Diploidy

二倍体
  • 文章类型: Journal Article
    结构变异(SVs)显著促进了人类基因组的多样性,在精准医学中发挥着至关重要的作用。尽管单分子长读数测序的进步为SV检测提供了突破性的资源,准确可靠地识别SV断点和序列仍然具有挑战性。我们介绍火山SV,一种创新的混合SV检测管道,利用参考基因组和局部从头组装产生分阶段的二倍体组装。火山SV使用分阶段的SNP和独特的k-mer相似性分析,实现精确的单倍型解析SV发现。VolcanoSV擅长构建包含SNP的综合遗传图谱,小型indel,和所有类型的SV,使其非常适合人类基因组学研究。我们广泛的实验表明,火山SV在检测插入和删除SV方面超越了最先进的基于组装的工具,表现出卓越的召回,精度,F1得分,和不同数据集的基因型准确性,包括低覆盖率(10倍)数据集。VolcanoSV在识别复杂SV方面优于基于装配的工具,包括易位,重复,和倒置,在模拟和真实癌症数据中。此外,VolcanoSV对各种评估参数具有鲁棒性,可以准确识别断点和SV序列。
    Structural variants (SVs) significantly contribute to human genome diversity and play a crucial role in precision medicine. Although advancements in single-molecule long-read sequencing offer a groundbreaking resource for SV detection, identifying SV breakpoints and sequences accurately and robustly remains challenging. We introduce VolcanoSV, an innovative hybrid SV detection pipeline that utilizes both a reference genome and local de novo assembly to generate a phased diploid assembly. VolcanoSV uses phased SNPs and unique k-mer similarity analysis, enabling precise haplotype-resolved SV discovery. VolcanoSV is adept at constructing comprehensive genetic maps encompassing SNPs, small indels, and all types of SVs, making it well-suited for human genomics studies. Our extensive experiments demonstrate that VolcanoSV surpasses state-of-the-art assembly-based tools in the detection of insertion and deletion SVs, exhibiting superior recall, precision, F1 scores, and genotype accuracy across a diverse range of datasets, including low-coverage (10x) datasets. VolcanoSV outperforms assembly-based tools in the identification of complex SVs, including translocations, duplications, and inversions, in both simulated and real cancer data. Moreover, VolcanoSV is robust to various evaluation parameters and accurately identifies breakpoints and SV sequences.
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  • 文章类型: Journal Article
    多倍体化对具有性染色体的物种提出了不寻常的挑战,因为它可以导致破坏生殖发育的性染色体的复杂组合。对于具有不同性染色体系统的物种之间的异源多倍体尤其如此。这里,我们组装了雌性异源四倍体垂柳(Salixbabylonica)和雄性二倍体S.dunnii的单倍型解析染色体水平基因组。我们证明垂柳来自柳枝的雌性祖先之间的杂交,7号染色体上有XY性染色体,还有一个来自Vetrix进化枝的男性祖先,在15号染色体上有祖先的XY性染色体。我们发现垂柳有一对性染色体,15号染色体上的ZW,源自Vetrix进化枝雄性祖先的XY性染色体。此外,柳枝雌性祖先的祖先7X染色体已恢复为常染色体遗传。在四个同源染色体19上重复的完整ARR17样基因可能有助于在多倍体化和性染色体周转过程中维持二倍体。一起来看,我们的结果表明,在垂柳中,同种多倍体化后,性染色体的快速进化和逆转。
    Polyploidization presents an unusual challenge for species with sex chromosomes, as it can lead to complex combinations of sex chromosomes that disrupt reproductive development. This is particularly true for allopolyploidization between species with different sex chromosome systems. Here, we assemble haplotype-resolved chromosome-level genomes of a female allotetraploid weeping willow (Salix babylonica) and a male diploid S. dunnii. We show that weeping willow arose from crosses between a female ancestor from the Salix-clade, which has XY sex chromosomes on chromosome 7, and a male ancestor from the Vetrix-clade, which has ancestral XY sex chromosomes on chromosome 15. We find that weeping willow has one pair of sex chromosomes, ZW on chromosome 15, that derived from the ancestral XY sex chromosomes in the male ancestor of the Vetrix-clade. Moreover, the ancestral 7X chromosomes from the female ancestor of the Salix-clade have reverted to autosomal inheritance. Duplicated intact ARR17-like genes on the four homologous chromosomes 19 likely have contributed to the maintenance of dioecy during polyploidization and sex chromosome turnover. Taken together, our results suggest the rapid evolution and reversion of sex chromosomes following allopolyploidization in weeping willow.
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  • 文章类型: Journal Article
    全基因组重复与基因组不稳定性和肿瘤发生有关。人和酵母多倍体表现出增加的复制应激和染色体不稳定性,癌症的两个标志。在这项研究中,我们研究了裂殖酵母对一般倍性增加的转录反应,并响应于甲磺酸甲(MMS)的基因毒素处理。我们发现,MMS的治疗诱导与基因毒素的一般反应有关的基因上调,除了细胞周期调控基因。下调的基因在运输和性生殖途径中富集。我们发现,与单倍体反应相比,对MMS的二倍体反应减弱,尽管富集的途径基本上保持不变。总的来说,我们的数据表明,在倍性增加的情况下,全球庞贝S.pombe转录组成倍增加,但在未扰动和遗传毒性胁迫条件下,转录发生了适度的变化.
    Whole genome duplications are implicated in genome instability and tumorigenesis. Human and yeast polyploids exhibit increased replication stress and chromosomal instability, both hallmarks of cancer. In this study, we investigate the transcriptional response of Schizosaccharomyces pombe to increased ploidy generally, and in response to treatment with the genotoxin methyl methanesulfonate (MMS). We find that treatment of MMS induces upregulation of genes involved in general response to genotoxins, in addition to cell cycle regulatory genes. Downregulated genes are enriched in transport and sexual reproductive pathways. We find that the diploid response to MMS is muted compared to the haploid response, although the enriched pathways remain largely the same. Overall, our data suggests that the global S. pombe transcriptome doubles in response to increased ploidy but undergoes modest transcriptional changes in both unperturbed and genotoxic stress conditions.
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  • 文章类型: Journal Article
    目标:全基因组复制(WGD,多倍体化)已被确定为遗传和表型新颖性的驱动因素,对谱系的进化有着普遍的影响。虽然多倍体普遍存在,尤其是在植物中,多倍体的长期建立极为罕见。基因组加倍通常会导致细胞大小和代谢费用增加,这可能足以在其二倍体祖先茁壮成长的环境中调节多倍体的建立。
    方法:我们开发了光合个体的机理模拟模型,以测试大小和代谢效率的变化是否允许自身多倍体与,甚至入侵,祖先二倍体种群。模型的核心是代谢效率,这决定了从大小依赖性光合生产中获得的能量如何分配给基础代谢,而不是体细胞和生殖生长。我们预计,如果新多倍体具有与二倍体相同或更高的代谢效率,或者适应其生活史以抵消代谢效率低下,它们将成功建立。
    结果:在多倍体和二倍体之间的广泛代谢效率差异中观察到多倍体入侵。多倍体在二倍体种群中建立,即使它们的代谢效率较低,这是通过反复形成促进的。在此模型中,营养竞争是人口动态的主要驱动因素。多年性不会定性地影响四倍体倾向于建立的相对代谢效率。
    结论:大小依赖性代谢和能量分配之间的反馈产生了具有不同倍性的植物之间的大小和年龄差异。我们证明,即使代谢效率的微小变化也足以建立多倍体。
    OBJECTIVE: Whole-genome duplication (WGD, polyploidization) has been identified as a driver of genetic and phenotypic novelty, having pervasive consequences for the evolution of lineages. While polyploids are widespread, especially among plants, the long-term establishment of polyploids is exceedingly rare. Genome doubling commonly results in increased cell sizes and metabolic expenses, which may be sufficient to modulate polyploid establishment in environments where their diploid ancestors thrive.
    METHODS: We developed a mechanistic simulation model of photosynthetic individuals to test whether changes in size and metabolic efficiency allow autopolyploids to coexist with, or even invade, ancestral diploid populations. Central to the model is metabolic efficiency, which determines how energy obtained from size-dependent photosynthetic production is allocated to basal metabolism as opposed to somatic and reproductive growth. We expected neopolyploids to establish successfully if they have equal or higher metabolic efficiency as diploids or to adapt their life history to offset metabolic inefficiency.
    RESULTS: Polyploid invasion was observed across a wide range of metabolic efficiency differences between polyploids and diploids. Polyploids became established in diploid populations even when they had a lower metabolic efficiency, which was facilitated by recurrent formation. Competition for nutrients is a major driver of population dynamics in this model. Perenniality did not qualitatively affect the relative metabolic efficiency from which tetraploids tended to establish.
    CONCLUSIONS: Feedback between size-dependent metabolism and energy allocation generated size and age differences between plants with different ploidies. We demonstrated that even small changes in metabolic efficiency are sufficient for the establishment of polyploids.
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  • 文章类型: Journal Article
    多倍体被认为能够使物种多样化和适应极端环境。因此,解决分类单元倍性水平之间的生态差异将为当地适应和物种形成提供重要见解。桦树属包括许多多倍体,但是由于神秘的谱系和物种,对它们的系统发育关系和进化史的估计是不确定的。作为日本南部边界种群之一的白桦已被证明具有独特的遗传特征和性状,使用流式细胞术研究了三个南部边界与其他日本B.ermanii种群之间倍性水平的差异。还比较了叶和种子的形态。除了南部边界人口中的个体,所有样本均为四倍体。来自南部边界种群的个体大多是二倍体,除了少数低海拔四国人口,是四倍体。四倍体和二倍体之间的叶片和种子形态不同。二倍体个体的特征是叶子具有心形基部和许多叶齿,和翅膀相对较长的种子。二倍体种群可以被认为是B.ermanii的隐秘遗系,并且该谱系有可能是B.ermanii的二倍体祖先和Sohayaki元素的残余种群。对日本白桦系统发育关系的进一步调查将有助于对分类学修订进行知情讨论。
    Polyploidy is thought to enable species diversification and adaptation to extreme environments. Resolving the ecological differences between a taxon\'s ploidy levels would therefore provide important insights into local adaptation and speciation. The genus Betula includes many polyploids, but estimates of their phylogenetic relationships and evolutionary history are uncertain because of cryptic lineages and species. As one of the southern boundary populations of Betula ermanii in Japan has been shown to have distinctive genetic characteristics and traits, the differences in ploidy levels between three southern boundary and various other Japanese B. ermanii populations were investigated using flow cytometry. Leaf and seed morphologies were also compared. Apart from individuals in southern boundary populations, all those sampled were tetraploid. Individuals from the southern boundary populations were mostly diploid, apart from a few from lower altitude Shikoku populations, which were tetraploid. Leaf and seed morphologies differed between tetraploids and diploids. Diploid individuals were characterized by leaves with a heart-shaped base and many leaf teeth, and seeds with relatively longer wings. The diploid populations could be considered a cryptic relict lineage of B. ermanii, and there is a possibility that this lineage is a diploid ancestor of B. ermanii and a relict population of the Sohayaki element. Further investigation of the Japanese Betula phylogenetic relationships would enable an informed discussion of taxonomic revisions.
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  • 文章类型: Journal Article
    生物体如何应对环境压力是进化生物学的关键课题。本研究的重点是拉伯尼科拉根性嗜盐的基因组进化,一种来自盐生植物根的深色间隔内生真菌。从来自结构化亚群的五个代表性分离株产生染色体水平组装体。数据显示,融合和裂变事件产生的染色体多态性导致了显着的基因组可塑性,称为多倍体。基因组特征分析,系统基因组学,和大同化关系为种内二倍体样杂种的起源提供了明确的证据。值得注意的是,与其亲本相比,当暴露于一系列非生物胁迫时,一种二倍体表型表现为异常值,并表现出条件适应性优势。通过比较四种生长条件下每个杂种亲本三联体的基因表达模式,通过分析富含膜甘油脂生物合成和跨膜转运蛋白活性的过度上调基因,证实了生长活力的潜在机制。体外实验表明膜完整性和脂质积累增加,在最佳盐条件(0.3MNaCl)下,杂种的丙二醛产量也降低。这些属性与盐度耐受性有关。这项研究支持以下观点:杂交诱导的基因组加倍导致在嗜极端内生菌中出现表型创新。
    How organisms respond to environmental stress is a key topic in evolutionary biology. This study focused on the genomic evolution of Laburnicola rhizohalophila, a dark-septate endophytic fungus from roots of a halophyte. Chromosome-level assemblies were generated from five representative isolates from structured subpopulations. The data revealed significant genomic plasticity resulting from chromosomal polymorphisms created by fusion and fission events, known as dysploidy. Analyses of genomic features, phylogenomics, and macrosynteny have provided clear evidence for the origin of intraspecific diploid-like hybrids. Notably, one diploid phenotype stood out as an outlier and exhibited a conditional fitness advantage when exposed to a range of abiotic stresses compared with its parents. By comparing the gene expression patterns in each hybrid parent triad under the four growth conditions, the mechanisms underlying growth vigor were corroborated through an analysis of transgressively upregulated genes enriched in membrane glycerolipid biosynthesis and transmembrane transporter activity. In vitro assays suggested increased membrane integrity and lipid accumulation, as well as decreased malondialdehyde production under optimal salt conditions (0.3 M NaCl) in the hybrid. These attributes have been implicated in salinity tolerance. This study supports the notion that hybridization-induced genome doubling leads to the emergence of phenotypic innovations in an extremophilic endophyte.
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  • 文章类型: Journal Article
    多倍体化在植物进化和生物多样性中起着重要作用。然而,与种间多倍体相比,种内多倍体受到的关注较少。丁香科(百合科)具有二倍体(2n=2x=14)和同源四倍体(2n=4x=28)细胞类型。在华龙山,同源四倍体生长在北坡,而二倍体生长在南坡。通过野外观察和形态学方法测量和分析了克隆生长特征和克隆结构。使用SSR标记研究了两种不同细胞类型的多样性水平和分化模式。结果表明,克隆生长参数,例如同源四倍体中每个根茎节的芽数和根茎分枝的比率高于二倍体。二倍体和同源四倍体都出现了指骨克隆结构,分株之间的节间短。然而,二倍体的分株或基因组分布相对分散,而同源四倍体的则相对成团。二倍体和同源四倍体都为其营养生长分配了更多的生物量。二倍体对生殖器官的分配比同源四倍体高,这表明四倍体比二倍体在克隆繁殖上投入了更多的资源。同源四倍体的克隆多样性和遗传多样性均高于二倍体。在两种不同细胞类型之间观察到显着的遗传分化(P<0.01)。在建立和发展过程中,C.udensis同源四倍体比二倍体采用更多的成团指骨克隆结构,并表现出更多的遗传变异。
    Polyploidization plays an important role in plant evolution and biodiversity. However, intraspecific polyploidy compared to interspecific polyploidy received less attention. Clintonia udensis (Liliaceae) possess diploid (2n = 2x = 14) and autotetraploid (2n = 4x = 28) cytotypes. In the Hualongshan Mountains, the autotetraploids grew on the northern slope, while the diploids grew on the southern slopes. The clonal growth characteristics and clonal architecture were measured and analyzed by field observations and morphological methods. The diversity level and differentiation patterns for two different cytotypes were investigated using SSR markers. The results showed that the clonal growth parameters, such as the bud numbers of each rhizome node and the ratio of rhizome branches in the autotetraploids were higher than those in the diploids. Both the diploids and autotetraploids appeared phalanx clonal architectures with short internodes between ramets. However, the ramets or genets of the diploids had a relatively scattered distribution, while those of the autotetraploids were relatively clumping. The diploids and autotetraploids all allocated more biomass to their vegetative growth. The diploids had a higher allocation to reproductive organs than that of autotetraploids, which indicated that the tetraploids invested more resources in clonal reproduction than diploids. The clone diversity and genetic diversity of the autotetraploids were higher than that of the diploids. Significant genetic differentiation between two different cytotypes was observed (P < 0.01). During establishment and evolution, C. udensis autotetraploids employed more clumping phalanx clonal architecture and exhibited more genetic variation than the diploids.
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  • 文章类型: Journal Article
    在水产养殖中,不育三倍体通常用于生产,因为不育使它们具有潜在的生长增益,产量和质量。然而,它们不能被复制,并且需要将DNA亲本分配给其二倍体或四倍体亲本以估计三倍体表型的育种值。没有公开可用的软件能够将三倍体分配给其父母。这里,我们更新了R包APIS以支持从二倍体亲本诱导的三倍体。首先,我们创建了新的排除表和可能性表,这些表解释了dam的双等位基因贡献和女性减数分裂期间可能发生的重组。由于每个标记与着丝粒的有效重组率通常是未知的,我们将其设置为0.5,发现即使对于具有高或低重组率的标记,该值也使分配率最大化。高真实分配率所需的标记数量并不强烈取决于缺失亲本基因型的比例。然而,赋值能力受到标记质量的影响(次要等位基因频率,通话率)。总之,在来自288个亲本的1232个三倍体后代的真实虹鳟鱼数据集中,需要96至192个SNP才能具有较高的亲本分配率。当标记集的功率有限时,可能性方法比排除更有效。当使用更多标记时,排斥更有利,以达到统一的敏感性,非常低的错误发现率(<0.01)和优异的特异性(0.96-0.99)。因此,APIS提供了将三倍体分配给其二倍体亲本的有效解决方案。
    In aquaculture, sterile triploids are commonly used for production as sterility gives them potential gains in growth, yields, and quality. However, they cannot be reproduced, and DNA parentage assignment to their diploid or tetraploid parents is required to estimate breeding values for triploid phenotypes. No publicly available software has the ability to assign triploids to their parents. Here, we updated the R package APIS to support triploids induced from diploid parents. First, we created new exclusion and likelihood tables that account for the double allelic contribution of the dam and the recombination that can occur during female meiosis. As the effective recombination rate of each marker with the centromere is usually unknown, we set it at 0.5 and found that this value maximizes the assignment rate even for markers with high or low recombination rates. The number of markers needed for a high true assignment rate did not strongly depend on the proportion of missing parental genotypes. The assignment power was however affected by the quality of the markers (minor allele frequency, call rate). Altogether, 96-192 SNPs were required to have a high parentage assignment rate in a real rainbow trout dataset of 1,232 triploid progenies from 288 parents. The likelihood approach was more efficient than exclusion when the power of the marker set was limiting. When more markers were used, exclusion was more advantageous, with sensitivity reaching unity, very low false discovery rate (<0.01), and excellent specificity (0.96-0.99). Thus, APIS provides an efficient solution to assign triploids to their diploid parents.
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  • 文章类型: Journal Article
    常染色体三体性的镶嵌在临床实践中并不常见。然而,尽管在产前和产后诊断中都很少见,有大量特征性和公开的病例。令人惊讶的是,与常规三体相反,没有尝试对马赛克载体的人口统计学进行系统分析。这是旨在解决这一差距的第一项研究。为此,我们已经筛选了八百多本关于马赛克三体的出版物,审查数据,包括性别和马赛克携带者的临床状况,产妇年龄和生育史。总的来说,596种出版物符合分析条件,包含948个产前诊断的数据,包括真正的胎儿镶嵌(TFM)和局限的胎盘镶嵌(CPM),以及318例产后检测到的马赛克(PNM)。出生体重适当的正常妊娠结局与宫内生长受限的孕妇年龄无差异。出乎意料的是,与异常结局(异常胎儿或新生儿)和胎儿损失相比,在正常结局中发现的高龄产妇(AMA)比例更高,73%vs.56%和50%,相应地,p=0.0015和p=0.0011。另一个有趣的发现是,与具有双亲二体(BPD)的携带者相比,染色体7、14、15和16的伴随单亲二体(UPD)的马赛克携带者中AMA比例更高(72%vs.58%,92%vs.55%,87%vs.78%,和65%vs.24%,相应地);总体数字为78%,而不是48%,p=0.0026。对生殖史的分析显示,与TFM和CPM队列的母亲(正常结局的比例很大)相比,PNM队列中报告先前胎儿丢失的母亲(几乎所有患者均为临床异常)的报告率非常差,但几乎高出两倍。30%vs.16%,p=0.0072。先前妊娠染色体异常的发生在产前队列中占13分之一,在出生后队列中占16分之一,与已发表的非马赛克三体研究相比,高出五倍。我们认为在这项研究中获得的数据是初步的,尽管文献综述的数量很大,因为详细数据的报告大多很差。因此,研究的队列并不代表“大数据”。然而,获得的信息对于临床遗传咨询和建模进一步研究都很有用。
    Mosaicism for autosomal trisomy is uncommon in clinical practice. However, despite its rarity among both prenatally and postnatally diagnoses, there are a large number of characterized and published cases. Surprisingly, in contrast to regular trisomies, no attempts at systematic analyses of mosaic carriers\' demographics were undertaken. This is the first study aimed to address this gap. For that, we have screened more than eight hundred publications on mosaic trisomies, reviewing data including gender and clinical status of mosaic carriers, maternal age and reproductive history. In total, 596 publications were eligible for analysis, containing data on 948 prenatal diagnoses, including true fetal mosaicism (TFM) and confined placental mosaicism (CPM), and on 318 cases of postnatally detected mosaicism (PNM). No difference was found in maternal age between normal pregnancy outcomes with appropriate birth weight and those with intrauterine growth restriction. Unexpectedly, a higher proportion of advanced maternal ages (AMA) was found in normal outcomes compared to abnormal ones (abnormal fetus or newborn) and fetal losses, 73% vs. 56% and 50%, p = 0.0015 and p = 0.0011, correspondingly. Another intriguing finding was a higher AMA proportion in mosaic carriers with concomitant uniparental disomy (UPD) for chromosomes 7, 14, 15, and 16 compared to carriers with biparental disomy (BPD) (72% vs. 58%, 92% vs. 55%, 87% vs. 78%, and 65% vs. 24%, correspondingly); overall figures were 78% vs. 48%, p = 0.0026. Analysis of reproductive histories showed a very poor reporting but almost two-fold higher rate of mothers reporting a previous fetal loss from PNM cohort (in which almost all patients were clinically abnormal) compared to mothers from the TFM and CPM cohorts (with a large proportion of normal outcomes), 30% vs. 16%, p = 0.0072. The occurrence of a previous pregnancy with a chromosome abnormality was 1 in 13 in the prenatal cohort and 1 in 16 in the postnatal cohort, which are five-fold higher compared to published studies on non-mosaic trisomies. We consider the data obtained in this study to be preliminary despite the magnitude of the literature reviewed since reporting of detailed data was mostly poor, and therefore, the studied cohorts do not represent \"big data\". Nevertheless, the information obtained is useful both for clinical genetic counseling and for modeling further studies.
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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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