Mind the gap: analysis of marker-assisted breeding strategies for inbred mouse strains

The development of congenic mouse strains is the principal approach for confirming and fine mapping quantitative trait loci, as well as for comparing the phenotypic effect of a transgene or gene-targeted disruption between different inbred mouse strains. The traditional breeding scheme calls for at least nine consecutive backcrosses before establishing a congenic mouse strain. Recent availability of genome sequence and high-throughput genotyping now permit the use of polymorphic DNA markers to reduce this number of backcrosses, and empirical data suggest that marker-assisted breeding may require as few as four backcrosses. We used simulation studies to investigate the efficiency of different marker-assisted breeding schemes by examining the trade-off between the number of backcrosses, the number of mice produced per generation, and the number of genotypes per mouse required to achieve a quality congenic mouse strain. An established model of crossover interference was also incorporated into these simulations. The quality of the strain produced was assessed by the probability of an undetected region of heterozygosity (i.e., “gaps”) in the recipient genetic background, while maintaining the desired donor-derived interval. Somewhat surprisingly, we found that there is a relatively high probability for undetected gaps in potential breeders for establishing a congenic mouse strain. Marker-assisted breeding may decrease the number of backcross generations required to generate a congenic strain, but only additional backcrossing will guarantee a reduction in the number and length of undetected gaps harboring contaminating donor alleles. Electronic Supplementary Material Electronic Supplementary material is available for this article at and accessible for authorised users.     

The length of the intact donor chromosome segment around a target gene in marker-assisted backcrossing

Recurrent backcrossing is an established procedure to transfer target genes from a donor into the genetic background of a recipient genotype. By assessing the parental origin of alleles at markers flanking the target locus one can select individuals with a short intact donor chromosome segment around the target gene and thus reduce the linkage drag. We investigated the probability distribution of the length of the intact donor chromosome segment around the target gene in recurrent backcrossing with selection for heterozygosity at the target locus and homozygosity for the recurrent parent allele at flanking markers for a diploid species. Assuming no interference in crossover formation, we derived the cumulative density function, probability density function, expected value, and variance of the length of the intact chromosome segment for the following cases: (1) backcross generations prior to detection of a recombinant individual between the target gene and the flanking marker; (2) the backcross generation in which for the first time a recombinant individual is detected, which is selected for further backcrossing; and (3) subsequent backcross generations after selection of a recombinant. Examples are given of how these results can be applied to investigate the efficiency of marker-assisted backcrossing for reducing the length of the intact donor chromosome segment around the target gene under various situations relevant in breeding and genetic research.     

植物基因组研究与利用的新型工具——异源单体附加系

在高等植物中, 以种间杂交和回交把有益基因从一个物种转移到另一个物种为目的育种项目中, 单个外源染色体常常被附加到含有受体细胞完整一套染色体中, 形成异源单体附加系。这种异源单体附加系是阐明基因组结构和转移基因的有效工具。它可以通过回交形成覆盖整个基因组的渗入系重叠群, 用于建立以受体物种基因组为载体的外源物种基因组文库。另外, 一套完整的异源单体附加系也可看作是一个拥有分散供体基因组成为单个染色体单位的文库, 便于精确高通量地将标记分配到单个供体染色体上, 从而可以比较供体染色体和各自的直向同源受体染色体之间的标记位置和同线性关系。同时, 也便于研究同源染色体的渗入机制和配对状态。文中介绍了异源单体附加系的培育和特性, 并着重阐明了它在遗传育种和基础研究中的应用。     

Genomic contributions in livestock gene introgression programmes

The composition of the genome after introgression of a marker gene from a donor to a recipient breed was studied using analytical and simulation methods. Theoretical predictions of proportional genomic contributions, including donor linkage drag, from ancestors used at each generation of crossing after an introgression programme agreed closely with simulated results. The obligate drag, the donor genome surrounding the target locus that cannot be removed by subsequent selection, was also studied. It was shown that the number of backcross generations and the length of the chromosome affected proportional genomic contributions to the carrier chromosomes. Population structure had no significant effect on ancestral contributions and linkage drag but it did have an effect on the obligate drag whereby larger offspring groups resulted in smaller obligate drag. The implications for an introgression programme of the number of backcross generations, the population structure and the carrier chromosome length are discussed. The equations derived describing contributions to the genome from individuals from a given generation provide a framework to predict the genomic composition of a population after the introgression of a favourable donor allele. These ancestral contributions can be assigned a value and therefore allow the prediction of genetic lag.     

Regulation of Sex Determination in Mice by a Non-coding Genomic Region

To identify novel genomic regions that regulate sex determination, we utilized the powerful C57BL/6J-Y^POS (B6-Y^POS) model of XY sex reversal where mice with autosomes from the B6 strain and a Y chromosome from a wild-derived strain, Mus domesticus poschiavinus (Y^POS), show complete sex reversal. In B6-Y^POS, the presence of a 55-Mb congenic region on chromosome 11 protects from sex reversal in a dose-dependent manner. Using mouse genetic backcross designs and high-density SNP arrays, we narrowed the congenic region to a 1.62-Mb genomic region on chromosome 11 that confers 80% protection from B6-Y^POS sex reversal when one copy is present and complete protection when two copies are present. It was previously believed that the protective congenic region originated from the 129S1/SviMJ (129) strain. However, genomic analysis revealed that this region is not derived from 129 and most likely is derived from the semi-inbred strain POSA. We show that the small 1.62-Mb congenic region that protects against B6-Y^POS sex reversal is located within the Sox9 promoter and promotes the expression of Sox9, thereby driving testis development within the B6-Y^POS background. Through 30 years of backcrossing, this congenic region was maintained, as it promoted male sex determination and fertility despite the female-promoting B6-Y^POS genetic background. Our findings demonstrate that long-range enhancer regions are critical to developmental processes and can be used to identify the complex interplay between genome variants, epigenetics, and developmental gene regulation.     

Genome-tagged mice (GTM): two sets of genome-wide congenic strains

An important approach for understanding complex disease risk using the mouse is to map and ultimately identify the genes conferring risk. Genes contributing to complex traits can be mapped to chromosomal regions using genome scans of large mouse crosses. Congenic strains can then be developed to fine-map a trait and to ascertain the magnitude of the genotype effect in a chromosomal region. Congenic strains are constructed by repeated backcrossing to the background strain with selection at each generation for the presence of a donor chromosomal region, a time-consuming process. One approach to accelerate this process is to construct a library of congenic strains encompassing the entire genome of one strain on the background of the other. We have employed marker-assisted breeding to construct two sets of overlapping congenic strains, called genome-tagged mice (GTMs), that span the entire mouse genome. Both congenic GTM sets contain more than 60 mouse strains, each with on average a 23-cM introgressed segment (range 8 to 58 cM). C57BL/6J was utilized as a background strain for both GTM sets with either DBA/2J or CAST/Ei as the donor strain. The background and donor strains are genetically and phenotypically divergent. The genetic basis for the phenotypic strain differences can be rapidly mapped by simply screening the GTM strains. Furthermore, the phenotype differences can be fine-mapped by crossing appropriate congenic mice to the background strain, and complex gene interactions can be investigated using combinations of these congenics.     

Genotype Selection to Rapidly Breed Congenic Strains

Congenic strains can now be constructed guided by the transmission of DNA markers. This allows not only selection for transmission of a desired, donor-derived differential region but also selection against the transmission of unwanted donor origin genomic material. The additional selection capacity should allow congenic strains to be produced in fewer generations than is possible with random backcrosses. Here, we consider modifications of a standard backcross breeding scheme to produce congenic mice by the inclusion of genotype-based selective breeding strategies. Simulation is used to evaluate the consequences of each strategy on the number of chromosomes that contain unwanted, donor-derived genetic material and the average length of this unwanted donor DNA for each backcross generation. Our prototypic strategy was to choose a single mouse to sire each generation using criteria designed to select against the transmission of chromosomes, other than the one containing the replacement genomic region, that contain any donor origin sequence at all. This chromosome elimination strategy resulted in an average of 16.4 chromosomes free of donor DNA in mice of the third backcross (N(3)) generation. A strategy based solely on positive selection for the replacement region required six backcross generations to achieve the same results.     

Using markers to reduce the variation in the genomic composition in marker-assisted backcrossing

Marker-assisted introgression or backcrossing is a widely used method to improve commercial breeding lines or study the effects of genes in a homogeneous genetic background. In this context, the recovery of the recipient parent genome is a major objective of backcrossing. Selection on markers has been shown to be very useful to accelerate the rate of recovery of the recipient parent genome in backcrossing. In this study we show how much information markers give on the true genetic composition of individuals by deriving the variance and estimating the distribution of the genetic composition of individuals sharing a known genotype at markers. These calculations enable predictions of the number of individuals carrying an ideal genotype at markers that must be produced to fulfil background selection objectives.     

Selection strategies for the development of rye introgression libraries

Computer simulations can be employed to find optimal procedures for developing introgression libraries in rye with marker-assisted backcrossing. Our objectives were to investigate the effects of the employed (1) breeding scheme, (2) selection strategy, and (3) population sizes on the donor genome coverage of the library, the number of introgression lines carrying additional donor chromosome segments outside the target regions, and the number of required marker data points. With respect to these target criteria, a BC₃S₂ breeding scheme and increasing population sizes from early to advanced generations were superior to a BC₂S₃ breeding scheme and constant population sizes. The smallest number of donor segments outside the target regions was reached with a three-stage selection strategy, which consists on selection for the target segment, selection for recombination at flanking markers and selection for recurrent parent alleles across the entire genome. Omitting the selection for flanking markers in generation BC₁ reduced considerably the number of required marker data points. A pre-selection of chromosomes consisting completely of donor genome in BC₁ was advantageous, if the effort in the breeding nursery should kept minimum. Adopting the described designs can help rye breeders to successfully develop introgression libraries.     

Selection with recurrent backcrossing to develop congenic lines for quantitative trait loci analysis.

SEWALL WRIGHT suggested that genes of large effect on a quantitative trait could be isolated by recurrent backcrossing with selection on the trait. Loci [quantitative trait loci (QTL)] at which the recurrent and nonrecurrent lines have genes of different large effect on the trait would remain segregating, while other loci would become fixed for the gene carried by the recurrent parent. If the recurrent line is inbred and the backcrossing and selection is conducted in a series of replicate lines, in each of which only one backcross parent is selected for each generation, the lines will become congenic to the recurrent parent except for the QTL of large effect and closely linked regions of the genome, and these regions can be identified using a dense set of markers that differ between the parental lines. Such lines would be particularly valuable for subsequent fine-scale mapping and gene cloning; but by chance, even QTL of large effect will be lost from some lines. The probability that QTL of specified effect remain segregating is computed as a function of its effect on the trait, the intensity of selection, and the number of generations of backcrossing. Analytical formulas are given for one or two loci, and simulation is used for more. It is shown that the method could have substantial discriminating ability and thus potential practical value.     

Selection theory for marker-assisted backcrossing

Marker-assisted backcrossing is routinely applied in breeding programs for gene introgression. While selection theory is the most important tool for the design of breeding programs for improvement of quantitative characters, no general selection theory is available for marker-assisted backcrossing. In this treatise, we develop a theory for marker-assisted selection for the proportion of the genome originating from the recurrent parent in a backcross program, carried out after preselection for the target gene(s). Our objectives were to (i) predict response to selection and (ii) give criteria for selecting the most promising backcross individuals for further backcrossing or selfing. Prediction of response to selection is based on the marker linkage map and the marker genotype of the parent(s) of the backcross population. In comparison to standard normal distribution selection theory, the main advantage of our approach is that it considers the reduction of the variance in the donor genome proportion due to selection. The developed selection criteria take into account the marker genotype of the candidates and consider whether these will be used for selfing or backcrossing. Prediction of response to selection is illustrated for model genomes of maize and sugar beet. Selection of promising individuals is illustrated with experimental data from sugar beet. The presented approach can assist geneticists and breeders in the efficient design of gene introgression programs.     

标记辅助导入中不同前景和背景选择方法的比较

标记辅助导入是分子遗传信息应用于动物育种的一个重要方面,其目的是在标记信息的辅助下将一个品种（供体）中的一个或多个优良基因导入另一个品种（受体）,同时还要尽可能地保持受体群体原有的遗传背景。标记辅助导入的过程包括3个阶段,第一阶段是杂交,即供体与受体杂交产生F1代个体,第二阶段是回交,即F1个体以及后续各个世代的后代个体重复地与受体回交,以使受体的遗传背景得到恢复,第三阶段是横交,即重复回交后得到的个体彼此问交配,以便获得供体基因的纯合个体,使该基因在群体中固定。在回交和横交阶段,都要对参与交配的个体进行选择。在选择中,要分别进行前景选择和背景选择,前景选择是对供体基因的选择,选择携带有供体基因个体参加配种,从而使该基因在回交过程中不会丢失,并在横交过程中能尽快固定,背景选择是对受体遗传背景的选择,选择那些含有受体基因组比例较高的个体参加配种,从而加快恢复受体遗传背景的速度。本研究通过计算机模拟对不同的前景选择方法和不同的背景选择方法进行了比较。前景选择方法包括对受体基因的直接选择（假设该基冈可以直接测定）、利用单个连锁标记的间接选择和利用两侧标记的间接选择3种,背景选择方法包括随机选择、基因组相似性选择、指数选择和标记辅助BLUP（MBLUP）选择4种。研究结果表明,对于前景选择来说,对供体基因的直接选择能保证该基因在回交的各个世代中保持一个稳定的频率（0．25）并在横交阶段迅速固定（2个世代）,用两侧标记的间接选择也能得到类似的结果,但如果仅利用单个连锁标记进行选择,则会导致供体基因的频率在回交阶段中有所下降,并在横交阶段不能被固定。对于背景选择来说,如果最终的目的是要完全恢复受体的遗传背景,基因组相似性选择或标记指数选择是最好的选择方法,它们可使受体的遗传背景在回交3个世代后就恢复到98％以上,而随机选择或MBLUP选择需要至少5个世代的回交才能达到这个水平。但如果最终的目的只是要恢复受体的某些优良性状,则MBLUP选择是值得推荐的方法,它可使影响这些性状的受体基因频率在回交3个世代后就达到99％以上,而且还能在整个基因导入过程中给这些性状带来最大的遗传进展。虽然用标记指数选择也有相似的结果,但与之相比,MBLUP的成本要低得多,更具有实际可行性。     

The construction of a substitution library of recombinant backcross lines in Brassica oleracea for the precision mapping of quantitative trait loci.

The currently available methods for locating quantitative trait loci (QTLs) and measuring their effects in segregating populations lack precision unless individual QTLs have very high heritabilities. The use of recombinant backcross lines containing short regions of donor chromosome introgressed into a constant recipient background permits QTLs to be located with greater precision. The present paper describes the use of molecular markers to introgress defined short regions of chromosome from a donor doubled haploid calabrese line of Brassica oleracea (var. italica) into a recipient short generation variety (Brassica oleracea var. alboglabra). We demonstrate that in just two or three generations of backcrossing, combined with selection for mapped molecular markers, the generation of a library of recombinant backcross lines is feasible. The possible use and refinement of these lines are discussed. Key words : backcrossing, Brassica oleracea, introgression, molecular markers, near-isogenic lines, QTL mapping, recombinant backcross lines, substitution lines.     

Comparison of Different Foreground and Background Selection Methods in Marker-Assisted Introgression

Three different methods for foreground selection and four different methods for background selection were compared in terms of the efficiency of marker-assisted introgression of a QTL allele from a donor line into a recipient line and also in terms of the recovery of the recipient genetic background. The results showed that for the introgression of a donor QTL allele, a direct selection on the QTL itself (when the QTL genotype can be directly identified) would ensure that the allele is successfully introgressed and rapidly fixed. However, when a direct selection on the QTL is not feasible, an indirect selection using two closely linked flanking markers can be used, which also shows similar results. For the recovery of the recipient genetic background, if the goal is to recover the whole genetic background of the recipient, genomic similarity selection or marker index selection would be the best choice: Only three generations of backcrosses were required to recover over 98% of the recipient genome. Whereas if the goal is to recover certain background traits of the recipient, MBLUP selection would give the best results, which achieved not only over 99% recovery of the recipient QTL alleles for the background traits after three generations of backcrosses, but also showed the best genetic improvement of these traits.     

The Preparation of Congenic Strains of Tetrahymena1

SYNOPSIS. Congenic strains of syngen 1, Tetrahymena pyriformis, were produced by backcrossing the F¹ hybrid between inbred strains C2 and D to strain D in 12 consecutive backcrosses, with selection for certain C2 genes, and then using genomic exclusion to induce homozygosity. Six congenic strains of high breeding performance are available. Five differ from strain D in single genes at 5 different loci. The 6th strain differs at all 5 loci. Assuming the size of the Drosophila gene (4 × 10⁴ nucleotide pairs), we can calculate that strains differing from D by single genes have a heterozygous segment 3 genes long while The strain which differs from D by 5 genes has 5 heterozygous segments and 15 genes contributed from strain C2. A 40-fold increase in heterozygosity would be found with a gene size of 10³ nucleotide pairs. This means that in using these strains for biochemical work we must be aware that some genetic noise still remains.     

Physical confirmation and mapping of overlapping rat mammary carcinoma susceptibility QTLs, Mcs2 and Mcs6

Only a portion of the estimated heritability of breast cancer susceptibility has been explained by individual loci. Comparative genetic approaches that first use an experimental organism to map susceptibility QTLs are unbiased methods to identify human orthologs to target in human population-based genetic association studies. Here, overlapping rat mammary carcinoma susceptibility (Mcs) predicted QTLs, Mcs6 and Mcs2, were physically confirmed and mapped to identify the human orthologous region. To physically confirm Mcs6 and Mcs2, congenic lines were established using the Wistar-Furth (WF) rat strain, which is susceptible to developing mammary carcinomas, as the recipient (genetic background) and either Wistar-Kyoto (WKy, Mcs6) or Copenhagen (COP, Mcs2), which are resistant, as donor strains. By comparing Mcs phenotypes of WF.WKy congenic lines with distinct segments of WKy chromosome 7 we physically confirmed and mapped Mcs6 to ~33 Mb between markers D7Rat171 and gUwm64-3. The predicted Mcs2 QTL was also physically confirmed using segments of COP chromosome 7 introgressed into a susceptible WF background. The Mcs6 and Mcs2 overlapping genomic regions contain multiple annotated genes, but none have a clear or well established link to breast cancer susceptibility. Igf1 and Socs2 are two of multiple potential candidate genes in Mcs6. The human genomic region orthologous to rat Mcs6 is on chromosome 12 from base positions 71,270,266 to 105,502,699. This region has not shown a genome-wide significant association to breast cancer risk in pun studies of breast cancer susceptibility.     

Genes of SHR rats protect spontaneously diabetic BB/OK rats from diabetes: lessons from congenic BB.SHR rat strains

Diabetes in BB rats share many common features with human type 1 diabetes. One of them is the complex and polygenic nature of disease. Analysis of cross hybrids of diabetic BB/OK rats and rats of different diabetes-resistant strains has demonstrated that beside the MHC genes, Iddm1 and the lymphopenia, Iddm2, additional non-MHC genes are involved in diabetes development. To study the importance of the non-MHC genes, Iddm4 and Iddm3, two congenic BB.SHR rat strains were generated by recombining a segment of the SHR chromosome 6 (Iddm4; termed BB.6S; 15cM) or chromosome 18 (Iddm3; termed BB.18S; 24cM) into the BB/OK background by serial backcrossing and marker-aided selection. The characterization of both congenic strains demonstrates a drastic reduction of diabetes frequency in comparison to the BB/OK strain (86% vs 14% and 34%). It is supposed that diabetes protective genes of SHR must be located on both chromosomal segments and that these suppress the action of the essential and most important genes of diabetes development in the BB/OK rat, Iddm1, and Iddm2.     

Parental genetic contributions in the AXB and BXA recombinant inbred mouse strains

Recombinant inbred (RI) strains are a valuable tool in mouse genetics to rapidly map the location of a new locus. Because RI strains have been typed for hundreds of genetic markers, the genotypes of individual strains within an RI set can be examined to identify specific strain(s) containing the desired region(s) of interest (e.g., one or more quantitative trait loci, QTLs) for subsequent phenotype testing. Specific RI strains might also be identified for use as progenitors in the construction of consomic (chromosome substitution strains or CSSs) or congenic lines or for use in the RI strain test (RIST). To quickly identify the genetic contributions of the parental A/J (A) and C57BL/6J (B) strains, we have generated chromosome maps for each commercially available AXB and BXA RI strain, in which the genetic loci are colorcoded to signify the parent of origin. To further assist in strain selection for further breeding schemes, the percentages of A and B parental contributions were calculated, based on the total number of typed markers in the database for each strain. With these data, one can rapidly select the RI strain(s) carrying the desired donor and recipient strain region(s). Because points of recombination are known, starting with RI mice to generate CSSs or congenic lines immediately reduces genomewide screening to those donor-strain regions not already homozygous in the recipient strain. Two examples are presented to demonstrate potential uses of the generated chromosome maps: to select RI strains to construct congenic lines and to perform an RIST forAliq1, a QTL linked to ozone-induced acute lung injury survival.     

Using Markers in Gene Introgression Breeding Programs

We investigate the use of markers to hasten the recovery of the recipient genome during an introgression breeding program. The effects of time and intensity of selection, population size, number and position of selected markers are studied for chromosomes either carrying or not carrying the introgressed gene. We show that marker assisted selection may lead to a gain in time of about two generations, an efficiency below previous theoretical predictions. Markers are most useful when their map position is known. In the early generations, it is shown that increasing the number of markers over three per non-carrier chromosome is not efficient, that the segment surrounding the introgressed gene is better controlled by rather distant markers unless high selection intensity can be applied, and that selection on this segment first can reduce the selection intensity available for selection on non-carrier chromosomes. These results are used to propose an optimal strategy for selection on the whole genome, making the most of available material and conditions (e.g., population size and fertility, genetic map).     

Precision and high-resolution mapping of quantitative trait loci by use of recurrent selection,backcross or intercross schemes

Dissecting quantitative genetic variation into genes at the molecular level has been recognized as the greatest challenge facing geneticists in the twenty-first century. Tremendous efforts in the last two decades were invested to map a wide spectrum of quantitative genetic variation in nearly all important organisms onto their genome regions that may contain genes underlying the variation, but the candidate regions predicted so far are too coarse for accurate gene targeting. In this article, the recurrent selection and backcross (RSB) schemes were investigated theoretically and by simulation for their potential in mapping quantitative trait loci (QTL). In the RSB schemes, selection plays the role of maintaining the recipient genome in the vicinity of the QTL, which, at the same time, are rapidly narrowed down over multiple generations of backcrossing. With a high-density linkage map of DNA polymorphisms, the RSB approach has the potential of dissecting the complex genetic architecture of quantitative traits and enabling the underlying QTL to be mapped with the precision and resolution needed for their map-based cloning to be attempted. The factors affecting efficiency of the mapping method were investigated, suggesting guidelines under which experimental designs of the RSB schemes can be optimized. Comparison was made between the RSB schemes and the two popular QTL mapping methods, interval mapping and composite interval mapping, and showed that the scenario of genomic distribution of QTL that was unlocked by the RSB-based mapping method is qualitatively distinguished from those unlocked by the interval mapping-based methods.