Prediction of genetic values of quantitative traits with epistatic effects in plant breeding populations

Though epistasis has long been postulated to have a critical role in genetic regulation of important pathways as well as provide a major source of variation in the process of speciation, the importance of epistasis for genomic selection in the context of plant breeding is still being debated. In this paper, we report the results on the prediction of genetic values with epistatic effects for 280 accessions in the Nebraska Wheat Breeding Program using adaptive mixed least absolute shrinkage and selection operator (LASSO). The development of adaptive mixed LASSO, originally designed for association mapping, for the context of genomic selection is reported. The results show that adaptive mixed LASSO can be successfully applied to the prediction of genetic values while incorporating both marker main effects and epistatic effects. Especially, the prediction accuracy is substantially improved by the inclusion of two-locus epistatic effects (more than onefold in some cases as measured by cross-validation correlation coefficient), which is observed for multiple traits and planting locations. This points to significant potential in using non-additive genetic effects for genomic selection in crop breeding practices.     

DNA分子标记在果树遗传育种研究中的应用

DNA分子标记是随着分子生物学技术的发展出现的一类重要的遗传标记,近年来发展非常迅速,已在果树遗传育种研究的各个方面得到广泛的应用。介绍了几种DNA分子标记技术的原理,综述了DNA分子标记在果树种质资源研究、分子遗传图谱构建、基因定位、分子辅助选择等方面的应用,并对其在果树上的应用前景和存在问题进行了评述。     

表观遗传标记在猪分子育种中的研究与应用前景

家畜动物的表型是由基因组、表观基因组和环境等多种因素相互影响共同作用决定的。近年来,随着遗传育种领域的迅速发展,表观遗传标记在猪分子育种中的研究受到越来越多科研人员的关注。表观遗传学是研究基因表达发生可遗传的改变而DNA序列不发生改变的一门生物学分支学科,其遗传标记主要包括DNA甲基化、组蛋白修饰、非编码RNA、印记基因等。越来越多的研究表明,表观遗传标记在猪的遗传性状中发挥着重要作用,主要通过调控与性状相关基因的表达进而达到改变生物表型的目的。然而,在当前猪分子育种领域,表观遗传标记的作用还没有得到足够的重视,影响猪重要性状的机制还没有得到深度解析,因此在实际应用中还缺乏足够的科学依据和可操作性。本文从营养、疾病、重要经济性状以及隔代遗传几个方面综述了表观遗传标记在猪分子育种中的研究现状、应用前景以及遇到的挑战,以期为表观遗传标记在猪分子育种中的应用提供较全面的理论依据。     

Captive breeding and the genetic fitness of natural populations

Many populations of endangered species are subject to recurrent introductions of individuals from an alternative setting where selection is either relaxed or in a direction opposite to that in the natural habitat. Such population structures, which are common to captive breeding and hatchery programs, can lead to a scenario in which alleles that are deleterious (and ordinarily keptat low levels) in the wild can rise to high frequencies and, in some cases, go to fixation. We outline how these genetic responses to supplementation candevelop to a large enough extent to impose a substantial risk of extinction for natural populations on time scales of relevance to conservation biology.The genetic supplementation load can be especially severe when a captive population that is largely closed to import makes a large contribution to the breeding pool of individuals in the wild, as these conditions insure thatthe productivity of the two-population system is dominated by captive breeders. However, a substantial supplementation load can even develop when the captive breeders are always derived from the wild, and in general, a severe restriction of gene flow into the natural population is required to reduce this load to an insignificant level. Domestication selection (adaptation to the captive environment) poses a particularly serious problem because it promotes fixations of alleles that are deleterious in nature, thereby resulting in a permanent load that cannot be purged once the supplementation program is truncated. Thus, our results suggest that the apparent short-term demographic advantages of a supplementation program can be quite deceiving. Unless the selective pressures of the captive environmentare closely managed to resemble those in the wild, long-term supplementation programs are expected to result in genetic transformations that can eventually lead to natural populations that are no longer capable of sustaining themselves.     

Reproductive ecology and genetic variability in natural populations of the wild potato,Solanum kurtzianum

The cultivated potato (Solanum tuberosum ssp. tuberosum) has more than 200 related wild species distributed along the Andes, adapted to a wide range of geographical and ecological areas. Since the last century, several collection expeditions were carried out to incorporate genetic variability into the potato germplasm around the world. However, little is known about the reproductive ecology and genetic population structure of natural potato population from field studies. The aim of this work is to study, in the field, the genetic variability and reproductive strategies of populations of one of the most widely distributed potato species in Argentina, Solanum kurtzianum, growing in Mendoza province. AFLP markers showed that the genetic variability is mainly present among plants within populations, indicating that in the sampled populations, sexual reproduction is more relevant than clonal multiplication (by tubers). Additional evidence was obtained evaluating the genetic diversity in populations with a distribution in patches, where several genotypes were always detected. From a field study performed in the Villavicencio Natural Reserve, we found that the average number of plump seeds per fruit was 94.3, identified and calculated the foraging distance of four insect pollinators, and demonstrated the seed dispersal by storm water channels. We argue that the breeding system, the two modes of reproduction and the ecological interaction described here may have a prominent role in determining the genetic structure of S. kurtzianum populations, and discuss the importance of field studies on population genetics, reproductive biology and ecology to design collections and conservation strategies.     

高效草菇分子标记辅助杂交育种方法的建立与应用

【目的】建立一种高效草菇分子标记辅助杂交育种方法,并将其应用于选育低温高产草菇的单孢杂交中。【方法】通过出菇试验筛选获得高产草菇菌株,与低温出菇菌株VH3一同作为杂交亲本;采用交配型基因分子标记区分草菇单孢子的交配型,并完成杂交配对工作;最后结合快速筛选耐低温草菇菌种技术与杂交子真实性的鉴定方法,在栽培出菇试验前剔除部分不耐低温的草菇杂交子。【结果】出菇试验表明,屏优1号的生物转化率最高,用作杂交育种的高产亲本菌株。单孢杂交配对后,最初的496株草菇可能杂交菌株经初筛后,只剩余172株较耐低温的杂交菌株,使后期出菇试验的工作量减少了65%;杂交子出菇试验表明,在28 °C出菇温度下,VV093杂交菌株的生物转化率显著高于两个亲本菌株,且农艺性状较好。【结论】建立了一种高效草菇分子标记辅助杂交育种的方法,包括亲本菌株的筛选、单孢交配型的区分、单孢杂交、杂交子的鉴定和筛选等,并在低温高产草菇单孢杂交育种中成功应用。     

Identification of genetic factors for alachlor tolerance in maize by molecular markers analysis

Genetic factors controlling tolerance to the herbicide Alachlor in maize were localised by means of two different strategies. In the first approach, backcross (BC) plants, derived from pollen which had been subjected to selective pressure for resistance to the herbicide, were analysed for segregation distortion at 47 RFLP loci and compared to BC plants obtained from non-selected pollen. Preferential transmission of five chromosomal regions where putative QTLs (Quantitative Trait Loci) are localised was revealed in the BC plants from selected pollen. A second approach was based on a classical linkage analysis for segregation of the same set of RFLPs and factors controlling the trait, in a BC population of 210 individuals, by means of regression analysis. This study detected seven significant loci in four genomic regions. Overall, two loci revealed both segregation distortion and association with the expression of the trait, indicating linkage to genes expressed in both gametophytic and sporophytic phase. Three chromosomal regions appeared to carry factors involved in plant tolerance to Alachlor which are not expressed in pollen. Conversely, three loci were linked to factors selectable in pollen, but did not reveal significant association with tolerance in the plant in the segregating populations.     

Molecular phylogeny of mangroves I. Use of molecular markers in assessing the intraspecific genetic variability in the mangrove species Acanthus ilicifolius Linn. (Acanthaceae)

 Mangroves, the intertidal ecosystems occurring primarily in the tropical regions of the world, are valuable natural resources with high productivity and unique habitat value. However, the genetic structure of plant species within the mangrove ecosystem is poorly understood. The present communication is the first report on the use of molecular markers in assessing intra-site and intra-specific polymorphism in one of the mangrove species, Acanthus ilicifolius, for identifying/ detecting distinct genotypes for long-term conservation. Random amplified polymorphic DNAs (RAPDs) and restriction fragment length polymorphisms (RFLPs) were used to elucidate the intra- and inter-population variability in this widely distributed mangrove species. In all, 48 genotypes representing eight distinct populations were analysed. A low level of polymorphism was detected at the intra-population level through both RAPD (3.8–7.3%) and RFLP (3.2–9.1%) analyses. At the inter-population level, 25 of the 73 RAPD loci (34%) detected through the use of 13 random primers and 44 of the 96 RFLP loci (45.8%) revealed through 15 probe/enzyme combinations were polymorphic. RFLP analyses were carried out using genomic clones developed from the same species. The somatic cells of the species displayed 48 chromosomes, with no numerical changes at either intra- or inter- population levels. Received: 5 June 1996 / Accepted: 8 November 1996     

Number of individuals and molecular markers to use in genetic differentiation studies

Molecular markers are frequently used to study genetic variation among individuals within or between populations. Differences in marker banding patterns can be used to verify if individuals do, or do not, represent distinct groups or populations. Only in 2005, more than 500 studies used molecular markers to group individuals in clusters. Such studies make use of an arbitrary number of molecular markers from each of an arbitrary number of individuals presumed to represent distinct genotypes. However, the greater the genetic variation, the more likely a larger number of individuals and markers will be needed to capture a population's genetic signature. The numbers of both, markers and individuals included thus affect the way in which individuals are organized through cluster analyses, thereby affecting the conclusions drawn. Here we present a method that provides statistical criteria to verify that individual and marker sample sizes are sufficient to accurately depict genetic differentiation among different populations. Our method uses a resampling technique to assess the reproducibility of obtaining a particular grouping pattern for specific data sets. It thus, allows to estimate the robustness of the results obtained without including additional individuals, or markers.     

On the neutrality of molecular genetic markers: pedigree analysis of genetic variation in fragmented populations

Many studies employ molecular markers to infer ecological and evolutionary processes, assuming that variation found at genetic loci offers a reliable representation of stochastic events in natural populations. Increasingly, evidence emerges that molecular markers might not always be selectively neutral. However, only a few studies have analysed how deviations from neutrality could affect estimates of genetic variation, using populations with known genealogy. We monitored changes in allozyme variation over eight generations in captive metapopulations of the butterfly Bicyclus anynana. Population demography was recorded by individually marking 35 000 butterflies and constructing pedigrees. We designed a computer program that simulated the inheritance of founder allozyme alleles in butterfly pedigrees. We thus tested whether the observed transmission of allozyme alleles could be explained by random genetic drift alone, or whether there was evidence for positive or negative selection. This analysis showed that in the smallest metapopulations the loss of allozyme variation exceeded the neutral rate. Possibly, linkage disequilibria between deleterious mutations and marker alleles resulted in background selection and a faster erosion of allozyme variation. In larger metapopulations, one locus (MDH) showed a significant heterozygote excess and smaller than expected loss in heterozygosity, observations consistent with (associative) overdominance. This study demonstrates that the neutrality of molecular markers cannot always be assumed, particularly in small populations with a high mutation load.     

Origin of resistance to <Emphasis Type="Italic">plum pox virus</Emphasis> in Apricot: what new AFLP and targeted SSR data analyses tell

Amplified fragment length polymorphisms (AFLP) and targeted simple sequence repeats (SSR) were employed to assess genetic similarity of North American apricots having natural resistance to plum pox virus (PPV) within diversified germplasm including six nondomesticated apricot species. On a dendrogram constructed from 231 AFLP loci, the position of the North American cultivars reflects relatedness to the European apricots and introgression of non-European germplasm as well. The occurrence of diagnostic AFLP markers supports an introgression of Chinese germplasm into the North American PPV resistant assortment and supports a different breeding history for ‘Stark Early Orange’ (SEO) and Goldrich-Harlayne lineages. Five SSR loci linked to the PPV resistance region on G1 provided evidence that the investigated lineages (SEO and ‘Harlayne’–‘Goldrich’) have the same or related source of resistance introduced presumably from Northern China. Possible introgression of genetic material from nondomesticated apricots P. mandshurica sp, P. sibirica var. davidiana and P. mume sp. was detected and discussed. Electronic supplementary material  The online version of this article (doi:) contains supplementary material, which is available to authorized users.     

Assessment of genetic variation in tomato （Solanum lycopersicum L.） inbred lines using SSR molecular markers

A study was conducted to determine the genetic diversity of 39 determinate and indeterminate tomato inbred lines collected from China, Japan, S. Korea, and USA. Using 35 SSR polymorphic markers, a total of 150 alleles were found with moderate levels of diversity, and a high number of unique alleles existing in these tomato lines. The mean number of alleles per locus was 4.3 and the average polymorphism information content (PIC) was 0.31. Unweighted Pair Group Method with Arithmetic Mean (UPGMA) clustering at genetic similarity value of 0.85 grouped the inbred lines into four groups, where one USA cultivar formed a separate and more distant cluster. The most similar inbred lines are from USA, both with determinate type, whereas the most different lines are from USA (Us-16) and Japan (Ja-2) with determinate and indeterminate growth habit, respectively. Clustering was consistent with the known information regarding geographical location and growth habit. The genetic distance information reported in this study might be used by breeders when planning future crosses among these inbred lines.     

Reproducibility testing of RAPD,AFLP and SSR markers in plants by a network of European laboratories

A number of PCR-based techniques can be used to detect polymorphisms in plants. For their wide-scale usage in germplasm characterisation and breeding it is important that these marker technologies can be exchanged between laboratories, which in turn requires that they can be standardised to yield reproducible results, so that direct collation and comparison of the data are possible. This article describes a network experiment involving several European laboratories, in which the reproducibility of three popular molecular marker techniques was examined: random-amplified fragment length polymorphism (RAPD), amplified fragment length polymorphism (AFLP) and sequence-tagged microsatellites (SSR). For each technique, an optimal system was chosen, which had been standardised and routinely used by one laboratory. This system (genetic screening package) was distributed to different participating laboratories in the network and the results obtained compared with those of the original sender. Different experiences were gained in this exchange experiment with the different techniques. RAPDs proved difficult to reproduce. For AFLPs, a single-band difference was observed in one track, whilst SSR alleles were amplified by all laboratories, but small differences in their sizing were obtained.     

螨类系统学研究中的分子标记

近年来,分子标记技术在螨类系统学研究中起到越来越重要的作用。文章就几种螨类系统学中用到的分子标记的原理和应用作一回顾,其中包括随机扩增多态性RAPD、限制性内切酶片段长度多态性RFLP、直接扩增片段长度多态性DALP、扩增片段长度多态性AFLP、微卫星DNASSR、核酸序列分析。讨论这几种分子标记在其应用中的优势及其局限性,并对分子标记在螨类系统学研究中的应用作出展望。     

中国肉牛分子与基因修饰育种研究进展

随着世界肉牛产业科技的快速发展,我国肉牛产业的整体水平得到明显提高并取得丰硕成果。肉牛育种技术实现了由常规杂交育种向分子标记辅助育种、全基因组选择育种和基因组修饰育种的技术跨越,揭示出大量与生长发育、肉质品质、繁殖与疾病等相关的候选基因与分子标记,并逐步应用于肉牛育种实践。与生长发育性状相关的基因或分子标记主要集中在生长激素基因、生肌调节因子家族、肌肉生长抑制因子和胰岛素样生长因子等;参与肉质形成的基因主要集中在脂肪酸运输与沉积相关信号通路、钙蛋白酶信号通路、生肌调节因子家族与肌肉生长抑制因子等;繁殖性状相关基因或分子标记主要集中在GnRH-FSHR-LH、生长分化因子9、催乳素受体和FoxO1等;抗病相关基因主要有MHC基因家族、TOLL样受体4基因等。目前,利用精准基因编辑技术已培育出促生长发育与提高肉品质的肉牛育种新材料。本文总结了近年来我国在肉牛分子与基因组修饰育种领域取得的研究进展,以期为我国肉牛遗传育种技术研究提供参考和借鉴。     

Genetic structuring in wild populations of two important medicinal plant species as inferred from AFLP markers

Systematic analysis of germplasm diversity and genetic relationship among cultivars is critical for development of appropriate conservation and breeding strategies. This approach has been applied to gain an insight about the molecular variance that exists in wild population of two important medicinal plant species of India that have a long history of therapeutic usage in herbal medicine. Adhatoda vasica and Andrographis paniculata, members of the family Acanthaceae, have wide geographical and climatic distribution across India suggesting a large amount of genetic diversity available for resource management and breeding programs. In this study we have assessed the genetic diversity of both these species distributed in five varied geo-environmental regions, using Amplified Fragment Length Polymorphism (AFLP) fingerprinting with selected primer combinations and statistical analysis. Cluster analysis and analysis of molecular variance also suggested a very high genetic variation. Detailed analyses of the results predict that the genetic variation found in A. vasica was more discrete that reflected strongly in the populations studied, whereas the genetic variation in A. paniculata was relatively uniform. Considering significantly large sample size and distinctive characteristics of the selected populations, this work contributes valuable insights that can be used to engineer conservation and utilization strategies for these species.     

Use of locus-specific AFLP markers to construct a high-density molecular map in barley

 By using 25 primer combinations, 563 AFLP markers segregating in a recombinant inbred population (103 lines, F₉) derived from L94/Vada were generated. The 38 AFLP markers in common to the existing AFLP/RFLP combined Proctor/Nudinka map, one STS marker, and four phenotypic markers with known map positions, were used to assign present AFLP linkage groups to barley chromosomes. The constructed high-density molecular map contains 561 AFLP markers, three morphological markers, one disease resistance gene and one STS marker, and covers a 1062-cM genetic distance, corresponding to an average of one marker per 1.9 cM. However, extremely uneven distributions of AFLP markers and strong clustering of markers around the centromere were identified in the present AFLP map. Around the centromeric region, 289 markers cover a genetic distance of 155 cM, corresponding to one marker per 0.5 cM; on the distal parts, 906 cM were covered by 277 markers, corresponding to one marker per 3.3 cM. Three gaps larger than 20 cM still exist on chromosomes 1, 3 and 5. A skeletal map with a uniform distribution of markers can be extracted from the high-density map, and can be applied to detect and map loci underlying quantitative traits. However, the application of this map is restricted to barley species since hardly any marker in common to a closely related Triticum species could be identified. Received: 16 June 1997 / Accepted: 9 October 1997     

Marker-assisted selection: an approach for precision plant breeding in the twenty-first century

DNA markers have enormous potential to improve the efficiency and precision of conventional plant breeding via marker-assisted selection (MAS). The large number of quantitative trait loci (QTLs) mapping studies for diverse crops species have provided an abundance of DNA marker-trait associations. In this review, we present an overview of the advantages of MAS and its most widely used applications in plant breeding, providing examples from cereal crops. We also consider reasons why MAS has had only a small impact on plant breeding so far and suggest ways in which the potential of MAS can be realized. Finally, we discuss reasons why the greater adoption of MAS in the future is inevitable, although the extent of its use will depend on available resources, especially for orphan crops, and may be delayed in less-developed countries. Achieving a substantial impact on crop improvement by MAS represents the great challenge for agricultural scientists in the next few decades.     

Blood groups as genetic markers in chimpanzees: Their importance for the national chimpanzee breeding program

Severe restrictions on the importation of chimpanzees emphasize the importance and urgency of domestic breeding as a sole means to assure an uninterrupted supply of animals for medical research. An insight into the genetic structure of the self-sustained captive population of animals is indispensable to prevent the effects of inbreeding and to preserve the animals' reproductive capacity. This can be achieved by study of sets of genetic markers in the form of heritable molecular or antigenic variations detectable by relatively simple methods. Among chimpanzee blood components so far identified as possible genetic markers, red cell antigens appear to be the most useful and most readily available. The amount of information concerning blood groups of chimpanzees, their serology and genetics, number of polymorphic types, etc, surpasses data on other heritable traits in this species. A concise review of the present status of knowledge of chimpanzee blood groups and, particularly, of serology and genetics of two complex blood group systems, V-A-B-D and R-C-E-F, is given together with a few examples of their application in cases of disputed parentage. Finally, a list of practical steps is suggested dealing with introduction and use of genetic markers as elements of the national chimpanzee breeding program.     

Bayesian prediction of breeding values for multivariate binary and continuous traits in simulated horse populations using threshold-linear models with Gibbs sampling

Simulated data were used to determine the properties of multivariate prediction of breeding values for categorical and continuous traits using phenotypic, molecular genetic and pedigree information by mixed linear-threshold animal models via Gibbs sampling. Simulation parameters were chosen such that the data resembled situations encountered in Warmblood horse populations. Genetic evaluation was performed in the context of the radiographic findings in the equine limbs. The simulated pedigree comprised seven generations and 40 000 animals per generation. The simulated data included additive genetic values, residuals and fixed effects for one continuous trait and liabilities of four binary traits. For one of the binary traits, quantitative trait locus (QTL) effects and genetic markers were simulated, with three different scenarios with respect to recombination rate (r) between genetic markers and QTL and polymorphism information content (PIC) of genetic markers being studied: r = 0.00 and PIC = 0.90 (r0p9), r = 0.01 and PIC = 0.90 (r1p9), and r = 0.00 and PIC = 0.70 (r0p7). For each scenario, 10 replicates were sampled from the simulated horse population, and six different data sets were generated per replicate. Data sets differed in number and distribution of animals with trait records and the availability of genetic marker information. Breeding values were predicted via Gibbs sampling using a Bayesian mixed linear-threshold animal model with residual covariances fixed to zero and a proper prior for the genetic covariance matrix. Relative breeding values were used to investigate expected response to multi- and single-trait selection. In the sires with 10 or more offspring with trait information, correlations between true and predicted breeding values ranged between 0.89 and 0.94 for the continuous traits and between 0.39 and 0.77 for the binary traits. Proportions of successful identification of sires of average, favourable and unfavourable genetic value were 81% to 86% for the continuous trait and 57% to 74% for the binary traits in these sires. Expected decrease of prevalence of the QTL trait was 3% to 12% after multi-trait selection for all binary traits and 9% to 17% after single-trait selection for the QTL trait. The combined use of phenotype and genotype data was superior to the use of phenotype data alone. It was concluded that information on phenotypes and highly informative genetic markers should be used for prediction of breeding values in mixed linear-threshold animal models via Gibbs sampling to achieve maximum reduction in prevalences of binary traits.