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Applications of CRISPR/Cas9 technology for modification of the plant genome. CRISPR/Cas9技术在植物基因组修饰中的应用
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2022-02-01 Epub Date: 2022-01-12 DOI: 10.1007/s10709-021-00146-2
Sohini Deb, Amrita Choudhury, Banridor Kharbyngar, Rama Rao Satyawada

The CRISPR/Cas (Clustered regularly interspaced short palindromic repeats/ CRISPR associated protein 9) system was discovered in bacteria and archea as an acquired immune response to protect the cells from infection. This technology has now evolved to become an efficient genome editing tool, and is replacing older gene editing technologies. This technique uses programmable sgRNAs to guide the Cas9 endonuclease to the target DNA location. sgRNA is a vital component of the CRISPR technology, since without it the Cas nuclease cannot reach to its target location. Over the years, many tools have been developed for designing sgRNAs, the details of which have been extensively reviewed here. It has proven to be a promising tool in the field of genetic engineering and has successfully generated many plant varieties with better and desirable qualities. In the present review, we attempted to collect,collate and summarize information related to the development of CRISPR/Cas9 system as a tool and subsequently into a technique having a wide array of applications in the field of plant genome editing in attaining desirable traits like resistance to various diseases, nutritional enhancement etc. In addition, the probable future prospects and the various bio-safety concerns associated with CRISPR gene editing technology have been discussed in detail.

CRISPR/Cas(聚集规律间隔短回文重复序列/ CRISPR相关蛋白9)系统是在细菌和古细菌中发现的,作为一种获得性免疫反应来保护细胞免受感染。这项技术现在已经发展成为一种高效的基因组编辑工具,并正在取代旧的基因编辑技术。该技术使用可编程sgrna来引导Cas9内切酶到达目标DNA位置。sgRNA是CRISPR技术的重要组成部分,因为没有它,Cas核酸酶就无法到达目标位置。多年来,已经开发了许多用于设计sgrna的工具,这里对其细节进行了广泛的回顾。它已被证明是一种很有前途的基因工程工具,并已成功地产生了许多品质优良的植物品种。在本综述中,我们试图收集、整理和总结与CRISPR/Cas9系统发展相关的信息,将其作为一种工具,随后成为一种技术,在植物基因组编辑领域具有广泛的应用,以获得诸如抵抗各种疾病,增强营养等理想性状。此外,还详细讨论了CRISPR基因编辑技术可能的未来前景和各种生物安全问题。
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引用次数: 7
The statistical power of genome-wide association studies for threshold traits with different frequencies of causal variants. 具有不同因果变异频率的阈值性状的全基因组关联研究的统计能力。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2022-02-01 Epub Date: 2021-10-27 DOI: 10.1007/s10709-021-00140-8
Hassan Khanzadeh, Navid Ghavi Hossein-Zadeh, Shahrokh Ghovvati

This study aimed to investigate the effects of incidence rate, heritability, and polygenic variance on the statistical power of genome-wide association studies (GWAS) for threshold traits. Different incidence rates of threshold trait (1, 3, 5, 10, 25, 40, 50, 60, 75 and 90%), heritability (10 and 25%), and polygenic variance ratio (0 and 25%) were simulated separately for common (MAF ≥ 0.05), low-frequency (0.05 > MAF ≥ 0.01), and rare (MAF < 0.01) variants. Association studies were performed by logistic and linear mixed models. The highest statistical powers were observed in common and low-frequency variants with an incidence of 25-50% and 10-40%, respectively, but for rare variants, the highest statistical power was observed at low incidence. For all causal variant frequencies, the estimated heritability decline with an increase in incidence rate. We found high statistical power for traits with high heritability. In contrast, those with a high polygenic variance ratio have lower statistical power to detect common causal variants using a linear mixed model. These results demonstrate that the incidence rate of threshold traits, heritability, and polygenic variance may affect the statistical power of GWAS. Therefore, it is recommended that the effect of incidence rate, heritability, and polygenic variance be considered in designing GWAS for threshold traits.

本研究旨在探讨发生率、遗传力和多基因方差对阈值性状全基因组关联研究(GWAS)统计力的影响。分别模拟常见(MAF≥0.05)、低频(0.05 > MAF≥0.01)和罕见(MAF)的阈值性状(1、3、5、10、25、40、50、60、75和90%)、遗传率(10和25%)和多基因方差比(0和25%)的不同发生率
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引用次数: 0
Pathogen resistance in Sphagneticola trilobata (Singapore daisy): molecular associations and differentially expressed genes in response to disease from a widespread fungus. 三叶雏菊的病原菌抗性:分子关联和差异表达基因对一种广泛传播的真菌疾病的反应。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2022-02-01 Epub Date: 2022-01-15 DOI: 10.1007/s10709-021-00147-1
Shan-Shan Qi, Bharani Manoharan, Vignesh Dhandapani, Sridharan Jegadeesan, Susan Rutherford, Justin S H Wan, Ping Huang, Zhi-Cong Dai, Dao-Lin Du

Understanding the molecular associations underlying pathogen resistance in invasive plant species is likely to provide useful insights into the effective control of alien plants, thereby facilitating the conservation of native biodiversity. In the current study, we investigated pathogen resistance in an invasive clonal plant, Sphagneticola trilobata, at the molecular level. Sphagneticola trilobata (i.e., Singapore daisy) is a noxious weed that affects both terrestrial and aquatic ecosystems, and is less affected by pathogens in the wild than co-occurring native species. We used Illumina sequencing to investigate the transcriptome of S. trilobata following infection by a globally distributed generalist pathogen (Rhizoctonia solani). RNA was extracted from leaves of inoculated and un-inoculated control plants, and a draft transcriptome of S. trilobata was generated to examine the molecular response of this species following infection. We obtained a total of 49,961,014 (94.3%) clean reads for control (un-inoculated plants) and 54,182,844 (94.5%) for the infected treatment (inoculated with R. solani). Our analyses facilitated the discovery of 117,768 de novo assembled contigs and 78,916 unigenes. Of these, we identified 3506 differentially expressed genes and 60 hormones associated with pathogen resistance. Numerous genes, including candidate genes, were associated with plant-pathogen interactions and stress response in S. trilobata. Many recognitions, signaling, and defense genes were differentially regulated between treatments, which were confirmed by qRT-PCR. Overall, our findings improve our understanding of the genes and molecular associations involved in plant defense of a rapidly spreading invasive clonal weed, and serve as a valuable resource for further work on mechanism of disease resistance and managing invasive plants.

了解入侵植物对病原菌抗性的分子机制可能为有效控制外来植物提供有用的见解,从而促进本地生物多样性的保护。在本研究中,我们在分子水平上研究了入侵克隆植物Sphagneticola trilobata对病原菌的抗性。Sphagneticola trilobata(即新加坡雏菊)是一种有害的杂草,影响陆地和水生生态系统,在野生环境中受病原体的影响比共存的本地物种要小。我们使用Illumina测序研究了全球分布的通用病原体(solani Rhizoctonia)感染三叶虫后的转录组。从接种和未接种的对照植株叶片中提取RNA,生成三叶虫转录组草图,研究三叶虫感染后的分子反应。对照(未接种植株)共获得49,961,014条(94.3%)干净reads,侵染处理(接种番茄枯萎病菌)共获得54,182,844条(94.5%)干净reads。我们的分析帮助发现了117,768个从头组装的contigs和78,916个unigenes。其中,我们确定了3506个差异表达基因和60个与病原体抗性相关的激素。许多基因,包括候选基因,与三叶虫的植物-病原体相互作用和胁迫反应有关。许多识别、信号和防御基因在处理之间存在差异调控,qRT-PCR证实了这一点。总之,我们的研究结果提高了我们对一种快速传播的入侵克隆杂草的植物防御的基因和分子关联的理解,并为进一步研究入侵植物的抗病机制和管理提供了宝贵的资源。
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引用次数: 2
Genome-wide mining of potentially-hypervariable microsatellites and validation of markers in Momordica charantia L. 苦瓜(Momordica charantia L.)潜在高变微卫星的全基因组挖掘和标记验证。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2022-02-01 Epub Date: 2021-11-25 DOI: 10.1007/s10709-021-00142-6
Lavale Shivaji Ajinath, Deepu Mathew

Relatively large number of bitter melon microsatellite markers have been reported; however, only few resulted in successful PCR amplification and a small fraction shown polymorphisms. This limited chance of recovering polymorphic markers makes the primer screening a cost-demanding process. To test the hypothesis that microsatellites with longer motifs as well as shorter motifs repeated substantially shall have better prospects to be polymorphic, we performed a genome-wide microsatellite mining. We selected a sample of genome-wide microsatellites with prescribed motif lengths or satisfying a target repeat number, which were considered potentially-hyper variable, for primer designing and validation. Seventy five microsatellites satisfying these criteria were identified, of which 69 were validated through successful PCR amplification. Among them, 40 (53.33% of the markers identified) were polymorphic. This result showed a significantly higher success compared to our initial results of 51 (20.64%) polymorphic markers out of the 188 amplified when 247 previously reported markers were screened. The screening of two cultivars revealed that markers were efficient to identify up to three alleles. The characterization of these 69 new markers with 247 markers previously reported showed that di-nucleotide motifs were most abundant, followed by tri- and tetra-nucleotide motifs. TC motif markers were most polymorphic (12.08%) followed by AG and CT motifs (both 9.89%). Similarly, AGA (6.59%) and TATT (3.29%) were most polymorphic among the tri- and tetra-nucleotide motifs. These 69 hypervariable microsatellite markers along with 188 markers initially validated in this study shall be useful for phylogenetic analyses, studies of linkage, QTL, and association mapping in bitter melon.

报道了大量的苦瓜微卫星标记;然而,只有少数成功的PCR扩增和一小部分显示多态性。恢复多态性标记的机会有限,这使得引物筛选成为一个成本高昂的过程。为了验证具有较长基序和大量重复较短基序的微卫星具有更好的多态性前景的假设,我们进行了全基因组微卫星挖掘。我们选择了一个具有规定基序长度或满足目标重复数的全基因组微卫星样本,这些样本被认为是潜在的超变量,用于引物设计和验证。共鉴定出75颗符合上述标准的微卫星,其中69颗通过PCR扩增成功。其中,40个(53.33%)标记具有多态性。与之前报道的247个扩增标记中51个(20.64%)多态性标记相比,这一结果显示了显著更高的成功率。对两个品种的筛选表明,标记最多可识别3个等位基因。这69个新标记与已有报道的247个标记的特征分析表明,二核苷酸基序最为丰富,其次是三核苷酸基序和四核苷酸基序。TC基序标记多态性最高(12.08%),其次是AG基序和CT基序(均为9.89%)。同样,AGA(6.59%)和TATT(3.29%)在三核苷酸基序和四核苷酸基序中多态性最多。这69个高变微卫星标记和本研究初步验证的188个标记将为苦瓜的系统发育分析、连锁、QTL研究和关联定位提供参考。
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引用次数: 1
Macroscopic variation in Arabidopsis mutants despite stomatal uniformity across soil nutrient environments. 拟南芥突变体在不同土壤养分环境下气孔均匀性的宏观变化。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2021-12-01 Epub Date: 2021-10-04 DOI: 10.1007/s10709-021-00133-7
Jamison Lee, Courtney J Murren

Stomata are essential pores flanked by guard cells that control gas exchange in plants. We can utilize stomatal size and density measurements as a proxy for a plant's capacity for gas exchange. While stomatal responses to stressful environments are well studied; data are lacking in the responses across mutant genotypes of the same species in these trait and treatment interactions or genetic variation in phenotypic plasticity. We evaluated the effects of soil nutrient variation on macroscopic and stomatal traits of Arabidopsis thaliana T-DNA insertion mutants for which prior performance in a single benign growing condition were available. Nutrient-induced stress significantly impacted traits including plant biomass, height, fruit number, and leaf number which we denote as macroscopic traits. We found evidence that genotype by environment effects exist for macroscopic traits, yet total stomatal area variation, or "microscopic variation" across environments was modest. Divergence from the wildtype line varied by mutant background and these responses were variable among traits. These findings suggest that Arabidopsis employs a strategy of physiological compensation, sacrificing morphological traits to maintain stomatal production.

气孔是植物中必不可少的气孔,两侧是控制气体交换的保护细胞。我们可以利用气孔大小和密度测量作为植物气体交换能力的代表。虽然气孔对压力环境的反应得到了很好的研究;在这些性状和处理的相互作用或表型可塑性的遗传变异中,同一物种的突变基因型之间的反应缺乏数据。我们评估了土壤养分变化对拟南芥T-DNA插入突变体宏观性状和气孔性状的影响,这些突变体在单一良性生长条件下具有良好的表现。营养胁迫对植物生物量、株高、果数和叶数等宏观性状有显著影响。我们发现,宏观性状的基因型受环境影响,但总气孔面积的变化,或“微观变异”在不同环境中是适度的。与野生型系的分化因突变体背景不同而不同,这些反应在性状上也不同。这些发现表明拟南芥采用生理补偿策略,牺牲形态特征来维持气孔产生。
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引用次数: 1
Transposable elements expression in Rhinella marina (cane toad) specimens submitted to immune and stress challenge. 转座因子在免疫和应激条件下的表达。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2021-12-01 Epub Date: 2021-08-12 DOI: 10.1007/s10709-021-00130-w
Adriana Ludwig, Michelle Orane Schemberger, Camilla Borges Gazolla, Joana de Moura Gama, Iraine Duarte, Ana Luisa Kalb Lopes, Carolina Mathias, Desirrê Alexia Lourenço Petters-Vandresen, Michelle Louise Zattera, Daniel Pacheco Bruschi

Transposable elements (TEs) are important components of eukaryotic genomes and compose around 30% of the genome of Rhinella marina, an invasive toad species. Considering the possible role of TEs in the adaptation of populations, we have analyzed the expression of TEs in publicly available spleen tissue transcriptomic data generated for this species after immune and stress challenge. By analyzing the transcriptome assembly, we detected a high number of TE segments. Moreover, some distinct TE families were differentially expressed in some conditions. Our result shows that several TEs are capable of being transcribed in R. marina and they could help to generate a rapid response of specimens to the environment. Also, we can suggest that these TEs could be activated in the germinative cells as well producing variability to be selected and shaped by the evolutionary processes behind the success of this invasive species. Thus, the TEs are important targets for investigation in the context of R. marina adaptation.

转座因子(te)是真核生物基因组的重要组成部分,约占入侵蟾蜍物种滨海莱茵(Rhinella marina)基因组的30%。考虑到TEs在群体适应中的可能作用,我们分析了该物种在免疫和应激挑战后公开获得的脾脏组织转录组数据中TEs的表达。通过分析转录组组装,我们检测到大量的TE片段。此外,一些不同的TE家族在某些条件下存在差异表达。我们的研究结果表明,有几种te能够在黄貂鱼中转录,它们可以帮助产生对环境的快速反应。此外,我们认为这些te也可能在萌发细胞中被激活,并产生可变性,这些可变性在这种入侵物种成功背后的进化过程中被选择和塑造。因此,在柽柳适应的背景下,TEs是研究的重要目标。
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引用次数: 0
The complete chloroplast genome sequence of Rubus hirsutus Thunb. and a comparative analysis within Rubus species. 毛茛叶绿体全基因组序列。以及种间的比较分析。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2021-12-01 Epub Date: 2021-09-21 DOI: 10.1007/s10709-021-00131-9
Qirui Wang, Ziru Huang, Chenshu Gao, Yuqing Ge, Rubin Cheng

Rubus hirsutus is a type of tonifying kidney-essence herb that belongs to the Rosaceae family, and has been commonly used to treat multiple diseases, such as polyuria, impotence, and infertility. In this study, we determined the complete chloroplast sequence of R. hirsutus and conduced a comparative analysis within the genus Rubus. The assembled chloroplast (cp.) genome is 156,380 bp in length with a GC content of 37.0% and shares a conserved quadripartite structure within the other cp. genomes in this genus. A total of 132 unique genes were annotated in the cp. genome of R. hirsutus, which contained 87 protein-coding genes, 37 tRNAs, and eight rRNAs. Seventeen duplicated genes were identified in the inverted repeats region. Furthermore, 70 simple sequence repeats and 35 long repeats were detected in total in the R. hirsutus chloroplast genome. Eight mutational hotspots were identified in the cp. genome of this species with higher nucleotide variations in non-coding regions than those of coding regions. Furthermore, the gene order, codon usage, and repeat sequence distribution were highly consistent in Rubus according to the results of a comparative analysis. A phylogenetic analysis indicated that there was a sister relationship between R. hirsutus and R. chingii. Overall, the complete chloroplast genome of R. hirsutus and the comparative analysis will help to further the evolutionary study, conservation, phylogenetic reconstruction, and development of molecular barcodes for the genus Rubus.

毛蕊草是蔷薇科的一种补肾精草本植物,常用于治疗多种疾病,如多尿症、阳痿和不育症。在本研究中,我们测定了红毛猴属植物的完整叶绿体序列,并对红毛猴属植物进行了比较分析。组装后的叶绿体基因组全长156,380 bp, GC含量为37.0%,与该属其他叶绿体基因组具有保守的四分体结构。在毛猴cp.基因组中共标注了132个独特基因,其中包含87个蛋白编码基因、37个trna和8个rnas。在反向重复序列区鉴定出17个重复基因。在毛猴叶绿体基因组中共检测到70个简单重复序列和35个长重复序列。在该物种的cp.基因组中发现了8个突变热点,非编码区的核苷酸变异高于编码区的核苷酸变异。此外,比较分析结果表明,在基因顺序、密码子使用和重复序列分布方面,红毛猴具有高度的一致性。系统发育分析表明,毛鼠与中华毛鼠存在亲缘关系。综上所述,毛猴属植物叶绿体全基因组的研究和比较分析将有助于进一步研究毛猴属植物的进化、保护、系统发育重建和分子条形码的开发。
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引用次数: 5
Genetic evidence for polyandry in the threatened green and golden bell frog. 濒危绿金铃蛙多夫制的遗传证据。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2021-12-01 Epub Date: 2021-10-16 DOI: 10.1007/s10709-021-00137-3
Chad T Beranek, John Clulow, Michael Mahony

Identifying which species exhibit polyandry may lead to further insights into evolutionary biology and social behaviour. However, confirming polyandry can be difficult. High-resolution genetics provides a useful means to gain evidence. Although the threatened Pelodryadid frog, the green and golden bell frog Litoria aurea, has been subject to numerous ecological studies, there is uncertainty surrounding its reproductive ecology. Polyandry has not been formally identified in L. aurea or any species within the Pelodryadidae family. We aimed to identify if there was genetic evidence of polyandry in a population occurring in a wetland complex on Kooragang Island, New South Wales. To accomplish this, we collected genetic samples of tadpoles within the same size cohort about 20-30 days after explosive breeding events. Genotypes of 14 females, nine males and 70 tadpoles were analysed with COLONY (1988 single nucleotide polymorphisms after filtering) to identify parentage, full-siblings and half-siblings. We found support for the hypothesis that L. aurea is polyandrous. Based on previous observations of multi-male matings and the narrow time periods that breeding occurred in, it is likely this species exhibits simultaneous polyandry. We discuss these results in regards to behavioural adaptive processes and avenues for further research.

确定哪些物种表现出一妻多夫制可能有助于进一步了解进化生物学和社会行为。然而,确认一妻多夫制可能很困难。高分辨率遗传学为获取证据提供了有用的手段。尽管受到威胁的Pelodryadid蛙,绿色和金色的钟蛙Litoria aurea,已经成为许多生态学研究的主题,但围绕其生殖生态学存在不确定性。一妻多夫制尚未在L. aurrea或Pelodryadidae科内的任何物种中正式确定。我们的目的是确定在新南威尔士州Kooragang岛的一个湿地群落中是否存在一妻多夫制的遗传证据。为了实现这一目标,我们在爆炸性繁殖事件发生后约20-30天收集了相同大小的蝌蚪群的遗传样本。对14只雌性蝌蚪、9只雄性蝌蚪和70只蝌蚪进行了基因型分析(筛选后的1988个单核苷酸多态性),以确定亲本、全兄弟姐妹和半兄弟姐妹。我们发现了金黄色乳杆菌是一妻多夫制的假说。根据先前对多雄交配的观察和繁殖发生的时间周期较短,该物种可能同时表现出一妻多夫制。我们在行为适应过程和进一步研究的途径方面讨论了这些结果。
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引用次数: 2
Genome-wide identification of expansin gene family in barley and drought-related expansins identification based on RNA-seq. 大麦扩增蛋白家族的全基因组鉴定及基于RNA-seq的干旱相关扩增蛋白鉴定。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2021-12-01 Epub Date: 2021-10-13 DOI: 10.1007/s10709-021-00136-4
Chen Liu, Manman Fu, Fangqi Guo, Chao Wu

Expansins are cell wall loosening proteins and involved in various developmental processes and abiotic stress. No systematic research, however, has been conducted on expansin genes family in barley. A total of 46 expansins were identified and could be classified into three subfamilies in Hordeum vulgare: HvEXPA, HvEXPB, and HvEXLA. All expansin proteins contained two conserved domains: DPBB_1 and Pollen_allerg_1. Expansins, in the same subfamily, share similar motifs composition and exon-intron organization; but greater differences were found among different subfamilies. Expansins are distributed unevenly on 7 barley chromosomes; tandem duplicates, including the collinear tandem array, contribute to the forming of the expansin genes family in barley with few whole-genome duplication events. Most HvEXPAs mainly expressed in embryonic and root tissues. HvEXPBs and HvEXLAs showed different expression patterns in 16 tissues during different developmental stages. In response to water deficit, expansins in wild barley were more sensitive than that in cultivated barley; the expressions of HvEXPB5 and HvEXPB6 were significantly induced in wild barley under drought stress. Our study provides a comprehensive and systematic analysis of the barley expansin genes in genome-wide level. This information will lay a solid foundation for further functional exploration of expansin genes in plant development and drought stress tolerance.

扩张蛋白是细胞壁松动蛋白,参与多种发育过程和非生物应激。然而,目前还没有对大麦扩增基因家族进行系统的研究。共鉴定出46个扩展蛋白,可分为3个亚家族:HvEXPA、HvEXPB和HvEXLA。所有扩增蛋白均含有两个保守结构域:DPBB_1和Pollen_allerg_1。在同一亚家族中,扩展蛋白具有相似的基序组成和外显子-内含子组织;但在不同的亚家族中发现了更大的差异。扩增蛋白在7条大麦染色体上分布不均匀;串联重复,包括共线串联阵列,有助于大麦扩展蛋白基因家族的形成,很少发生全基因组重复事件。大多数hvexpa主要在胚胎和根组织中表达。hvexpb和HvEXLAs在不同发育阶段的16种组织中表现出不同的表达模式。对水分亏缺的反应,野生大麦的膨胀蛋白比栽培大麦更敏感;干旱胁迫显著诱导了野生大麦中HvEXPB5和HvEXPB6的表达。本研究在全基因组水平上对大麦膨胀蛋白基因进行了全面、系统的分析。这将为进一步探索扩增基因在植物发育和干旱胁迫中的功能奠定基础。
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引用次数: 2
Fast and efficient correction for population stratification in multi-locus genome-wide association studies. 在多基因座全基因组关联研究中快速有效地校正种群分层。
IF 1.5 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2021-12-01 Epub Date: 2021-09-04 DOI: 10.1007/s10709-021-00129-3
Rui Liu, Min Yuan, Xu Steven Xu, Yaning Yang

Reducing false discoveries caused by population stratification (PS) has always been a challenge in genome-wide association studies (GWAS). The current literature established several single marker approaches including genomic control (GC), EIGENSTRAT and generalized linear mixed model association test (GMMAT) and multi-marker methods such as LASSO mixed model (LASSOMM). However, the single-marker methods require prespecifying an arbitrary p value threshold in the selection process, likely resulting in suboptimal precision or recall. On the other hand, it appears that LASSOMM is extremely computationally intensive and may not suitable for large-scale GWAS. In this paper, we proposed a simple multi-marker approach (PCA-LASSO) combining principal component analysis (PCA) and least absolute shrinkage and selection operator (LASSO). We utilize PCA to correct for the confounding effects of PS and LASSO with built-in cross-validation for a data-driven selection. Compared to the current single-marker approaches, the proposed PCA-LASSO provides optimal balance between precision and recall, and consequently superior F1 scores. Similarly, compared to LASSOMM, PCA-LASSO markedly increases the precision while minimizing the loss of recall, and therefore improves the overall F1 score in presence of PS. More importantly, PCA-LASSO drastically reduces the computational time by > 1000 times when compared to LASSOMM. We applied PCA-LASSO to a real dataset of Alzheimer's disease and successfully identified SNP rs429358 (Gene APOE4) which has been widely reported to be associated with the onset and elevated risk of Alzheimer's disease. In conclusion, PCA-LASSO is a simple, fast, but accurate approach for GWAS in presence of latent PS.

减少群体分层(PS)导致的错误发现一直是全基因组关联研究(GWAS)面临的挑战。目前的文献建立了几种单标记方法,包括基因组控制(GC)、特征序列分析(EIGENSTRAT)和广义线性混合模型关联检验(GMMAT),以及LASSO混合模型(LASSOMM)等多标记方法。然而,单标记方法需要在选择过程中预先指定任意p值阈值,可能导致次优精度或召回。另一方面,LASSOMM的计算量非常大,可能不适合大规模的GWAS。本文提出了一种结合主成分分析(PCA)和最小绝对收缩和选择算子(LASSO)的简单多标记方法(PCA-LASSO)。我们利用PCA来纠正PS和LASSO的混淆效应,并内置交叉验证以进行数据驱动的选择。与当前的单标记方法相比,所提出的PCA-LASSO在准确率和召回率之间提供了最佳平衡,因此获得了更高的F1分数。同样,与LASSOMM相比,PCA-LASSO在最小化召回损失的同时显著提高了精度,因此在PS存在的情况下提高了F1总分。更重要的是,PCA-LASSO与LASSOMM相比,计算时间大大减少了1000倍以上。我们将PCA-LASSO应用于阿尔茨海默病的真实数据集,成功鉴定出SNP rs429358(基因APOE4),该基因已被广泛报道与阿尔茨海默病的发病和风险升高相关。总之,PCA-LASSO是一种简单、快速、准确的检测潜在PS存在的GWAS的方法。
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引用次数: 1
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