copy number aberrations

  • 文章类型: Journal Article
    背景:浅全基因组测序(Shallow-seq)用于确定组织样品和循环肿瘤DNA中的拷贝数畸变(CNA)。然而,NGS的成本和小型活检的挑战要求替代非靶向NGS方法。mFAST-SeqS方法,依靠LINE-1重复扩增,与Shallow-seq检测血样中的CNA具有良好的相关性。在本研究中,我们评估了mFAST-SeqS是否适合评估小福尔马林固定石蜡包埋(FFPE)组织标本中的CNA,使用外阴和肛门HPV相关病变。
    方法:72个FFPE样品,包括36个对照样本(19个外阴;17个肛门)用于阈值设定和36个样本(24个外阴;12个肛门)用于临床评估,通过mFAST-SeqS进行分析。通过与各自的对照样品进行比较,计算全基因组和染色体臂特异性z评分,确定外阴和肛门病变中的CNA。还用常规Shallow-seq方法分析了16个样品。
    结果:全基因组z值随着疾病的严重程度而增加,在癌症中发现的价值最高。在外阴样本中,正常组织(n=4)的中位数和四分位数间范围[IQR]为1[0-2],3[1-7]在癌前病变(n=9)和21[13-48]在癌症(n=10)。在肛门样本中,正常组织中的中位数[IQR]为0[0-1](n=4),14[6-38]在癌前病变(n=4)和18[9-31]在癌症(n=4)。在阈值4时,所有对照均为CNA阴性,而8/13的癌前病变和12/14的癌症为CNA阳性。mFAST-SeqS捕获的CNA大多也被Shallow-seq发现。
    结论:mFAST-SeqS易于执行,需要更少的DNA和更少的测序读数,降低成本,从而为Shallow-seq确定小FFPE样品中的CNA提供了良好的替代方案。
    BACKGROUND: Shallow whole genome sequencing (Shallow-seq) is used to determine the copy number aberrations (CNA) in tissue samples and circulating tumor DNA. However, costs of NGS and challenges of small biopsies ask for an alternative to the untargeted NGS approaches. The mFAST-SeqS approach, relying on LINE-1 repeat amplification, showed a good correlation with Shallow-seq to detect CNA in blood samples. In the present study, we evaluated whether mFAST-SeqS is suitable to assess CNA in small formalin-fixed paraffin-embedded (FFPE) tissue specimens, using vulva and anal HPV-related lesions.
    METHODS: Seventy-two FFPE samples, including 36 control samples (19 vulva;17 anal) for threshold setting and 36 samples (24 vulva; 12 anal) for clinical evaluation, were analyzed by mFAST-SeqS. CNA in vulva and anal lesions were determined by calculating genome-wide and chromosome arm-specific z-scores in comparison with the respective control samples. Sixteen samples were also analyzed with the conventional Shallow-seq approach.
    RESULTS: Genome-wide z-scores increased with the severity of disease, with highest values being found in cancers. In vulva samples median and inter quartile ranges [IQR] were 1[0-2] in normal tissues (n = 4), 3[1-7] in premalignant lesions (n = 9) and 21[13-48] in cancers (n = 10). In anal samples, median [IQR] were 0[0-1] in normal tissues (n = 4), 14[6-38] in premalignant lesions (n = 4) and 18[9-31] in cancers (n = 4). At threshold 4, all controls were CNA negative, while 8/13 premalignant lesions and 12/14 cancers were CNA positive. CNA captured by mFAST-SeqS were mostly also found by Shallow-seq.
    CONCLUSIONS: mFAST-SeqS is easy to perform, requires less DNA and less sequencing reads reducing costs, thereby providing a good alternative for Shallow-seq to determine CNA in small FFPE samples.
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  • 文章类型: Journal Article
    拷贝数畸变(CNAs)在许多类型的癌症中普遍存在。从癌症基因组数据推断CNA可以帮助阐明起始,programming,和潜在的癌症治疗方法。虽然这些数据传统上可以通过批量测序获得,“最近推出的单细胞DNA测序技术(scDNAseq)提供了使CNA推断在单细胞分辨率下成为可能的数据类型。我们介绍了一种新的CNA生死进化模型和贝叶斯方法,NestedBD,用于从单细胞数据中推断进化树(具有相对突变率的拓扑和分支长度)。我们使用模拟数据集评估了NestedBD的性能,将其准确性与传统的系统发育工具以及最先进的方法进行比较。结果表明,NestedBD推断更准确的拓扑和分支长度,生死模型可以提高拷贝数估计的准确性。当应用于生物数据集时,NestedBD推断两个结直肠癌样本的合理进化史。NestedBD可在https://github.com/Androstane/NestedBD获得。
    Copy number aberrations (CNAs) are ubiquitous in many types of cancer. Inferring CNAs from cancer genomic data could help shed light on the initiation, progression, and potential treatment of cancer. While such data have traditionally been available via \"bulk sequencing,\" the more recently introduced techniques for single-cell DNA sequencing (scDNAseq) provide the type of data that makes CNA inference possible at the single-cell resolution. We introduce a new birth-death evolutionary model of CNAs and a Bayesian method, NestedBD, for the inference of evolutionary trees (topologies and branch lengths with relative mutation rates) from single-cell data. We evaluated NestedBD\'s performance using simulated data sets, benchmarking its accuracy against traditional phylogenetic tools as well as state-of-the-art methods. The results show that NestedBD infers more accurate topologies and branch lengths, and that the birth-death model can improve the accuracy of copy number estimation. And when applied to biological data sets, NestedBD infers plausible evolutionary histories of two colorectal cancer samples. NestedBD is available at https://github.com/Androstane/NestedBD .
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  • 文章类型: Journal Article
    肾母细胞瘤(WT)患者一般具有优异的生存率,但是,由于对化疗的频繁抵抗,属于WT亚组的弥漫性间变(DA)患者的预后较差。我们假设DAWT细胞可能会发生变化,例如获得对DNA损伤和拷贝数畸变(CNA)的持久耐受性,这最终可能导致他们对化疗的抵抗。在组织微阵列系统中,将化学疗法处理的DAWT(n=12)的组织切片与化学疗法处理的非间变性WT(n=15)进行了比较,能够分析769个肿瘤区域。对所有区域的间变性特征进行评分,免疫组织化学用于量化p53表达,增殖指数(Ki67)和DNA双链断裂(γH2AX)。通过基于阵列的基因分型和通过靶向测序的TP53突变来评估CNA。增殖指数和DNA双链断裂(γH2AX点表达)的频率随着间变性得分的增加而增加。几乎所有(95.6%)患有全范围间变的区域都具有TP53突变或杂合性丢失(LOH),同时CNAs的数量增加。有趣的是,具有LOH的野生型TP53和仅有一个间变特征(间变评分1)的区域也具有明显更高的增殖指数,更多的DNA双链断裂,与没有任何间变性特征的区域相比,更多的CNA(得分为0);这些区域可能是在TP53突变的选择压力下的间变性前细胞群。总之,我们认为,DAWT的化学抗性可以部分解释为间变性细胞的高增殖能力,也有双链DNA断裂和CNA的高负担,WT中的间变逐渐出现。
    Patients with Wilms tumor (WT) in general have excellent survival, but the prognosis of patients belonging to the subgroup of WT with diffuse anaplasia (DA) is poor due to frequent resistance to chemotherapy. We hypothesized that DA WT cells might undergo changes, such as acquiring a persistent tolerance to DNA damage and copy number aberrations (CNAs), which could eventually lead to their resistance to chemotherapy treatment. Tissue sections from chemotherapy-treated DA WTs (n = 12) were compared with chemotherapy-treated nonanaplastic WTs (n = 15) in a tissue microarray system, enabling analysis of 769 tumor regions. All regions were scored for anaplastic features and immunohistochemistry was used to quantify p53 expression, proliferation index (Ki67), and DNA double-strand breaks (γH2AX). CNAs were assessed by array-based genotyping and TP53 mutations using targeted sequencing. Proliferation index and the frequency of DNA double-strand breaks (γH2AX dot expression) increased with higher anaplasia scores. Almost all (95.6%) areas with full-scale anaplasia had TP53 mutations or loss of heterozygosity, along with an increased amount of CNAs. Interestingly, areas with wild-type TP53 with loss of heterozygosity and only one feature of anaplasia (anaplasia score 1) also had significantly higher proliferation indices, more DNA double-strand breaks, and more CNAs than regions without any anaplastic features (score 0); such areas may be preanaplastic cell populations under selective pressure for TP53 mutations. In conclusion, we suggest that chemoresistance of DA WTs may be partly explained by a high proliferative capability of anaplastic cells, which also have a high burden of double-stranded DNA breaks and CNAs, and that there is a gradual emergence of anaplasia in WT.
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  • 文章类型: Journal Article
    背景:基于低通全基因组测序(LP-WGS)的循环肿瘤DNA(ctDNA)分析是用于体细胞拷贝数异常(CNA)检测的通用工具,本研究旨在探讨其在乳腺癌中的临床意义。
    方法:我们分析了207例转移性乳腺癌(MBC)患者的LP-WGSctDNA数据,以探讨ctDNACNA负荷的预后价值,并在接受III期PEARLY试验新辅助化疗的465例II-III期三阴性乳腺癌(TNBC)患者中进行了验证(NCT02441933)。进一步评估了基因座水平LP-WGSctDNA谱分析的临床意义。
    结果:我们发现,较高的基线ctDNACNA负荷预示着MBC患者的总生存期和无进展生存期较差。对PEARLY试验的事后分析显示,高基线ctDNACNA负荷预测无疾病生存率低,而与病理完全缓解(pCR)无关。验证其稳健的预后意义。pCR(+)/低I分和非pCR/高I分患者24个月无病生存率分别为96.9%和55.9%,分别。基因座水平的ctDNACNA图谱将MBC患者分为五个分子簇,并揭示了可靶向的致癌CNA。LP-WGSctDNA和体外分析将BCL6扩增鉴定为CDK4/6抑制剂的抗性因子。我们通过shallowHRD算法估计患者的基于ctDNA的同源重组缺陷(HRD)状态,在TNBC中最高,与铂类化疗反应相关。
    结论:这些结果表明LP-WGSctDNACNA分析是预测预后和分子谱分析的重要工具。特别是,ctDNACNA负荷可以作为TNBC患者逐步升级或降低(neo)辅助策略的有用决定因素。
    Low-pass whole-genome sequencing (LP-WGS)-based circulating tumor DNA (ctDNA) analysis is a versatile tool for somatic copy number aberration (CNA) detection, and this study aims to explore its clinical implication in breast cancer.
    We analyzed LP-WGS ctDNA data from 207 metastatic breast cancer (MBC) patients to explore prognostic value of ctDNA CNA burden and validated it in 465 stage II-III triple-negative breast cancer (TNBC) patients who received neoadjuvant chemotherapy in phase III PEARLY trial (NCT02441933). The clinical implication of locus level LP-WGS ctDNA profiling was further evaluated.
    We found that a high baseline ctDNA CNA burden predicts poor overall survival and progression-free survival of MBC patients. The post hoc analysis of the PEARLY trial showed that a high baseline ctDNA CNA burden predicted poor disease-free survival independent from pathologic complete response (pCR), validating its robust prognostic significance. The 24-month disease-free survival rate was 96.9% and 55.9% in [pCR(+) and low I-score] and [non-pCR and high I-score] patients, respectively. The locus-level ctDNA CNA profile classified MBC patients into 5 molecular clusters and revealed targetable oncogenic CNAs. LP-WGS ctDNA and in vitro analysis identified the BCL6 amplification as a resistance factor for CDK4/6 inhibitors. We estimated ctDNA-based homologous recombination deficiency status of patients by shallowHRD algorithm, which was highest in the TNBC and correlated with platinum-based chemotherapy response.
    These results demonstrate LP-WGS ctDNA CNA analysis as an essential tool for prognosis prediction and molecular profiling. Particularly, ctDNA CNA burden can serve as a useful determinant for escalating or de-escalating (neo)adjuvant strategy in TNBC patients.
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  • 文章类型: Journal Article
    循环肿瘤细胞(CTC)异质性有助于抵消其在临床实践中的引入。通过单细胞测序,我们旨在探索转移性乳腺癌(MBC)患者的CTC异质性。使用DEPArrayNxT分离单个CTC。全基因组扩增后,准备用于拷贝数畸变(CNA)和单核苷酸变体(SNV)分析的文库,并使用IonGeneStudioS5和IlluminaMiSeq进行测序,分别。CTC表现出独特的突变特征,但保留了其共同起源的分子痕迹。CNA谱分析可识别涉及发病机制中关键基因的频繁畸变:1q(CCND1)和11q(WNT3A)的增益,损失22q(CHEK2)。纵向单CTC分析允许跟踪克隆选择和抗性相关畸变的出现,例如12q(CDK4)中一个区域的增益。出现了由来自不同患者的具有共同特征的CTC组成的组。进一步的分析将15q的损失和与伪足形成相关的术语的丰富确定为频繁且排他性的事件。来自MBC患者的CTC是异质性的,尤其是关于他们的变异状态。单细胞分析允许识别与抗性相关的畸变,并且是更好地解决治疗策略的候选工具。应该阐明由相似CTC填充的组的翻译意义。
    Circulating tumor cells\' (CTCs) heterogeneity contributes to counteract their introduction in clinical practice. Through single-cell sequencing we aim at exploring CTC heterogeneity in metastatic breast cancer (MBC) patients. Single CTCs were isolated using DEPArray NxT. After whole genome amplification, libraries were prepared for copy number aberration (CNA) and single nucleotide variant (SNV) analysis and sequenced using Ion GeneStudio S5 and Illumina MiSeq, respectively. CTCs demonstrate distinctive mutational signatures but retain molecular traces of their common origin. CNA profiling identifies frequent aberrations involving critical genes in pathogenesis: gains of 1q (CCND1) and 11q (WNT3A), loss of 22q (CHEK2). The longitudinal single-CTC analysis allows tracking of clonal selection and the emergence of resistance-associated aberrations, such as gain of a region in 12q (CDK4). A group composed of CTCs from different patients sharing common traits emerges. Further analyses identify losses of 15q and enrichment of terms associated with pseudopodium formation as frequent and exclusive events. CTCs from MBC patients are heterogeneous, especially concerning their mutational status. The single-cell analysis allows the identification of aberrations associated with resistance, and is a candidate tool to better address treatment strategy. The translational significance of the group populated by similar CTCs should be elucidated.
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  • 文章类型: Journal Article
    肝细胞癌(HCC)可能是由于基因组不稳定而产生的,结果令人沮丧。索拉非尼是晚期肝癌的一线治疗药物,但其治疗效果不到50%。需要用于预测索拉非尼对晚期HCC患者的治疗效果的生物标志物。这里,我们评估了染色体拷贝数畸变(CNAs)在接受索拉非尼治疗的晚期HCC患者中的作用及其药物反应。
    使用改良的实体瘤反应评估标准(mRECIST)分析了索拉非尼治疗23例肝癌患者在部分肝切除术后晚期复发的反应。使用AffymetrixOncoScan®FFPE测定法分析肿瘤切除后获得的福尔马林固定石蜡包埋(FFPE)组织样本。
    从这项研究中分析的23名患者中,7(30.4%)对索拉非尼(CR/PR)有完全/部分反应,7人(30.4%)病情稳定(SD),9例(39.1%)有进行性疾病(PD)。对于CR/PR/SD患者,通过OncoScan平台获得的基因组变化的平均全基因组百分比为19.8%,PD组为50.02%(p=0.055)。在进展时间分析(p=0.007)和总生存期(p=0.096)中,超过33%的基因组变化百分比与索拉非尼治疗的不良后果相关。在这些CNAs中,7q染色体扩增,含有多药耐药基因ATP结合盒亚家族B成员1(ACBC1),与不良总生存期(p=0.004)和进展时间(p<0.001)显著相关。
    晚期HCC中7q染色体的基因组改变和扩增百分比较高与索拉非尼耐药相关。
    Hepatocellular carcinoma (HCC) may arise from genomic instability and has dismal outcome. Sorafenib is the first-line treatment for advanced stage HCC, but its therapeutic efficacy is less than 50%. Biomarkers for predicting the therapeutic efficacy of sorafenib administration to patients with advanced HCC are required. Here, we evaluated the role of chromosomal copy number aberrations (CNAs) in patients with advanced HCC who were treated with sorafenib along with their drug response.
    The response to sorafenib treatment of twenty-three HCC patients who developed advanced recurrence after partial hepatectomy was analyzed using the modified Response Evaluation Criteria in Solid Tumors (mRECIST). Formalin fixed paraffin embedded (FFPE) tissue specimens obtained after tumor resection were analyzed using the Affymetrix OncoScan® FFPE assay.
    From the 23 patients analyzed in this study, 7 (30.4%) had complete/partial response to sorafenib (CR/PR), 7 (30.4%) had stable disease (SD), and 9 (39.1%) had progressive disease (PD). The mean genome-wide percentage of genome change acquisition via the OncoScan platform was 19.8% for patients with CR/PR/SD and 50.02% in the PD group (p = 0.055). Percentage of genome change above 33% was associated with adverse outcomes for sorafenib treatment in the time-to-progression analysis (p = 0.007) and overall survival (p = 0.096). Among these CNAs, amplification of chromosome 7q, containing the multidrug resistance gene ATP Binding Cassette Subfamily B Member 1 (ACBC1), significantly associated with poor overall survival (p = 0.004) and time-to-progression (p < 0.001).
    Higher percentage genome change and amplification of chromosome 7q in advanced HCC is associated with sorafenib resistance.
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  • 文章类型: Journal Article
    拷贝数畸变(CNA)是诊断的核心决定因素,急性髓系白血病(AML)和骨髓增生异常综合征(MDS)的危险分层和预后。在这项研究中,基于全基因组测序的浅层分析,LeukoPrint,用于描绘来自137名新诊断的AML/MDS患者的骨髓的基因组CNA谱。它证明CNA谱与细胞遗传学和/或荧光原位杂交(FISH)的一致性为98.1%。在检测短段(1Mb)的CNA和低白血病细胞含量的样品中是有利的,更准确地描述复杂的核型,较少混淆的主观偏见。LeukoPrint通过提供新信息来重新定义16名患者的风险类别,从而提高了整体诊断率。总之,LeukoPrint提供了一个自动化的,方便,和描述基因组CNA谱的经济有效方法。通过根据标准ELN/IPSS-R指南的CNA相关标准将其纳入常规细胞遗传学,从而带来了更大的诊断产量和风险分层信息。
    Copy number aberrations (CNA) are the core determinants for diagnosis, risk stratification and prognosis in acute myeloid leukemia (AML) and myelodysplastic syndrome (MDS). In this study, a shallow whole-genome sequencing-based assay, LeukoPrint, was utilized to depict genomic CNA profiles from the bone marrow of 137 newly diagnosed AML/MDS patients. It demonstrated 98.1% concordance of CNA profiles with cytogenetics and/or fluorescence in situ hybridization (FISH). It is advantageous in detecting CNAs of short segments (1 Mb) and from samples with low leukemic cell content, more accurate for describing complex karyotypes and less confounded by subjective bias. LeukoPrint improved the overall diagnostic yield by redefining the risk categories for 16 patients by presenting new information. In summary, LeukoPrint provided an automated, convenient, and cost-effective approach to describe genomic CNA profiles. It brought greater diagnostic yield and risk stratification information by incorporating into the routine cytogenetics based on the CNA-related criteria of standard ELN/IPSS-R guidelines.
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  • 文章类型: Journal Article
    循环肿瘤DNA(ctDNA)的全基因组测序(WGS)现在是预测治疗反应的临床重要生物标志物,疾病负担和疾病进展。然而,由于小型啮齿动物的循环血量较低,因此无法将ctDNA监测转化为重要的临床前PDX模型.这里,我们描述了从PDX小鼠的微量血液中纵向检测和监测ctDNA。我们使用干血点(DBS)的浅WGS开发了异种移植肿瘤分数(xTF)度量,并展示了其在量化疾病负担方面的应用,在PDX小鼠的临床前研究中监测治疗反应并预测疾病结果。Further,我们展示了基于DBS的ctDNA检测如何用于检测基因特异性拷贝数变化,并检查拷贝数随时间的变化。通过增加采样和分子监测,使用顺序的DBSctDNA测定可以改变小鼠和患者的未来试验设计。
    Whole-genome sequencing (WGS) of circulating tumour DNA (ctDNA) is now a clinically important biomarker for predicting therapy response, disease burden and disease progression. However, the translation of ctDNA monitoring into vital preclinical PDX models has not been possible owing to low circulating blood volumes in small rodents. Here, we describe the longitudinal detection and monitoring of ctDNA from minute volumes of blood in PDX mice. We developed a xenograft Tumour Fraction (xTF) metric using shallow WGS of dried blood spots (DBS), and demonstrate its application to quantify disease burden, monitor treatment response and predict disease outcome in a preclinical study of PDX mice. Further, we show how our DBS-based ctDNA assay can be used to detect gene-specific copy number changes and examine the copy number landscape over time. Use of sequential DBS ctDNA assays could transform future trial designs in both mice and patients by enabling increased sampling and molecular monitoring.
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  • 文章类型: Editorial
    《病理学杂志》2022年年度评论,病理学的最新进展,包含15篇关于病理学中日益重要的研究领域的特邀评论。今年,这些文章包括那些专注于数字病理学的文章,采用现代成像技术和软件来改进诊断和研究应用,以研究人类疾病。该主题领域包括通过其诱导的形态变化来识别特定遗传改变的能力,以及将数字和计算病理学与组学技术集成。本期的其他评论包括对癌症突变模式(突变特征)的最新评估,谱系追踪在人体组织中的应用,和单细胞测序技术来揭示肿瘤进化和肿瘤异质性。组织微环境包含在专门处理表皮分化的蛋白水解控制的综述中,癌症相关成纤维细胞,场抵消,和决定肿瘤免疫的宿主因子。本期中包含的所有评论都是受邀专家的工作,这些专家被选中讨论各自领域的最新进展,并且可以在线免费获得(https://onlinelibrary。wiley.com/journal/10969896)。©2022英国和爱尔兰病理学会。由JohnWiley&Sons出版,Ltd.
    The 2022 Annual Review Issue of The Journal of Pathology, Recent Advances in Pathology, contains 15 invited reviews on research areas of growing importance in pathology. This year, the articles include those that focus on digital pathology, employing modern imaging techniques and software to enable improved diagnostic and research applications to study human diseases. This subject area includes the ability to identify specific genetic alterations through the morphological changes they induce, as well as integrating digital and computational pathology with \'omics technologies. Other reviews in this issue include an updated evaluation of mutational patterns (mutation signatures) in cancer, the applications of lineage tracing in human tissues, and single cell sequencing technologies to uncover tumour evolution and tumour heterogeneity. The tissue microenvironment is covered in reviews specifically dealing with proteolytic control of epidermal differentiation, cancer-associated fibroblasts, field cancerisation, and host factors that determine tumour immunity. All of the reviews contained in this issue are the work of invited experts selected to discuss the considerable recent progress in their respective fields and are freely available online (https://onlinelibrary.wiley.com/journal/10969896). © 2022 The Pathological Society of Great Britain and Ireland. Published by John Wiley & Sons, Ltd.
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  • 文章类型: Journal Article
    胶质母细胞瘤(GB)是一种破坏性的原发性脑恶性肿瘤。尽管有标准的手术治疗,但GB的复发是不可避免的,化疗,和辐射,中位生存期限制在15个月左右。治疗的障碍包括居住在肿瘤微环境中的不同细胞成分之间的复杂相互作用。GB细胞的复杂异质性是由局部炎症肿瘤微环境,主要诱导肿瘤侵袭性和耐药性。
    通过使用荧光多重标记和DEPArray细胞分离器,我们从不同来源的群体中从IDH-WTGB样品中回收了几个单细胞或单细胞组。从每个GB样本中,我们收集星形胶质细胞样(GFAP+),小胶质细胞样(IBA1+),干细胞样细胞(CD133+),和内皮样细胞(CD105+),并在低测序深度下进行拷贝数畸变(CNA)分析。对相同的肿瘤进行整体CNA分析。
    肿瘤在其单一成分中的分区允许单细胞分子分型,这揭示了GB改变的遗传背景的新方面。
    如今,单细胞方法正在导致对GB生理学和疾病的新理解。此外,单细胞CNA资源将允许对基因组异质性的新见解,突变过程,和恶性组织中的克隆进化。
    Glioblastoma (GB) is a devastating primary brain malignancy. The recurrence of GB is inevitable despite the standard treatment of surgery, chemotherapy, and radiation, and the median survival is limited to around 15 months. The barriers to treatment include the complex interactions among the different cellular components inhabiting the tumor microenvironment. The complex heterogeneous nature of GB cells is helped by the local inflammatory tumor microenvironment, which mostly induces tumor aggressiveness and drug resistance.
    By using fluorescent multiple labeling and a DEPArray cell separator, we recovered several single cells or groups of single cells from populations of different origins from IDH-WT GB samples. From each GB sample, we collected astrocytes-like (GFAP+), microglia-like (IBA1+), stem-like cells (CD133+), and endothelial-like cells (CD105+) and performed Copy Number Aberration (CNA) analysis with a low sequencing depth. The same tumors were subjected to a bulk CNA analysis.
    The tumor partition in its single components allowed single-cell molecular subtyping which revealed new aspects of the GB altered genetic background.
    Nowadays, single-cell approaches are leading to a new understanding of GB physiology and disease. Moreover, single-cell CNAs resource will permit new insights into genome heterogeneity, mutational processes, and clonal evolution in malignant tissues.
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