection methods are not feasible or reliable for high-throughput genetic data. Our objective is to propose a model-free gene screening procedure for high-throughput right-censored data, and to develop a predictive gene signature for lung squamous cell carcinoma (LUSC) with the proposed procedure.

Methods: A gene screening procedure was developed based on a recently proposed independence measure. The Cancer Genome Atlas (TCGA) data on LUSC was then studied. The screening procedure was conducted to narrow down the set of influential genes to 378 candidates. A penalized Cox model was then fitted to the reduced set, which further identified a 6-gene signature for LUSC prognosis. The 6-gene signature was validated on datasets from the Gene Expression Omnibus.

Results: Both model-fitting and validation results reveal that our method selected influential genes that lead to biologically sensible findings as well as better predictive performance, compared to existing alternatives. According to our multivariable Cox regression analysis, the 6-gene signature was indeed a significant prognostic factor (p-value < 0.001) while controlling for clinical covariates.

Conclusions: Gene screening as a fast dimension reduction technique plays an important role in analyzing high-throughput data. The main contribution of this paper is to introduce a fundamental yet pragmatic model-free gene screening approach that aids statistical analysis of right-censored cancer data, and provide a lateral comparison with other available methods in the context of LUSC.

背景:测序技术的进步使大量全基因组信息的收集成为可能,这大大提高了肺癌的诊断和预后。确定临床终点的有影响力的标志物是统计分析管道中不可或缺的关键组成部分。然而,传统的变量选择方法对于高通量遗传数据并不可行或可靠。我们的目标是为高通量右审查数据提出一种无模型基因筛选程序,并利用所提出的程序开发肺鳞状细胞癌(LUSC)的预测性基因标记。方法:基于最近提出的独立性措施,开发了一种基因筛选程序。然后对LUSC的癌症基因组图谱(TCGA)数据进行研究。筛选程序是为了将一组有影响的基因缩小到378个候选基因。然后将惩罚Cox模型拟合到简化集,进一步确定了LUSC预后的6个基因特征。在基因表达Omnibus的数据集上验证了6个基因的签名。结果:模型拟合和验证结果都表明,与现有的替代方法相比,我们的方法选择了有影响的基因,从而导致生物学上合理的发现以及更好的预测性能。根据我们的多变量Cox回归分析,在控制临床协变量的情况下,6基因特征确实是一个重要的预后因素(p值< 0.001)。结论:基因筛选作为一种快速降维技术,在高通量数据分析中具有重要作用。本文的主要贡献是介绍了一种基本而实用的无模型基因筛选方法,该方法有助于对右审查癌症数据进行统计分析,并提供了与LUSC背景下其他可用方法的横向比较。
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引用次数: 0
ERBB1/EGFR and JAK3 Tyrosine Kinases as Potential Therapeutic Targets in High-Risk Multiple Myeloma. ERBB1/EGFR 和 JAK3 酪氨酸激酶是高危多发性骨髓瘤的潜在治疗靶点。
Pub Date : 2022-12-01 Epub Date: 2022-10-14 DOI: 10.3390/onco2040016
Fatih M Uckun, Sanjive Qazi

Our main objective was to identify abundantly expressed tyrosine kinases in multiple myeloma (MM) as potential therapeutic targets. We first compared the transcriptomes of malignant plasma cells from newly diagnosed MM patients who were risk-categorized based on the patient-specific EMC-92/SKY-92 gene expression signature values vs. normal plasma cells from healthy volunteers using archived datasets from the HOVON65/GMMG-HD4 randomized Phase 3 study evaluating the clinical efficacy of bortezomib induction/maintenance versus classic cytotoxic drugs and thalidomide maintenance. In particular, ERBB1/EGFR was significantly overexpressed in MM cells in comparison to normal control plasma cells, and it was differentially overexpressed in MM cells from high-risk patients. Amplified expression of EGFR/ERBB1 mRNA in MM cells was positively correlated with increased expression levels of mRNAs for several DNA binding proteins and transcription factors with known upregulating activity on EGFR/ERBB1 gene expression. MM patients with the highest ERBB1/EGFR expression level had significantly shorter PFS and OS times than patients with the lowest ERBB1/EGFR expression level. High expression levels of EGFR/ERBB1 were associated with significantly increased hazard ratios for unfavorable PFS and OS outcomes in both univariate and multivariate Cox proportional hazards models. The impact of high EGFR/ERBB1 expression on the PFS and OS outcomes remained significant even after accounting for the prognostic effects of other covariates. These results regarding the prognostic effect of EGFR/ERBB1 expression were validated using the MMRF-CoMMpass RNAseq dataset generated in patients treated with more recently applied drug combinations included in contemporary induction regimens. Our findings provide new insights regarding the molecular mechanism and potential clinical significance of upregulated EGFR/ERBB1 expression in MM.

我们的主要目的是确定多发性骨髓瘤(MM)中表达丰富的酪氨酸激酶,并将其作为潜在的治疗靶点。我们首先利用HOVON65/GMMG-HD4随机3期研究的存档数据集,比较了根据患者特异性EMC-92/SKY-92基因表达特征值进行风险分类的新诊断MM患者恶性浆细胞与健康志愿者正常浆细胞的转录组,该研究评估了硼替佐米诱导/维持治疗与传统细胞毒药物和沙利度胺维持治疗的临床疗效。与正常对照血浆细胞相比,ERBB1/EGFR在MM细胞中明显过表达,而且在高危患者的MM细胞中也有不同程度的过表达。MM细胞中表皮生长因子受体/表皮生长因子受体ERBB1 mRNA的扩增表达与已知对表皮生长因子受体/表皮生长因子受体ERBB1基因表达具有上调活性的几种DNA结合蛋白和转录因子的mRNA表达水平的升高呈正相关。ERBB1/EGFR表达水平最高的MM患者的PFS和OS时间明显短于ERBB1/EGFR表达水平最低的患者。在单变量和多变量考克斯比例危险模型中,表皮生长因子受体/ERBB1的高表达水平与不利的PFS和OS结果的危险比明显增加有关。即使考虑了其他协变量的预后影响,表皮生长因子受体/ERBB1高表达对PFS和OS结果的影响仍然显著。这些关于表皮生长因子受体/ERBB1表达对预后影响的研究结果通过MMRF-CoMMpass RNAseq数据集得到了验证,该数据集是在接受现代诱导方案中最新应用的药物组合治疗的患者中生成的。我们的研究结果提供了有关 MM 中表皮生长因子受体/ERBB1 表达上调的分子机制和潜在临床意义的新见解。
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引用次数: 0
The Dependence of Compensation Dose on Systematic and Random Interruption Treatment Time in Radiation Therapy 放射治疗中补偿剂量与系统和随机中断治疗时间的关系
Pub Date : 2022-09-05 DOI: 10.3390/onco2030015
R. Abolfath, M. Khalili, A. Senejani, Balachandran Kodery, R. Ivker
Introduction: In this work, we develop a multi-scale model to calculate corrections to the prescription dose to predict compensation required for the DNA repair mechanism and the repopulation of the cancer cells due to the occurrence of patient scheduling variabilities and the treatment time-gap in fractionation scheme. Methods: A system of multi-scale, time-dependent birth-death Master equations is used to describe stochastic evolution of double-strand breaks (DSBs) formed on DNAs and post-irradiation intra and inter chromosomes end-joining processes in cells, including repair and mis-repair mechanisms in microscopic scale, with an extension appropriate for calculation of tumor control probability (TCP) in macroscopic scale. Variabilities in fractionation time due to systematic shifts in patient’s scheduling and randomness in inter-fractionation treatment time are modeled. For an illustration of the methodology, we focus on prostate cancer. Results: We derive analytical corrections to linear-quadratic radiobiological indices α and β as a function of variabilities in treatment time and shifts in patient’s scheduling. We illustrate the dependence of the absolute value of the compensated dose on radio-biological sensitivity, α/β, DNA repair half-time, T1/2, tumor cells repopulation rate, and the time-gaps among treatment fractions due to inter-patient variabilities. At a given tumor size, delays between fractions totaling 24 h over the entire course of treatment, in a typical prostate cancer fractionation scheme, e.g., 81 Gy, 1.8 Gy per fraction and 45 treatment days, require up to 10% compensation dose if the sublethal DNA repair half-time, T1/2, spans over 10 h. We show that the contribution of the fast DNA repair mechanisms to the total dose is negligible. Instead, any compensation to the total dose stems from the tumor cell repopulation that may go up to a significant fraction of the original dose for a time gap of up to one week. Conclusions: We recommend implementation of time irregularities in treatment scheduling in the clinic settings to be taken into account. To achieve a clinical endpoint, corrections to the prescription dose must be assessed, in particular, if modern external beam therapy techniques such as IMRT/VMAT are used for the treatment of cancer.
简介:在这项工作中,我们开发了一个多尺度模型来计算处方剂量的校正,以预测由于分级方案中患者调度变量和治疗时间间隔的发生,癌症细胞的DNA修复机制和重新繁殖所需的补偿。方法:使用多尺度、时间依赖的出生-死亡主方程系统来描述DNA上形成的双链断裂(DSBs)的随机进化以及细胞中辐照后染色体内和染色体间末端连接过程,包括微观尺度的修复和错误修复机制,其扩展适用于在宏观尺度上计算肿瘤控制概率(TCP)。由于患者日程安排的系统性变化和分级间治疗时间的随机性,分级时间的可变性被建模。为了说明方法,我们将重点放在前列腺癌症上。结果:我们推导了线性二次放射生物学指数α和β的分析校正,作为治疗时间变化和患者日程安排变化的函数。我们说明了补偿剂量的绝对值对放射生物学敏感性、α/β、DNA修复半时间、T1/2、肿瘤细胞再增殖率以及由于患者间差异导致的治疗组分之间的时间间隔的依赖性。在给定的肿瘤大小下,在典型的前列腺癌症分级方案中,在整个治疗过程中总共24小时的级分之间的延迟,例如,81 Gy,每个级分1.8 Gy和45个治疗日,如果亚致死DNA修复半时T1/2跨越10小时,则需要高达10%的补偿剂量。我们表明,快速DNA修复机制对总剂量的贡献可以忽略不计。相反,对总剂量的任何补偿都源于肿瘤细胞的重新增殖,在长达一周的时间间隔内,肿瘤细胞的数量可能会增加到原始剂量的很大一部分。结论:我们建议在临床环境中考虑治疗计划中的时间不规则性。为了达到临床终点,必须评估处方剂量的校正,特别是如果使用IMRT/VMAT等现代外部射束治疗技术治疗癌症。
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引用次数: 0
Augmented Expression of the IL3RA/CD123 Gene in MLL/KMT2A-Rearranged Pediatric AML and Infant ALL IL3RA/CD123基因在MLL/ kmt2a重排儿童AML和婴儿ALL中的增强表达
Pub Date : 2022-08-25 DOI: 10.3390/onco2030014
S. Qazi, F. Uckun
Here, we evaluated transcript-level IL3RA/CD123 expression in mixed lineage leukemia 1 (MLL) gene/KMT2A-rearranged (MLL-R+) vs. MLL-R− pediatric AML as well as infant ALL by comparing the archived datasets of the transcriptomes of primary leukemic cells from the corresponding patient populations. Our studies provide unprecedented evidence that IL3RA/CD123 expression exhibits transcript-level amplification in MLL-R+ pediatric AML and infant ALL cells. IL3RA was differentially upregulated in MLL-AF10+ (2.41-fold higher, p-value = 4.4 × 10−6) and MLL-AF6+ (1.83-fold higher, p-value = 9.9 × 10−4) but not in MLL-AF9+ cases compared to other pediatric AML cases. We also show that IL3RA/CD123 expression is differentially amplified in MLL-AF4+ (1.76-fold higher, p-value = 2.1 × 10−4) as well as MLL-ENL+ infant ALL (1.43-fold higher, p-value = 0.055). The upregulated expression of IL3RA/CD123 in MLL-R+ pediatric AML and infant ALL suggests that CD123 may be a suitable target for biotherapy in these high-risk leukemias.
在这里,我们通过比较来自相应患者群体的原发性白血病细胞转录组的存档数据集,评估了混合谱系白血病1 (MLL)基因/ kmt2a重排(MLL- r +)与MLL- r -儿童AML以及婴儿ALL中转录水平的IL3RA/CD123表达。我们的研究提供了前所未有的证据,证明IL3RA/CD123表达在MLL-R+儿童AML和婴儿ALL细胞中表现出转录水平的扩增。IL3RA在MLL-AF10+(2.41倍,p值= 4.4 × 10−6)和MLL-AF6+(1.83倍,p值= 9.9 × 10−4)中差异上调,但在MLL-AF9+病例中与其他儿童AML病例相比无差异上调。我们还发现,IL3RA/CD123表达在MLL-AF4+(高1.76倍,p值= 2.1 × 10−4)和MLL-ENL+婴儿ALL(高1.43倍,p值= 0.055)中有差异扩增。IL3RA/CD123在MLL-R+儿童AML和婴儿ALL中表达上调,提示CD123可能是这些高危白血病生物治疗的合适靶点。
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引用次数: 1
Genomic and Gene Expression Studies Helped to Define the Heterogeneity of Small-Cell Lung Cancer and Other Lung Neuroendocrine Tumors and to Identify New Therapeutic Targets 基因组和基因表达研究有助于确定小细胞肺癌癌症和其他肺部神经内分泌肿瘤的异质性,并确定新的治疗靶点
Pub Date : 2022-08-15 DOI: 10.3390/onco2030013
U. Testa, E. Pelosi, G. Castelli
Small-cell lung cancer (SCLC) is a high-grade neuroendocrine carcinoma, corresponding to about 15% of lung cancers, occurring predominantly in smokers and associated with a very poor prognosis. Key genetic alterations very frequently observed in SCLC are represented by the loss of TP53 and RB1, due to mutational events or deletions; frequent amplification or overexpression of MYC family genes (MYC, MYCL and MYCN); frequent genetic alterations by mutation/deletion of KMT2D, RB family members p107 (RBL1) and p130 (RBL2), PTEN, NOTCH receptors and CREBBP. The profile of expression of specific transcription factors allowed to differentiate four subtypes of SCLC defined according to levels of ASCL1 (SCLC-A), NEUROD1 (SCLC-N), POUF23 (SCLC-P) or YAP1 (SCLC-Y). A recent study identified the subgroup SCLC-I, characterized by the expression of inflammatory/immune-related genes. Recent studies have characterized at molecular level other lung neuroendocrine tumors, including large cell neuroendocrine cancers (LCNECs) and lung carcinoids. These molecular studies have identified some therapeutic vulnerabilities that can be targeted using specific drugs and some promising biomarkers that can predict the response to this treatment. Furthermore, the introduction of immunotherapy (immune checkpoint blockade) into standard first-line treatment has led to a significant clinical benefit in a limited subset of patients.
癌症小细胞肺癌(SCLC)是一种高度神经内分泌癌,约占肺癌的15%,主要发生在吸烟者中,预后极差。在SCLC中经常观察到的关键基因改变表现为由于突变事件或缺失导致的TP53和RB1的缺失;MYC家族基因(MYC、MYCL和MYCN)的频繁扩增或过表达;KMT2D、RB家族成员p107(RBL1)和p130(RBL2)、PTEN、NOTCH受体和CREBBP的突变/缺失引起的频繁遗传改变。特异性转录因子的表达谱允许区分根据ASCL1(SCLC-A)、NEUROD1(SCLC-N)、POUF23(SCLC-P)或YAP1(SCLC-Y)水平定义的四种SCLC亚型。最近的一项研究确定了SCLC-I亚组,其特征是炎症/免疫相关基因的表达。最近的研究在分子水平上表征了其他肺神经内分泌肿瘤,包括大细胞神经内分泌癌(LCNECs)和类肺癌。这些分子研究已经确定了一些治疗漏洞,可以使用特定的药物和一些有前景的生物标志物来预测对这种治疗的反应。此外,将免疫疗法(免疫检查点阻断)引入标准一线治疗,在有限的患者中带来了显著的临床益处。
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引用次数: 0
The Role of Liquid Biopsy in the Diagnostic Testing Algorithm for Advanced Lung Cancer 液体活检在晚期肺癌诊断检测算法中的作用
Pub Date : 2022-07-14 DOI: 10.3390/onco2030012
A. Tan
The discovery of therapeutically targetable oncogenic driver alterations has led to marked improvements in NSCLC outcomes. Targeted agents have been approved for an expanding list of biomarkers. Consequently, the accurate and timely identification of targetable alterations with diagnostic molecular profiling is crucial. The use of multiplexed tissue assays, such as next-generation sequencing (NGS), has increased significantly. However, significant limitations with tissue NGS remain, such as insufficient tissue, scheduling limitations, the need for repeat biopsies, and long turnaround times. Liquid biopsies, using plasma circulating tumor DNA (ctDNA), have the potential to overcome these issues, with simpler sample processing requirements, greater convenience, and better patient acceptability. In particular, an early liquid biopsy may allow patients access to highly effective therapies faster, allow better symptom control and quality of life, prevent rapid clinical deterioration, and reduce patient anxiety at diagnosis. More broadly, it may also allow for the more cost-effective delivery of healthcare to patients.
治疗上可靶向的致癌驱动改变的发现导致了NSCLC预后的显著改善。靶向药物已被批准用于越来越多的生物标志物。因此,准确和及时地识别目标改变与诊断分子谱是至关重要的。使用多重组织分析,如下一代测序(NGS),已显著增加。然而,组织NGS仍然存在显著的局限性,如组织不足、调度限制、需要重复活检以及周转时间长。使用血浆循环肿瘤DNA (ctDNA)的液体活检有可能克服这些问题,因为它具有更简单的样品处理要求、更大的便利性和更好的患者可接受性。特别是,早期液体活检可以使患者更快地获得高效治疗,更好地控制症状和提高生活质量,防止临床迅速恶化,并减少患者在诊断时的焦虑。更广泛地说,它还可能使向患者提供更具成本效益的医疗保健服务成为可能。
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引用次数: 2
The Role of Immune Checkpoint Blockade in Acute Myeloid Leukemia 免疫检查点阻断在急性髓系白血病中的作用
Pub Date : 2022-07-11 DOI: 10.3390/onco2030011
Margarida F B Silva, D. Martins, F. Mendes
Immune checkpoint inhibition (ICI) has emerged as a therapeutic option for acute myeloid leukemia (AML) for patients that suffer from relapsed or high-risk disease, or patients ineligible for standard therapy. We aimed to study ICI as monotherapy and/or combined therapy (with chemotherapy (QT), for AML patients. The PRISMA statement was used. The literature used comprised clinical trials, randomized controlled trials, and systematic reviews published within the last 7 years. The blockade of CTLA-4 presented a 42% of complete remission within AML. Nivolumab in high-risk AML showed a median recurrence-free survival (RFS) of 8.48 months. The same drug on relapsed hematologic malignancies after allogenic transplantation shows a 1-year OS of 56%. The use of prophylaxis post allogenic transplantation cyclophosphamide (PTCy), following checkpoint inhibition, demonstrated different baseline disease and transplantation characteristics when compared to no-PCTy patients, being 32% and 10%, respectively. CTLA-4 blockage was a worthy therapeutic approach in relapsed hematologic malignancies, presenting long-lasting responses. The approach to AML and myelodysplastic syndrome patients with ICI before allogenic hematopoietic stem cell transplantation and the use of a graft-versus-host disease prophylaxis have shown improvement in the transplantation outcomes, and therefore AML treatment.
免疫检查点抑制(ICI)已成为急性髓性白血病(AML)患者复发或高风险疾病或不符合标准治疗条件的治疗选择。我们的目的是研究ICI作为AML患者的单药和/或联合化疗(QT)。使用了PRISMA语句。使用的文献包括临床试验、随机对照试验和近7年内发表的系统综述。阻断CTLA-4可使AML患者的完全缓解率达到42%。Nivolumab治疗高风险AML的中位无复发生存期(RFS)为8.48个月。同样的药物治疗同种异体移植后复发的恶性血液病,1年生存率为56%。在检查点抑制后使用同种异体移植后预防性环磷酰胺(PTCy),与未使用pcty的患者相比,显示出不同的基线疾病和移植特征,分别为32%和10%。CTLA-4阻断是治疗复发恶性血液病的有效方法,具有持久的疗效。同种异体造血干细胞移植前对急性髓细胞白血病和骨髓增生异常综合征患者的治疗方法和使用移植物抗宿主病预防已显示出移植结果的改善,因此急性髓细胞白血病治疗。
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引用次数: 2
Fucoxanthinol Promotes Apoptosis in MCF-7 and MDA-MB-231 Cells by Attenuating Laminins–Integrins Axis 岩藻黄嘌呤通过减弱层粘连蛋白-整合素轴促进MCF-7和MDA-MB-231细胞凋亡
Pub Date : 2022-07-08 DOI: 10.3390/onco2030010
Ayaka Yasuda, Momoka Wagatsuma, Wataru Murase, Atsuhito Kubota, Hiroyuki Kojima, Tohru Ohta, Junichi Hamada, Hayato Maeda, Masaru Terasaki
Fucoxanthinol (FxOH), the main metabolite of the marine carotenoid fucoxanthin, exerts anti-cancer effects. However, fragmentary information is available on the growth-inhibiting effects of FxOH on breast cancer (BC). We investigated the growth-inhibiting effects of FxOH on human BC cells (MCF-7 and MDA-MB-231 cells), and the underlying mechanisms, differently from previous studies, by using comprehensive transcriptome analysis. The molecular mechanisms of FxOH were evaluated using flow cytometry, microarray, Western blotting, and gene knockdown analyses. FxOH (20 μM) significantly induced apoptosis in MCF-7 and MDA-MB-231 cells. Transcriptome analysis revealed that FxOH modulated the following 12 signaling pathways: extracellular matrix (ECM), adhesion, cell cycle, chemokine and cytokine, PI3K/AKT, STAT, TGF-β, MAPK, NF-κB, RAS/Rho, DNA repair, and apoptosis signals. FxOH downregulated the levels of laminin β1, integrin α5, integrin β1, integrin β4, cyclin D1, Rho A, phosphorylated (p)paxillin (Tyr31), pSTAT3(Ser727), and pSmad2(Ser465/467), which play critical roles in the 12 signaling pathways mentioned above. Additionally, FxOH upregulated the levels of pERK1/2(Thr202/Tyr204) and active form of caspase-3. Integrin β1 or β4 knockdown significantly inhibited the growth of MCF7 and MDA-MB-231 cells. These results suggest that FxOH induces apoptosis in human BC cells through some core signals, especially the ECM–integrins axis, and the downstream of cell cycle, STAT, TGF-β, RAS/Rho, MAPK, and/or DNA repair signals.
岩藻黄嘌呤(FxOH)是海洋类胡萝卜素岩藻黄嘌呤的主要代谢物,具有抗癌作用。然而,关于FxOH对乳腺癌(BC)的生长抑制作用的信息并不完整。我们通过综合转录组分析研究了FxOH对人BC细胞(MCF-7和MDA-MB-231细胞)的生长抑制作用,以及与以往研究不同的潜在机制。通过流式细胞术、微阵列、Western blotting和基因敲低分析来评估FxOH的分子机制。FxOH (20 μM)显著诱导MCF-7和MDA-MB-231细胞凋亡。转录组分析显示,FxOH调节了细胞外基质(ECM)、粘附、细胞周期、趋化因子和细胞因子、PI3K/AKT、STAT、TGF-β、MAPK、NF-κB、RAS/Rho、DNA修复和凋亡信号通路。FxOH下调层粘连蛋白β1、整合素α5、整合素β1、整合素β4、cyclin D1、Rho A、磷酸化(p)paxillin (Tyr31)、pSTAT3(Ser727)和pSmad2(Ser465/467)的水平,这些蛋白在上述12个信号通路中发挥关键作用。此外,FxOH上调了pERK1/2(Thr202/Tyr204)和caspase-3活性形式的水平。整合素β1或β4敲低显著抑制MCF7和MDA-MB-231细胞的生长。这些结果表明,FxOH通过一些核心信号,特别是ecm -整合素轴,以及细胞周期下游,STAT, TGF-β, RAS/Rho, MAPK和/或DNA修复信号诱导人BC细胞凋亡。
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引用次数: 3
Whole Genome Variant Dataset for Enriching Studies across 18 Different Cancers. 全基因组变异数据集,用于18种不同癌症的丰富研究。
Pub Date : 2022-06-01 Epub Date: 2022-06-17 DOI: 10.3390/onco2020009
John Torcivia, Kawther Abdilleh, Fabian Seidl, Owais Shahzada, Rebecca Rodriguez, David Pot, Raja Mazumder

Whole genome sequencing (WGS) has helped to revolutionize biology, but the computational challenge remains for extracting valuable inferences from this information. Here, we present the cancer-associated variants from the Cancer Genome Atlas (TCGA) WGS dataset. This set of data will allow cancer researchers to further expand their analysis beyond the exomic regions of the genome to the entire genome. A total of 1342 WGS alignments available from the consortium were processed with VarScan2 and deposited to the NCI Cancer Cloud. The sample set covers 18 different cancers and reveals 157,313,519 pooled (non-unique) cancer-associated single-nucleotide variations (SNVs) across all samples. There was an average of 117,223 SNVs per sample, with a range from 1111 to 775,470 and a standard deviation of 163,273. The dataset was incorporated into BigQuery, which allows for fast access and cross-mapping, which will allow researchers to enrich their current studies with a plethora of newly available genomic data.

全基因组测序(WGS)有助于彻底改变生物学,但从这些信息中提取有价值的推论仍然是计算上的挑战。在此,我们展示了癌症基因组图谱(TCGA)WGS数据集中的癌症相关变体。这组数据将使癌症研究人员能够进一步将他们的分析范围从基因组的外显区扩展到整个基因组。使用VarScan2处理来自联合体的总共1342个WGS比对,并将其存入NCI癌症云。样本集涵盖了18种不同的癌症,并揭示了所有样本中157313519种合并的(非唯一的)癌症相关单核苷酸变异(SNV)。每个样本平均有117223个SNV,范围从1111到775470,标准偏差为163273。该数据集被整合到BigQuery中,它允许快速访问和交叉映射,这将使研究人员能够用大量新可用的基因组数据丰富他们当前的研究。
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引用次数: 0
Profiling of the Prognostic Role of Extracellular Matrix-Related Genes in Neuroblastoma Using Databases and Integrated Bioinformatics 利用数据库和综合生物信息学分析神经母细胞瘤细胞外基质相关基因的预后作用
Pub Date : 2022-05-19 DOI: 10.3390/onco2020007
L. Jahangiri
A complex interaction occurs between cancer cells and the extracellular matrix (ECM) in the tumour microenvironment (TME). In this study, the expressions and mutational profiles of 964 ECM-related genes and their correlations with patient overall survival (OS) in neuroblastoma, an aggressive paediatric malignancy, were investigated using cBioPortal and PCAT databases. Furthermore, extended networks comprising protein-protein, protein-long non-coding RNA (lncRNA), and protein-miRNA of 12 selected ECM-related genes were established. The higher expressions of 12 ECM-related genes, AMBN, COLQ, ELFN1, HAS3, HSPE1, LMAN1, LRP5, MUC6, RAMP2, RUVBL2, SSBP1 and UMOD in neuroblastoma patients displayed a significant correlation with patient OS, while similar associations with neuroblastoma patient risk groups, histology and MYCN amplification were obtained. Furthermore, extended gene networks formed by these 12 ECM-related genes were established using Cytoscape, STRING, MSigDB/BioGRID, GeneMANIA and Omicsnet. Finally, the implications of the 12 ECM-related genes in other cancers were revealed using GEPIA2 and the Human Pathology Atlas databases. This meta-analysis showed the significance of these 12 ECM-related genes as putative prognostic predictors in neuroblastoma and other cancers.
肿瘤微环境(TME)中癌细胞与细胞外基质(ECM)之间发生复杂的相互作用。在这项研究中,使用cBioPortal和PCAT数据库研究了964个ecm相关基因的表达和突变谱,以及它们与神经母细胞瘤(一种侵袭性儿科恶性肿瘤)患者总生存期(OS)的相关性。此外,还建立了由蛋白-蛋白、蛋白-长非编码RNA (lncRNA)和蛋白- mirna组成的扩展网络,这些网络包含了12个选择的ecm相关基因。AMBN、COLQ、ELFN1、HAS3、HSPE1、LMAN1、LRP5、MUC6、RAMP2、RUVBL2、SSBP1、UMOD等12个ecm相关基因在神经母细胞瘤患者中的高表达与患者OS有显著相关性,与神经母细胞瘤患者风险组、组织学及MYCN扩增也有相似的相关性。此外,利用Cytoscape、STRING、MSigDB/BioGRID、GeneMANIA和Omicsnet等工具,构建了由这12个ecm相关基因组成的扩展基因网络。最后,利用GEPIA2和人类病理图谱数据库揭示了12个ecm相关基因在其他癌症中的意义。这项荟萃分析显示了这12个ecm相关基因作为神经母细胞瘤和其他癌症的推测预后预测因子的重要性。
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引用次数: 1
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