copy number variation

拷贝数变化
  • 文章类型: Journal Article
    膀胱癌(BlCa)是一种广泛的异质性疾病,导致肿瘤演变情景和终身患者监测的巨大差异。强调现代的需要,微创精准医学。这里,我们探讨了BlCa中拷贝数改变(CNA)的临床意义。在15例患者来源的异种移植物(PDX)中进行了CNA分析,并在癌症基因组图谱BlCa(TCGA-BLCA;n=408)和Lindgren等人中进行了验证。(n=143)队列。CDKN2A拷贝数丢失被确定为膀胱肿瘤中最常见的CNA,与CDKN2A表达减少相关,乳头状表型的肿瘤,和延长PDX生存期。该研究的筛查队列包括243名BlCa患者,和CDKN2A拷贝数在基因组DNA和无细胞DNA(cfDNA)从217个肿瘤和189个治疗前的血清样品,分别。CDKN2A拷贝数丢失与非肌肉侵入性BlCa(NMIBC)患者的无疾病和无进展生存期相关。此外,治疗前cfDNA较高的CDKN2A指数(CDKN2A/LEP比值)与晚期肿瘤分期和分级以及短期NMIBC进展为浸润性疾病相关,虽然适用于治疗前cfDNA的CDKN2A指数的多变量模型提供了T1/高级别和EORTC高危患者的优越风险分层,增强对治疗结果的预测。CDKN2A拷贝数状态可以作为一种微创工具,以改善风险分层并支持BlCa的个性化预后。
    Bladder cancer (BlCa) is an extensively heterogeneous disease that leads to great variability in tumor evolution scenarios and lifelong patient surveillance, emphasizing the need for modern, minimally invasive precision medicine. Here, we explored the clinical significance of copy number alterations (CNAs) in BlCa. CNA profiling was performed in 15 patient-derived xenografts (PDXs) and validated in The Cancer Genome Atlas BlCa (TCGA-BLCA; n = 408) and Lindgren et al. (n = 143) cohorts. CDKN2A copy number loss was identified as the most frequent CNA in bladder tumors, associated with reduced CDKN2A expression, tumors of a papillary phenotype, and prolonged PDX survival. The study\'s screening cohort consisted of 243 BlCa patients, and CDKN2A copy number was assessed in genomic DNA and cell-free DNA (cfDNA) from 217 tumors and 189 pre-treatment serum samples, respectively. CDKN2A copy number loss was correlated with superior disease-free and progression-free survival of non-muscle-invasive BlCa (NMIBC) patients. Moreover, a higher CDKN2A index (CDKN2A/LEP ratio) in pre-treatment cfDNA was associated with advanced tumor stage and grade and short-term NMIBC progression to invasive disease, while multivariate models fitted for CDKN2A index in pre-treatment cfDNA offered superior risk stratification of T1/high-grade and EORTC high-risk patients, enhancing prediction of treatment outcome. CDKN2A copy number status could serve as a minimally invasive tool to improve risk stratification and support personalized prognosis in BlCa.
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  • 文章类型: Journal Article
    背景:大量的结构变异和频繁的基因渗入极大地促进了小麦的遗传多样性,而多倍体小麦庞大而复杂的基因组阻碍了对丰富品种进行有效的基因分型以进行准确的鉴定,管理,和种质资源的开发。
    结果:我们开发了一种新颖的工作流程,可以在泛基因组水平上鉴定小麦中的1240个高质量大拷贝数变异块(CNVb),证明CNVb可以作为鉴别大量品种的理想DNA指纹标记,通过PCR检测验证准确性。然后,我们构建了1599个全球小麦种质的数字化基因分型CNVb图。关键的CNVb标记与性状相关的基因渗入相关,如1RS·1BL易位和2NvS易位,和有益的等位基因,例如最终使用质量等位基因Glu-D1d(Dx5+Dy10)和半矮r-e-z等位基因。此外,我们证明,这些标记的CNVb标记促进了一种稳定且具有成本效益的策略,用于使用超低覆盖率测序数据评估小麦种质资源,与SNP阵列竞争应用,如评估新品种,有效管理基因库中的藏品,并以数字化方式描述小麦种质资源。我们还开发了一个用户友好的互动平台,小麦CNVb(http://小麦。Cau.edu.cn/WheatCNVb/),为了探索不断增加的小麦加入量的CNVb概况,并提出了单个数字CNVb指纹的QR码表示。该平台还允许上传新的CNVb配置文件,以便与存储的品种进行比较。
    结论:基于CNVb的方法提供了一种低成本和高通量的基因分型策略,用于实现数字化小麦种质管理和现代育种,并具有精确和实用的决策。
    The massive structural variations and frequent introgression highly contribute to the genetic diversity of wheat, while the huge and complex genome of polyploid wheat hinders efficient genotyping of abundant varieties towards accurate identification, management, and exploitation of germplasm resources.
    We develop a novel workflow that identifies 1240 high-quality large copy number variation blocks (CNVb) in wheat at the pan-genome level, demonstrating that CNVb can serve as an ideal DNA fingerprinting marker for discriminating massive varieties, with the accuracy validated by PCR assay. We then construct a digitalized genotyping CNVb map across 1599 global wheat accessions. Key CNVb markers are linked with trait-associated introgressions, such as the 1RS·1BL translocation and 2NvS translocation, and the beneficial alleles, such as the end-use quality allele Glu-D1d (Dx5 + Dy10) and the semi-dwarf r-e-z allele. Furthermore, we demonstrate that these tagged CNVb markers promote a stable and cost-effective strategy for evaluating wheat germplasm resources with ultra-low-coverage sequencing data, competing with SNP array for applications such as evaluating new varieties, efficient management of collections in gene banks, and describing wheat germplasm resources in a digitalized manner. We also develop a user-friendly interactive platform, WheatCNVb ( http://wheat.cau.edu.cn/WheatCNVb/ ), for exploring the CNVb profiles over ever-increasing wheat accessions, and also propose a QR-code-like representation of individual digital CNVb fingerprint. This platform also allows uploading new CNVb profiles for comparison with stored varieties.
    The CNVb-based approach provides a low-cost and high-throughput genotyping strategy for enabling digitalized wheat germplasm management and modern breeding with precise and practical decision-making.
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  • 文章类型: Journal Article
    背景:拷贝数变异(CNV)是癌症诊断的关键遗传特征,可以用作选择治疗性治疗的生物标志物。使用我们先前研究中建立的数据集,我们通过六个最新和常用的软件工具对癌症CNV的检测准确性进行基准测试,灵敏度,和再现性。与其他正交方法相比,如微阵列和Bionano,我们还探索了不同技术对具有挑战性的基因组的CNV调用的一致性。
    结果:虽然在复制增益方面观察到一致的结果,损失,以及跨测序中心的杂合性(LOH)调用丢失,CNV来电者,和不同的技术,CNV变异主要受基因组倍性测定的影响。使用来自六个CNV呼叫者的共识结果和来自三种正交方法的确认,我们为参考癌细胞系(HCC1395)建立了一个高置信度的CNV调用集。
    结论:NGS技术和当前的生物信息学工具可以为检测拷贝增益提供可靠的结果,损失,还有LOH.然而,当使用超二倍体基因组时,由于基因组倍性评估的不准确,一些软件工具可以调用过度的拷贝增益或损失。在各种实验条件下的性能矩阵,这项研究提高了癌症研究界对测序平台选择的认识,样品制备,测序覆盖率,CNV检测工具的选择。
    Copy number variation (CNV) is a key genetic characteristic for cancer diagnostics and can be used as a biomarker for the selection of therapeutic treatments. Using data sets established in our previous study, we benchmark the performance of cancer CNV calling by six most recent and commonly used software tools on their detection accuracy, sensitivity, and reproducibility. In comparison to other orthogonal methods, such as microarray and Bionano, we also explore the consistency of CNV calling across different technologies on a challenging genome.
    While consistent results are observed for copy gain, loss, and loss of heterozygosity (LOH) calls across sequencing centers, CNV callers, and different technologies, variation of CNV calls are mostly affected by the determination of genome ploidy. Using consensus results from six CNV callers and confirmation from three orthogonal methods, we establish a high confident CNV call set for the reference cancer cell line (HCC1395).
    NGS technologies and current bioinformatics tools can offer reliable results for detection of copy gain, loss, and LOH. However, when working with a hyper-diploid genome, some software tools can call excessive copy gain or loss due to inaccurate assessment of genome ploidy. With performance matrices on various experimental conditions, this study raises awareness within the cancer research community for the selection of sequencing platforms, sample preparation, sequencing coverage, and the choice of CNV detection tools.
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  • 文章类型: Journal Article
    拷贝数变异(CNV)是哺乳动物遗传多样性的重要来源,并对各种复杂性状产生重大影响。平凉红牛,中国优秀的本土资源,具有显着的育种价值归因于其嫩肉和优越的大理石花纹品质。然而,影响平凉红牛car体和肉质性状的遗传机制尚不清楚。我们使用GGP牛100KSNP芯片生成了平凉红牛的全基因组CNV图谱。总共鉴定了755个拷贝数可变区(CNVR),跨越81.03Mb,约占牛常染色体基因组的3.24%。其中,我们在平凉红牛中发现了270个潜在的品种特异性CNVRs,包括143个收益,73损失,和54个混合事件。功能注释分析揭示了这些特定的CNVRs与重要性状(如car体和肉质)之间的显着关联。繁殖,外部特征,生长性状,和健康特征。此外,我们的网络和转录组分析强调了CACNA2D1,CYLD,UBXN2B,TG,NADK,和ITGA9是与car体重量和肌内脂肪沉积相关的有希望的候选基因。目前的研究提出了平凉红牛的全基因组CNV图谱,突出特定品种的CNVRs,和转录组发现为平凉红牛的潜在遗传特征提供了有价值的见解。这些结果为通过有针对性的育种计划提高肉类质量提供了潜在的途径。
    Copy number variation (CNV) serves as a significant source of genetic diversity in mammals and exerts substantial effects on various complex traits. Pingliang red cattle, an outstanding indigenous resource in China, possess remarkable breeding value attributed to their tender meat and superior marbling quality. However, the genetic mechanisms influencing carcass and meat quality traits in Pingliang red cattle are not well understood. We generated a comprehensive genome-wide CNV map for Pingliang red cattle using the GGP Bovine 100K SNP chip. A total of 755 copy number variable regions (CNVRs) spanning 81.03 Mb were identified, accounting for approximately 3.24% of the bovine autosomal genome. Among these, we discovered 270 potentially breed-specific CNVRs in Pingliang red cattle, including 143 gains, 73 losses, and 54 mixed events. Functional annotation analysis revealed significant associations between these specific CNVRs and important traits such as carcass and meat quality, reproduction, exterior traits, growth traits, and health traits. Additionally, our network and transcriptome analysis highlighted CACNA2D1, CYLD, UBXN2B, TG, NADK, and ITGA9 as promising candidate genes associated with carcass weight and intramuscular fat deposition. The current study presents a genome-wide CNV map in Pingliang red cattle, highlighting breed-specific CNVRs, and transcriptome findings provide valuable insights into the underlying genetic characteristics of Pingliang red cattle. These results offer potential avenues for enhancing meat quality through a targeted breeding program.
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  • 文章类型: Journal Article
    了解心肌细胞多倍体化的机制对于推进刺激心肌再生的策略至关重要。尽管内复制一直被认为是多倍体人心肌细胞的主要来源,最近的动物研究表明心肌细胞融合的潜力。此外,以前尚未研究多倍体化对人心肌细胞基因组-转录组库的影响.我们应用了单核全基因组测序,单核RNA测序,以及从11个健康心脏中分离出的多体ATAC+基因表达(来自相同的细胞核)技术。利用发育过程中发生的合子后非遗传体细胞突变作为内源性条形码,重建多倍体心肌细胞的谱系关系。在来自多个健康供体心脏的482个心肌细胞中,75.7%可以被分选成由一个或多个体细胞单核苷酸变体(SNV)标记的几个发育进化枝。至少约10%的四倍体心肌细胞含有来自不同进化枝的细胞,表明线性不同的细胞融合,而60%的高倍性心肌细胞包含来自不同进化枝的融合细胞。结合snRNA-seq和snATAC-seq揭示了与二倍体心肌细胞不同的多倍体心肌细胞的转录组和染色质景观。并显示一些具有转录特征的高倍性心肌细胞,表明心肌细胞与内皮细胞和成纤维细胞之间融合。这些观察结果为人类心肌细胞的细胞和核融合提供了第一个证据,提高了细胞融合可能有助于在人心脏中发育或维持多倍体心肌细胞的可能性。
    Understanding the mechanisms of polyploidization in cardiomyocytes is crucial for advancing strategies to stimulate myocardial regeneration. Although endoreplication has long been considered the primary source of polyploid human cardiomyocytes, recent animal work suggests the potential for cardiomyocyte fusion. Moreover, the effects of polyploidization on the genomic-transcriptomic repertoire of human cardiomyocytes have not been studied previously. We applied single-nuclei whole genome sequencing, single nuclei RNA sequencing, and multiome ATAC + gene expression (from the same nuclei) techniques to nuclei isolated from 11 healthy hearts. Utilizing post-zygotic non-inherited somatic mutations occurring during development as \"endogenous barcodes,\" to reconstruct lineage relationships of polyploid cardiomyocytes. Of 482 cardiomyocytes from multiple healthy donor hearts 75.7% can be sorted into several developmental clades marked by one or more somatic single-nucleotide variants (SNVs). At least ~10% of tetraploid cardiomyocytes contain cells from distinct clades, indicating fusion of lineally distinct cells, whereas 60% of higher-ploidy cardiomyocytes contain fused cells from distinct clades. Combined snRNA-seq and snATAC-seq revealed transcriptome and chromatin landscapes of polyploid cardiomyocytes distinct from diploid cardiomyocytes, and show some higher-ploidy cardiomyocytes with transcriptional signatures suggesting fusion between cardiomyocytes and endothelial and fibroblast cells. These observations provide the first evidence for cell and nuclear fusion of human cardiomyocytes, raising the possibility that cell fusion may contribute to developing or maintaining polyploid cardiomyocytes in the human heart.
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  • 文章类型: Journal Article
    大基因家族中的拷贝数变异被很好地表征为植物抗性基因,但是类似的研究在动物中很少见。斑马鱼(Daniorerio)具有数百个NLR免疫基因,使这个物种成为研究这种现象的理想选择。通过对来自多个野生和实验室种群的93条斑马鱼进行测序,我们确定了总共1,513个NLR,比以前已知的400多。其中大约一半存在于所有野生种群中,但在80%或更多的个体鱼类中只发现了4%。野生鱼类每个个体的NLR数量是实验室菌株的两倍,每个种群的NLR数量是实验室菌株的四倍。与基因拷贝的巨大变异性相反,斑马鱼NLR基因的核苷酸多样性非常低:大约一半的拷贝是单态的,其余的具有很少的多态性,可能是净化选择的标志。
    Copy number variation in large gene families is well characterized for plant resistance genes, but similar studies are rare in animals. The zebrafish (Danio rerio) has hundreds of NLR immune genes, making this species ideal for studying this phenomenon. By sequencing 93 zebrafish from multiple wild and laboratory populations, we identified a total of 1513 NLRs, many more than the previously known 400. Approximately half of those are present in all wild populations, but only 4% were found in 80% or more of the individual fish. Wild fish have up to two times as many NLRs per individual and up to four times as many NLRs per population than laboratory strains. In contrast to the massive variability of gene copies, nucleotide diversity in zebrafish NLR genes is very low: around half of the copies are monomorphic and the remaining ones have very few polymorphisms, likely a signature of purifying selection.
    Humans and other animals have immune systems that protect them from bacteria, viruses and other potentially harmful microbes. Members of a family of genes known as the NLR family play various roles in helping to recognize and destroy these microbes. Different species have varying numbers of NLR genes, for example, humans have 22 NLRs, but fish can have hundreds. 400 have been found in the small tropical zebrafish, also known as zebra danios. Zebrafish are commonly used as model animals in research studies because they reproduce quickly and are easy to keep in fish tanks. Much of what we know about fish biology comes from studying strains of those laboratory zebrafish, including the 400 NLRs found in a specific laboratory strain. Many NLRs in zebrafish are extremely similar, suggesting that they have only evolved fairly recently through gene duplication. It remains unclear why laboratory zebrafish have so many almost identical NLRs, or if wild zebrafish also have lots of these genes. To find out more, Schäfer et al. sequenced the DNA of NLRs from almost 100 zebrafish from multiple wild and laboratory populations. The approach identified over 1,500 different NLR genes, most of which, were previously unknown. Computational modelling suggested that each wild population of zebrafish may harbour up to around 2,000 NLR genes, but laboratory strains had much fewer NLRs. The numbers of NLR genes in individual zebrafish varied greatly – only 4% of the genes were present in 80% or more of the fish. Many genes were only found in specific populations or single individuals. Together, these findings suggest that the NLR family has expanded in zebrafish as part of an ongoing evolutionary process that benefits the immune system of the fish. Similar trends have also been observed in the NLR genes of plants, indicating there may be an evolutionary strategy across all living things to continuously diversify large families of genes. Additionally, this work highlights the lack of diversity in the genes of laboratory animals compared with those of their wild relatives, which may impact how results from laboratory studies are used to inform conservation efforts or are interpreted in the context of human health.
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  • 文章类型: Journal Article
    人类染色体19q13.4上的白细胞免疫球蛋白(Ig)样受体(LILRs)编码11个免疫球蛋白超家族受体,在人群内部和人群之间表现出遗传多样性。在LILR基因中,LILRB3和LILRA6周围的基因组区域由于其显著的序列同源性而尚未被完全表征,这使得很难区分它们。为了检查LILRB3和LILRA6基因组区域,一个名为JoGo-LILRCNCaller的工具,可以从短阅读全基因组测序(srWGS)数据中调用拷贝数,应用于包含2,504个样本的广泛的国际srWGS数据集。在这个过程中,在3个样本中检测到以前未报告的LILRB3和LILRA6丢失.使用这些样本的长读数测序,我们在日本人群的LILRB3和LILRA6基因组区域中发现了一个新的大缺失(33,692bp)。这个缺失跨越了三个基因,LILRB3,LILRA6和LILRB5,导致LILRB3外显子12-13位于LILRB5外显子1-12的下游,而LILRA6的丢失,表明LILRB5和LILRB3(LILRB5-3)之间的杂合基因的潜在表达。还验证了LILRB5-3杂合基因的转录和随后的翻译。杂合连接位于胞内结构域内,导致LILRB5胞外结构域与具有三个免疫受体基于酪氨酸的抑制基序(ITIM)的部分LILRB3胞内结构域融合,表明LILRB5-3获得了一种新的信号功能。将JoGo-LILR工具进一步应用于srWGS样品表明CEU群体中存在LILRB5-3杂合基因。我们的发现为LILR家族的遗传和功能多样性提供了见解。
    Leukocyte immunoglobulin (Ig)-like receptors (LILRs) on human chromosome 19q13.4 encode 11 immunoglobulin superfamily receptors, exhibiting genetic diversity within and between human populations. Among the LILR genes, the genomic region surrounding LILRB3 and LILRA6 has yet to be fully characterized due to their significant sequence homology, which makes it difficult to differentiate between them. To examine the LILRB3 and LILRA6 genomic region, a tool named JoGo-LILR CN Caller, which can call copy number from short-read whole genome sequencing (srWGS) data, was applied to an extensive international srWGS dataset comprising 2,504 samples. During this process, a previously unreported loss of both LILRB3 and LILRA6 was detected in three samples. Using long-read sequencing of these samples, we have discovered a novel large deletion (33,692 bp) in the LILRB3 and LILRA6 genomic regions in the Japanese population. This deletion spanned three genes, LILRB3, LILRA6, and LILRB5, resulting in LILRB3 exons 12-13 being located immediately downstream of LILRB5 exons 1-12 with the loss of LILRA6, suggesting the potential expression of a hybrid gene between LILRB5 and LILRB3 (LILRB5-3). Transcription and subsequent translation of the LILRB5-3 hybrid gene were also verified. The hybrid junction was located within the intracellular domain, resulting in an LILRB5 extracellular domain fused to a partial LILRB3 intracellular domain with three immunoreceptor tyrosine-based inhibitory motifs (ITIMs), suggesting that LILRB5-3 acquired a novel signaling function. Further application of the JoGo-LILR tool to srWGS samples suggested the presence of the LILRB5-3 hybrid gene in the CEU population. Our findings provide insight into the genetic and functional diversity of the LILR family.
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  • 文章类型: Journal Article
    拷贝数变异(CNV)是用于阐明复杂经济性状的重要结构变异。在这项研究中,我们对25头Wannan斑点猪(WSP)进行了测序,以检测它们的CNV,并与10头亚洲野猪进行了比较,以确定它们的选择特征。在WSP中总共检测到14,161CNV,占猪基因组的0.72%。固定指数(Fst)用于识别选择签名,并选择Fst值的前1%的195个CNV。在所选择的CNV区域中鉴定出80个基因。功能GO和KEGG分析显示,这些选择的CNV中的基因与关键性状如繁殖(GAL3ST1和SETD2)相关,脂肪酸组成(PRKG1、ACACA、ACSL3,UGT8),免疫系统(LYZ),耳朵大小(WIF1),和饲料效率(VIPR2)。这项研究的结果为WSP特征的遗传CNV提供了新的见解,并为WSP种群的保护和利用提供了必要的信息。
    Copy number variation (CNV) is an important structural variation used to elucidate complex economic traits. In this study, we sequenced 25 Wannan spotted pigs (WSPs) to detect their CNVs and identify their selection signatures compared with those of 10 Asian wild boars. A total of 14,161 CNVs were detected in the WSPs, accounting for 0.72% of the porcine genome. The fixation index (Fst) was used to identify the selection signatures, and 195 CNVs with the top 1% of the Fst value were selected. Eighty genes were identified in the selected CNV regions. Functional GO and KEGG analyses revealed that the genes within these selected CNVs are associated with key traits such as reproduction (GAL3ST1 and SETD2), fatty acid composition (PRKG1, ACACA, ACSL3, UGT8), immune system (LYZ), ear size (WIF1), and feed efficiency (VIPR2). The findings of this study contribute novel insights into the genetic CNVs underlying WSP characteristics and provide essential information for the protection and utilization of WSP populations.
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  • 文章类型: Journal Article
    建立放射基因组学图谱并评估局限性前列腺癌(PCa)的分子和影像学表型之间的相关性。使用根治性前列腺切除术组织病理学作为参考标准。从基于不同Gleason评分的风险类别的临床局部PCa患者(n=15)的T2加权(T2WI)和表观扩散系数(ADC)图像中提取影像组学特征。DNA提取在福尔马林固定的,石蜡包埋(FFPE)样品。雄激素受体表达的基因表达分析,凋亡,并且使用染色体分析套件(ChAS)应用和OSCHIP文件进行缺氧。使用Pearson相关分析评估基因表达改变与结构特征之间的关系。接收器工作特性(ROC)分析用于评估模型的预测准确性。在与凋亡相关的基因的放射学纹理特征和拷贝数变异(CNV)之间观察到显着的相关性,缺氧,和雄激素受体(p值≤0.05)。确定的放射学特征,包括和熵ADC,反向差分ADC,总和方差T2WI,熵T2WI,差异方差T2WI,和二次角矩T2WI,显示出预测癌症分级和生物过程如细胞凋亡和缺氧的潜力。将影像组学和基因组学纳入预测模型,显着提高了前列腺癌分级(临床意义的前列腺癌)的预测,产生0.95的AUC。放射组学纹理特征与凋亡的基因型显着相关,缺氧,和雄激素受体在局限性前列腺癌中的表达。将这些整合到预测模型中提高了临床上有意义的前列腺癌的预测准确性。
    To create a radiogenomics map and evaluate the correlation between molecular and imaging phenotypes in localized prostate cancer (PCa), using radical prostatectomy histopathology as a reference standard. Radiomic features were extracted from T2-weighted (T2WI) and Apparent Diffusion Coefficient (ADC) images of clinically localized PCa patients (n = 15) across different Gleason score-based risk categories. DNA extraction was performed on formalin-fixed, paraffin-embedded (FFPE) samples. Gene expression analysis of androgen receptor expression, apoptosis, and hypoxia was conducted using the Chromosome Analysis Suite (ChAS) application and OSCHIP files. The relationship between gene expression alterations and textural features was assessed using Pearson\'s correlation analysis. Receiver operating characteristic (ROC) analysis was utilized to evaluate the predictive accuracy of the model. A significant correlation was observed between radiomic texture features and copy number variation (CNV) of genes associated with apoptosis, hypoxia, and androgen receptor (p-value ≤ 0.05). The identified radiomic features, including Sum Entropy ADC, Inverse Difference ADC, Sum Variance T2WI, Entropy T2WI, Difference Variance T2WI, and Angular Secondary Moment T2WI, exhibited potential for predicting cancer grade and biological processes such as apoptosis and hypoxia. Incorporating radiomics and genomics into a prediction model significantly improved the prediction of prostate cancer grade (clinically significant prostate cancer), yielding an AUC of 0.95. Radiomic texture features significantly correlate with genotypes for apoptosis, hypoxia, and androgen receptor expression in localised prostate cancer. Integration of these into the prediction model improved prediction accuracy of clinically significant prostate cancer.
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  • 文章类型: Journal Article
    核糖体DNA(rDNA)在核糖体生物发生中起着至关重要的作用,因为它包含编码由基因间间隔区隔开的rRNA的基因。在真核生物中,rRNA基因在每个单倍体基因组中以数百到数万个拷贝存在,并且通常高度保守,在物种内具有低变异。由于rDNA阵列的重复性和大尺寸,检测个体内变异可能很困难。在这项研究中,我们使用来自10个自然种群的169个水蚤个体的全基因组序列来测量rDNA的拷贝数和序列变异。这表明个体之间rDNA拷贝数的变化跨越一个数量级。我们进一步观察到个体基因组内的序列变异的实质水平。不出所料,单核苷酸多态性发生在功能限制较低的区域,例如rRNA基因的基因间间隔区和扩展片段。变体之间强连锁不平衡的存在促进了每个群体中单倍型的鉴定。尽管有证据表明来自不同群体的单倍型之间存在重组,这不足以消除种群内的连锁不平衡。估计个体内的拷贝数和单倍型多样性表明,个体内序列变异的水平与拷贝数没有很强的相关性。观察到的变异模式突出了D.pulex中rDNA的复杂进化史。未来的研究应探索rDNA拷贝数和序列变异对生物体表型的功能影响。
    Ribosomal DNA (rDNA) has a vital role in ribosome biogenesis as it contains the genes that encode rRNA separated by intergenic spacers. The rRNA genes occur in hundreds to tens of thousands of copies per haploid genome in eukaryotes and are generally highly conserved with low variation within species. Due to the repetitive nature and large size of rDNA arrays, detecting intraindividual variation can be difficult. In this study, we use whole genome sequences of 169 Daphnia pulex individuals from 10 natural populations to measure the copy number and sequence variation in rDNA. This revealed that variation in rDNA copy number between individuals spans an order of magnitude. We further observed a substantial level of sequence variation within individual genomes. As expected, single nucleotide polymorphisms occurred in regions of lower functional constraint such as the intergenic spacer and expansion segments of the rRNA genes. The presence of strong linkage disequilibrium among variants facilitated identification of haplotypes within each population. Although there was evidence of recombination among haplotypes from different populations, it is insufficient to eliminate linkage disequilibrium within populations. Estimating copy number and haplotype diversity within individuals revealed that the level of intraindividual sequence variation is not strongly correlated with copy number. The observed patterns of variation highlight a complex evolutionary history of rDNA in D. pulex. Future research should explore the functional implications of rDNA copy number and sequence variation on organismal phenotypes.
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