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Statistical design and the analysis of gene expression microarray data. 基因表达微阵列数据的统计设计与分析。
Pub Date : 2007-01-01 DOI: 10.1017/S0016672308009713
M. Kerr, G. Churchill
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引用次数: 319
Inbreeding coefficients and coalescence times. 近交系数和聚结次数。
Pub Date : 2007-01-01 DOI: 10.1017/S0016672308009671
M. Slatkin
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引用次数: 70
The maintenance of genetic variability by mutation in a polygenic character with linked loci. 通过连锁位点的多基因性状的突变来维持遗传变异。
Pub Date : 2007-01-01 DOI: 10.1017/S0016672308009555
R. Lande
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引用次数: 231
Revealing constitutively expressed resistance genes in Agrostis species using PCR-based motif-directed RNA fingerprinting. 利用基于聚合酶链反应的基序导向RNA指纹图谱揭示农藓属植物组成性表达的抗性基因。
Pub Date : 2006-12-01 DOI: 10.1017/S0016672307008518
Hikmet Budak, Senem Su, Neslihan Ergen

Agrostis species are mainly used in athletic fields and golf courses. Their integrity is maintained by fungicides, which makes the development of disease-resistance varieties a high priority. However, there is a lack of knowledge about resistance (R) genes and their use for genetic improvement in Agrostis species. The objective of this study was to identify and clone constitutively expressed cDNAs encoding R gene-like (RGL) sequences from three Agrostis species (colonial bentgrass (A. capillaris L.), creeping bentgrass (A. stolonifera L.) and velvet bentgrass (A. canina L.)) by PCR-based motif-directed RNA fingerprinting towards relatively conserved nucleotide binding site (NBS) domains. Sixty-one constitutively expressed cDNA sequences were identified and characterized. Sequence analysis of ESTs and probable translation products revealed that RGLs are highly conserved among these three Agrostis species. Fifteen of them were shown to share conserved motifs found in other plant disease resistance genes such as MLA13, Xa1, YR6, YR23 and RPP5. The molecular evolutionary forces, analysed using the Ka/Ks ratio, reflected purifying selection both on NBS and leucine-rich repeat (LRR) intervening regions of discovered RGL sequences in these species. This study presents, for the first time, isolation and characterization of constitutively expressed RGL sequences from Agrostis species revealing the presence of TNL (TIR-NBS-LRR) type R genes in monocot plants. The characterized RGLs will further enhance knowledge on the molecular evolution of the R gene family in grasses.

禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科禾本科。它们的完整性是由杀菌剂保持的,这使得抗病品种的发展成为当务之急。然而,人们对抗性基因及其在农藓属植物遗传改良中的应用缺乏了解。本研究的目的是利用基于pcr的基序定向RNA指纹图谱技术,对相对保守的核苷酸结合位点(NBS)结构域,从3种草属植物(殖弯草(a.capillaris L.)、匍匐弯草(a.stolonifera L.)和绒弯草(a.canina L.)中编码R基因样(RGL)序列的组成性表达cdna进行鉴定和克隆。共鉴定了61个组成型表达的cDNA序列。ESTs序列分析和可能的翻译产物分析表明,RGLs在这三个种间具有高度的保守性。其中15个基因与其他植物抗病基因(如MLA13、Xa1、YR6、YR23和RPP5)中发现的保守基序相同。利用Ka/Ks比值分析的分子进化力反映了在这些物种中发现的RGL序列的NBS和富含亮氨酸重复(LRR)中间区域的纯化选择。本研究首次从Agrostis植物中分离并鉴定了组成性表达的RGL序列,揭示了单子叶植物中存在TNL (TIR-NBS-LRR)型R基因。这些特征化的RGLs将进一步增强对禾草R基因家族分子进化的认识。
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引用次数: 21
Analysis of the biases in the estimation of deleterious mutation parameters from natural populations at mutation-selection balance. 突变选择平衡下自然种群有害突变参数估计偏差分析。
Pub Date : 2006-12-01 DOI: 10.1017/S0016672307008506
A Caballero

Indirect estimates of the genomic rate of deleterious mutations (lambda), their average homozygous effect (s) and their degree of dominance (h) can be obtained from genetic parameters of natural populations, assuming that the frequencies of the loci controlling a given fitness trait are at mutation-selection equilibrium. In 1996, H.-W. Deng and M. Lynch developed a general methodology for obtaining these estimates from inbreeding/outbreeding experiments. The prediction of the sign and magnitude of the biases incurred by these estimators is essential for a correct interpretation of the empirical results. However, the assessment of these biases has been tested so far under a rather limited model of the distribution of dominance effects. In this paper, the application of this method to outbred populations is evaluated, focusing on the level of variation in h values (sigma(h)(2) and the magnitude of the negative correlation (rs,h) between s and h. It is shown that the method produces upwardly biased estimates of lambda and downwardly biased estimates of the average s in the reference situation where rs,h=0, particularly for large values of sigma(h)(2), and biases of different sign depending on the magnitude of the correlation. A modification of the method, substituting the estimates of the average h for alternative ones, allows estimates to be obtained with little or no bias for the case of rs,h=0, but is otherwise biased. Information on rs,h and sigma(h)(2), gathered from mutation-accumulation experiments, suggests that sigma(h)(2) may be rather large and rs,h is usually negative but not higher than about -0.2, although the data are scarce and noisy, and should be used with caution.

假设控制特定适应度性状的基因座的频率处于突变选择平衡,可以从自然种群的遗传参数中间接估计有害突变的基因组率(lambda)、平均纯合效应(s)和显性程度(h)。1996年,h - w。Deng和M. Lynch开发了一种从近交/远交实验中获得这些估计值的一般方法。由这些估计器引起的偏差的符号和大小的预测对于经验结果的正确解释至关重要。然而,到目前为止,对这些偏见的评估是在一个相当有限的优势效应分布模型下进行的。本文评估了该方法在近交种群中的应用,重点是h值(sigma(h)(2)的变化水平和s与h之间的负相关(rs,h)的大小。结果表明,在rs,h=0的参考情况下,该方法产生了lambda的向上偏倚估计和平均s的向下偏倚估计,特别是对于较大的sigma(h)(2),并且根据相关性的大小不同,偏差的符号不同。对该方法的一种修改,用平均h的估计值代替替代的估计值,允许在rs,h=0的情况下获得很少或没有偏差的估计值,但在其他情况下是有偏差的。从突变积累实验中收集到的rs、h和sigma(h)(2)的信息表明,sigma(h)(2)可能相当大,rs、h通常为负,但不高于-0.2左右,尽管数据稀少且有噪声,但应谨慎使用。
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引用次数: 1
Extending the loop design for two-channel microarray experiments. 双通道微阵列实验的扩展回路设计。
Pub Date : 2006-12-01 DOI: 10.1017/S0016672307008476
Naomi S Altman, Jun Hua
The loop design of Kerr and Churchill is a clever application of incomplete blocks of size 2 to two-channel microarray experiments. In this paper, we extend the loop design to include more replicates, biological and technical replication, multi-factor experiments, and blocking. Loop and extended loop designs are shown to be more efficient than the reference design for any given number of arrays. We also show that adding new treatments to a loop design requires the same number of additional arrays as adding treatments to a reference design, with a greater gain in power. Given the flexibility of extended loop designs and their power, we propose that these should be the designs of choice for most experiments using two-channel microarrays.
Kerr和Churchill的环路设计是将大小为2的不完整块巧妙地应用于双通道微阵列实验。在本文中,我们扩展了环路设计,包括更多的重复,生物和技术复制,多因素实验和阻断。对于任何给定数量的阵列,循环和扩展循环设计都比参考设计更有效。我们还表明,在环路设计中添加新的处理需要与在参考设计中添加处理相同数量的额外阵列,并且功率增益更大。考虑到扩展环路设计的灵活性及其功率,我们建议这些应该是大多数使用双通道微阵列实验的选择设计。
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引用次数: 50
Estimation of the upper limit of the mutation rate and mean heterozygous effect of deleterious mutations. 有害突变的突变率上限和平均杂合效应的估计。
Pub Date : 2006-12-01 DOI: 10.1017/S001667230700849X
A Caballero

Deng et al. have recently proposed that estimates of an upper limit to the rate of spontaneous mutations and their average heterozygous effect can be obtained from the mean and variance of a given fitness trait in naturally segregating populations, provided that allele frequencies are maintained at the balance between mutation and selection. Using simulations they show that this estimation method generally has little bias and is very robust to violations of the mutation-selection balance assumption. Here I show that the particular parameters and models used in these simulations generally reduce the amount of bias that can occur with this estimation method. In particular, the assumption of a large mutation rate in the simulations always implies a low bias of estimates. In addition, the specific model of overdominance used to check the violation of the mutation-selection balance assumption is such that there is not a dramatic decline in mean fitness from overdominant mutations, again implying a low bias of estimates. The assumption of lower mutation rates and/or other models of balancing selection may imply considerably larger biases of the estimates, making the reliability of the proposed method highly questionable.

Deng等人最近提出,如果等位基因频率保持在突变和选择之间的平衡,可以从自然分离群体中给定适应度性状的均值和方差中获得自发突变率及其平均杂合效应的上限估计。仿真结果表明,该估计方法一般具有较小的偏差,并且对违反突变选择平衡假设具有很强的鲁棒性。在这里,我展示了在这些模拟中使用的特定参数和模型通常会减少这种估计方法可能出现的偏倚量。特别是,在模拟中假设一个大的突变率总是意味着估计的低偏差。此外,用于检查违反突变选择平衡假设的显性特定模型使得过度显性突变的平均适应度没有急剧下降,这再次意味着估计偏差很低。假设较低的突变率和/或其他模型的平衡选择可能意味着相当大的偏差估计,使可靠性提出的方法非常值得怀疑。
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引用次数: 4
A whole-genome analysis using robust asymmetric distributions. 使用稳健不对称分布的全基因组分析。
Pub Date : 2006-12-01 DOI: 10.1017/S0016672307008488
Luis Varona, Wagdy Mekkawy, Daniel Gianola, Agustín Blasco

This study is aimed at improving the analysis of data used in identifying marker-associated effects on quantitative traits, specifically to account for possible departures from a Gaussian distribution of the trait data and to allow for asymmetry of marker effects attributable to phenotypic divergence between parental lines. A Bayesian procedure for analysing marker effects at the whole-genome level is presented. The procedure adopts a skewed t-distribution as a prior distribution of marker effects. The model with the skewed t-process includes Gaussian prior distributions, skewed Gaussian prior distributions and symmetric t-distributions as special cases. A Markov Chain Monte Carlo algorithm for obtaining marginal posterior distributions of the unknowns is also presented. The method was applied to a dataset on three traits (live weight, carcass length and backfat depth) measured in an F2 cross between Iberian and Landrace pigs. The distribution of marker effects was clearly asymmetric for carcass length and backfat depth, whereas it was symmetric for live weight. The t-distribution seems more appropriate for describing the distribution of marker effects on backfat depth.

本研究旨在改进用于鉴定数量性状中标记相关效应的数据分析,特别是考虑性状数据可能偏离高斯分布的情况,并考虑亲本系之间表型差异导致的标记效应的不对称性。一个贝叶斯程序分析标记效应在全基因组水平提出。该方法采用偏态t分布作为标记效应的先验分布。具有偏态t过程的模型包括高斯先验分布、偏态高斯先验分布和对称t分布作为特例。给出了一种求未知数的边际后验分布的马尔可夫链蒙特卡罗算法。该方法应用于伊比利亚和长白猪F2杂交猪的三个性状(活重、胴体长度和背膘深度)数据集。标记效应在胴体长度和背膘深度上呈明显不对称分布,而在活重上呈对称分布。t分布似乎更适合于描述标记效应对背膘深度的分布。
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引用次数: 8
Palliating the impact of fixation of a major gene on the genetic variation of artificially selected polygenes. 减轻主基因固定对人工选择的多基因遗传变异的影响。
Pub Date : 2006-10-01 DOI: 10.1017/S0016672306008421
Leopoldo Sánchez, Armando Caballero, Enrique Santiago

Selective sweeps of variation caused by fixation of major genes may have a dramatic impact on the genetic gain from background polygenic variation, particularly in the genome regions closely linked to the major gene. The response to selection can be restrained because of the reduced selection intensity and the reduced effective population size caused by the increase in frequency of the major gene. In the context of a selected population where fixation of a known major gene is desired, the question arises as to which is the optimal path of increase in frequency of the gene so that the selective sweep of variation resulting from its fixation is minimized. Using basic theoretical arguments we propose a frequency path that maximizes simultaneously the effective population size applicable to the selected background and the selection intensity on the polygenic variation by minimizing the average squared selection intensity on the major gene over generations up to a given fixation time. We also propose the use of mating between carriers and non-carriers of the major gene, in order to promote the effective recombination between the major gene and its linked polygenic background. Using a locus-based computer simulation assuming different degrees of linkage, we show that the path proposed is more effective than a similar path recently published, and that the combination of the selection and mating methods provides an efficient way to palliate the negative effects of a selective sweep.

由主基因固定引起的选择性变异扫描可能对背景多基因变异的遗传增益产生巨大影响,特别是在与主基因密切相关的基因组区域。由于主基因频率的增加导致选择强度的降低和有效群体大小的减小,对选择的反应受到抑制。在需要固定已知主基因的选定种群中,出现了这样一个问题:哪一条是增加基因频率的最佳途径,从而使固定基因导致的选择性变异最小化。利用基本的理论论证,我们提出了一种频率路径,通过最小化主基因的平均平方选择强度,在给定的固定时间内,使适用于所选背景的有效种群大小和多基因变异的选择强度同时最大化。我们还建议使用主基因携带者和非携带者之间的交配,以促进主基因与其相关的多基因背景之间的有效重组。使用基于基因座的计算机模拟,假设不同程度的连锁,我们表明,所提出的路径比最近发表的类似路径更有效,并且选择和交配方法的结合提供了一种有效的方法来减轻选择性扫描的负面影响。
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引用次数: 10
Gene-environment interactions in complex diseases: genetic models and methods for QTL mapping in multiple half-sib populations. 复杂疾病中的基因-环境相互作用:多个半同胞群体QTL定位的遗传模型和方法。
Pub Date : 2006-10-01 Epub Date: 2006-09-15 DOI: 10.1017/S0016672306008391
Haja N Kadarmideen, Yongjun Li, Luc L G Janss

An interval quantitative trait locus (QTL) mapping method for complex polygenic diseases (as binary traits) showing QTL by environment interactions (QEI) was developed for outbred populations on a within-family basis. The main objectives, within the above context, were to investigate selection of genetic models and to compare liability or generalized interval mapping (GIM) and linear regression interval mapping (RIM) methods. Two different genetic models were used: one with main QTL and QEI effects (QEI model) and the other with only a main QTL effect (QTL model). Over 30 types of binary disease data as well as six types of continuous data were simulated and analysed by RIM and GIM. Using table values for significance testing, results show that RIM had an increased false detection rate (FDR) for testing interactions which was attributable to scale effects on the binary scale. GIM did not suffer from a high FDR for testing interactions. The use of empirical thresholds, which effectively means higher thresholds for RIM for testing interactions, could repair this increased FDR for RIM, but such empirical thresholds would have to be derived for each case because the amount of FDR depends on the incidence on the binary scale. RIM still suffered from higher biases (15-100% over- or under-estimation of true values) and high standard errors in QTL variance and location estimates than GIM for QEI models. Hence GIM is recommended for disease QTL mapping with QEI. In the presence of QEI, the model including QEI has more power (20-80% increase) to detect the QTL when the average QTL effect is small (in a situation where the model with a main QTL only is not too powerful). Top-down model selection is proposed in which a full test for QEI is conducted first and then the model is subsequently simplified. Methods and results will be applicable to human, plant and animal QTL mapping experiments.

建立了一种显示环境相互作用(QEI)的复杂多基因疾病(二元性状)区间数量性状位点(QTL)定位方法。在上述背景下,主要目的是研究遗传模型的选择,并比较责任或广义区间映射(GIM)和线性回归区间映射(RIM)方法。采用两种不同的遗传模型,一种是主QTL和QEI效应(QEI模型),另一种是仅主QTL效应(QTL模型)。采用RIM和GIM对30余种二元疾病数据和6种连续数据进行了模拟分析。使用表值进行显著性检验,结果表明RIM在测试相互作用时具有更高的误检率(FDR),这可归因于二元量表上的规模效应。在测试相互作用时,GIM不受高FDR的影响。使用经验阈值,这实际上意味着测试相互作用时RIM的阈值更高,可以修复RIM增加的FDR,但这种经验阈值必须为每种情况导出,因为FDR的数量取决于二元尺度上的发生率。在QEI模型中,RIM仍然存在较高的偏差(15-100%高估或低估真实值),QTL方差和位置估计的标准误差也比GIM高。因此,建议使用GIM与QEI进行疾病QTL定位。在QEI存在的情况下,当平均QTL效应较小时(仅含主QTL的模型不太强大的情况下),包含QEI的模型检测QTL的能力更强(提高20-80%)。提出了自顶向下的模型选择方法,首先对QEI进行全面测试,然后对模型进行简化。方法和结果将适用于人类、植物和动物QTL定位实验。
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引用次数: 6
期刊
Genetical research
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