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Plenty of molecular markers have been developed by contemporary sequencing technologies, whereas few of them are successfully applied in breeding, thus we present a review on how sequencing can facilitate marker-assisted selection in plant breeding. The growing global population and shrinking arable land area require efficient plant breeding. Novel strategies assisted by certain markers have proven effective for genetic gains. Fortunately, cutting-edge sequencing technologies bring us a deluge of genomes and genetic variations, enlightening the potential of marker development. However, a large gap still exists between the potential of molecular markers and actual plant breeding practices. In this review, we discuss marker-assisted breeding from a historical perspective, describe the road from crop sequencing to breeding, and highlight how sequencing facilitates the application of markers in breeding practice.

An ultra-high density genetic map containing 34,574 sequence-defined markers was developed in Lupinus angustifolius. Markers closely linked to nine genes of agronomic traits were identified. A physical map was improved to cover 560.5 Mb genome sequence. Lupin (Lupinus angustifolius L.) is a recently domesticated legume grain crop. In this study, we applied the restriction-site associated DNA sequencing (RADseq) method to genotype an F9 recombinant inbred line population derived from a wild type × domesticated cultivar (W × D) cross. A high density linkage map was developed based on the W × D population. By integrating sequence-defined DNA markers reported in previous mapping studies, we established an ultra-high density consensus genetic map, which contains 34,574 markers consisting of 3508 loci covering 2399 cM on 20 linkage groups. The largest gap in the entire consensus map was 4.73 cM. The high density W × D map and the consensus map were used to develop an improved physical map, which covered 560.5 Mb of genome sequence data. The ultra-high density consensus linkage map, the improved physical map and the markers linked to genes of breeding interest reported in this study provide a common tool for genome sequence assembly, structural genomics, comparative genomics, functional genomics, QTL mapping, and molecular plant breeding in lupin.

Selection for phomopsis stem blight disease (PSB) resistance is one of the key objectives in lupin (Lupinus angustifolius L.) breeding programs. A cross was made between cultivar Tanjil (resistant to PSB) and Unicrop (susceptible). The progeny was advanced into F(8) recombinant inbred lines (RILs). The RIL population was phenotyped for PSB disease resistance. Twenty plants from the RIL population representing disease resistance and susceptibility was subjected to next-generation sequencing (NGS)-based restriction site-associated DNA sequencing on the NGS platform Solexa HiSeq2000, which generated 7,241 single nucleotide polymorphisms (SNPs). Thirty-three SNP markers showed the correlation between the marker genotypes and the PSB disease phenotype on the 20 representative plants, which were considered as candidate markers linked to a putative R gene for PSB resistance. Seven candidate markers were converted into sequence-specific PCR markers, which were designated as PhtjM1, PhtjM2, PhtjM3, PhtjM4, PhtjM5, PhtjM6 and PhtjM7. Linkage analysis of the disease phenotyping data and marker genotyping data on a F(8) population containing 187 RILs confirmed that all the seven converted markers were associated with the putative R gene within the genetic distance of 2.1 CentiMorgan (cM). One of the PCR markers, PhtjM3, co-segregated with the R gene. The seven established PCR markers were tested in the 26 historical and current commercial cultivars released in Australia. The numbers of "false positives" (showing the resistance marker allele band but lack of the putative R gene) for each of the seven PCR markers ranged from nil to eight. Markers PhtjM4 and PhtjM7 are recommended in marker-assisted selection for PSB resistance in the Australian national lupin breeding program due to its wide applicability on breeding germplasm and close linkage to the putative R gene. The results demonstrated that application of NGS technology is a rapid and cost-effective approach in development of markers for molecular plant breeding.

With 1 figure and 4 tables Abstract Marker-assisted selection (MAS) is desirable for breeding non-shattering pods in narrow-leafed lupin and for facilitating the process of broadening the gene pool of existing domesticated Australian lupin cultivars. In this study, we developed a molecular marker using a strategy to incorporate the validation step during the candidate marker identification step by microsatellite-anchored fragment length polymorphisms (MFLP). Three MFLP polymorphisms showing banding patterns consistent with pod-shattering phenotypes on the 12 representative F8 recombinant inbred lines (RILs) were identified as candidate markers linked to lentus. One of these three markers matching the lentus phenotypes on representative cultivars and wild accessions was selected and converted into a co-dominant PCR-based marker, named LeLi. When marker LeLi was applied to 25 cultivars released in Australia and 125 wild core accessions of the Australian Lupin Collection, an overall matching rate of 60.67% was found assuming correct determination of the phenotypes. This newly developed marker is simple PCR-based and co-dominant and can be used for MAS in current lupin breeding in Western Australia.

To broaden the gene pool of domesticated commercial cultivars of narrow-leafed lupin (Lupinus angustifolius L.), wild accessions are used as parents in crossing in lupin breeding. Among the progenies from wild × domesticated (W × D) crosses, the soft-seediness gene mollis is the most difficult domestication gene to be selected by conventional breeding methods, where molecular marker-assisted selection (MAS) is highly desirable. MAS in plant breeding requires markers to be cost-effective and high-throughput, and be applicable to a wide range of crosses in a breeding program. In this study, representative plants from an F8 recombinant inbred line (RIL) population derived from a W × D cross, together with four cultivars and four wild types, were used in DNA fingerprinting by microsatellite-anchored fragment length polymorphisms (MFLP). Two co-dominant MFLP polymorphisms were identified as candidate markers linked to the mollis gene, and one of the candidate markers was selected and converted into a co-dominant, sequence-specific PCR marker. This marker, designated MoLi, showed a perfect match with phenotypes of seed coat permeability on a segregating population consisting of 115 F8 RILs, confirming the close genetic linkage to the mollis gene. Validation tests showed that the banding pattern of marker MoLi is consistent with all the 25 historical and current commercial cultivars released in Australia, and is consistent with mollis genotypes in 119 of the 125 accessions in the Australian L. angustifolius core collection. Marker MoLi provides a cost-effective way to select the mollis gene in a wide range of W × D crosses in lupin breeding.

Waxflower is one of Australia's major native cut flowers for the export market. A number of interspecific hybrid cultivars such as the ‘Pearl’ series bred by the Department of Agriculture and Food, Western Australia have increased the competitiveness of waxflower on world markets. To improve the breeding efficiency, resistance gene analog polymorphisms (RGAP) are investigated as molecular markers for the early identification of interspecific hybrids between Chamelaucium uncinatum and C. megalopetalum. The results show that RGAP can be effectively applied to generate DNA markers to identify true waxflower hybrids. The RGAP marker system provides a reliable, simple, fast and inexpensive approach for hybrid identification in waxflower breeding.

The reduced pod shattering gene tardus is one of the most important domestication genes in narrow-leafed lupin (Lupinus angustifolius L.). In development of a molecular marker linked to the tardus gene, we incorporated the concept of marker validation during the initial candidate marker identification stage. Four dominant microsatellite-anchored fragment length polymorphism (MFLP) markers were identified as candidate markers based on their banding patterns in an F8 recombination inbred line (RIL) population. One specific marker best correlating with phenotypes in the representative germplasm was selected and converted to a simple PCR-based marker. This established marker, designated as “TaLi”, is located at a distance of 1.4 cM from the tardus gene. DNA sequencing revealed six insertion/deletion sites between the non-shattering marker allele and the shattering marker allele. Validation of marker TaLi on 25 domesticated commercial cultivars and 125 accessions of the lupin core collection found a 94% marker and tardus phenotype match. Marker TaLi is the first simple PCR-based marker that can be widely used for non-shattering pod selection in narrow-leafed lupin breeding program.

Selection for anthracnose disease resistance is one of the top priorities in white lupin (Lupinus albus) breeding programs. A cross was made between a landrace P27174 (resistant to anthracnose) and a cultivar Kiev Mutant (susceptible). The progeny was advanced to F8 recombinant inbred lines (RILs). Disease tests on the RIL population from field trials over 2 years indicated that the disease resistance in P27174 was polygenic controlled. A modified selective genotyping strategy was applied in the development of molecular markers linked to quantitative loci conferring anthracnose diseases resistance. Eight individual plants representing high level of anthracnose resistance (HR), eight plants representing susceptibility (S), together with eight lines representing medium level of anthracnose resistance (MR), were subjected to DNA fingerprinting by Microsatellite-anchored Fragment Length Polymorphisms (MFLP). Six MFLP polymorphisms, which had the banding pattern matching the HR plants and the S plants, were identified as candidate markers linked to quantitative loci conferring anthracnose resistance. The six candidate MFLP markers were delineated into three groups based on their banding variation on the eight MR plants. One candidate MFLP marker each from the three groups was selected, cloned, sequenced, and converted into co-dominant, sequence-specific PCR markers. These three markers, designated as WANR1, WANR2 and WANR3, were tested on a segregating population containing 189 F8 RILs. The disease phenotyping data and the marker genotyping data on the F8 RILs were merged and analysed by the JMP software using the ‘fit-model’ function, which revealed that 71% of the phenotypic variation was controlled by genetic factors, while the other 29% of the phenotypic variation was due to environmental factors and environment × genotype interactions. On individual marker basis, marker WANR1 conditioned 39% of phenotypic variations of anthracnose resistance, followed by marker WANR2 with 8%, and WANR3 with 12%. Further analysis showed that WANR2 and WANR3 were on the same linkage group with a genetic distance of 15.3 cM. The combination of the two markers WANR1 and WANR3 explained 51% out from the 71% of the genetic controlled variations for disease resistance, indicating that the two QTLs working additively for anthracnose disease resistance. A simulation of marker-assisted selection on the F8 RIL population using the two markers WANR1 and WANR3 identified 42 out of the 189 RILs being homozygous for resistance-allele bands for both markers, and 41 of them showed disease severity below 3.0 on the 1 (highly resistant) to 5 (susceptible) scale. The two markers WANR1 and WANR3 have now been implemented for marker-assisted selection for anthracnose resistance in the L. albus breeding program in Australia.

Zinc deficiency is a critical nutritional problem in soils, restricting yield and nutritional quality of barley (Hordeum vulgare L.). Some genotypes (Zn-efficient) can produce greater yield and accumulate more Zn in seed under Zn deficiency than standard (Zn-inefficient) genotypes. However, there is little information regarding the genetics of Zn uptake/accumulation and location of genes conferring Zn efficiency in barley. Selection through molecular markers for seed Zn accumulation might be an efficient complementary breeding tool in barley. With the aim of developing molecular markers for increased accumulation of Zn in seed, a population of 150 DH lines derived from a cross between Clipper (low-Zn-accumulator) and Sahara 3771 (high-Zn-accumulator) was screened in the field and glasshouse for seed Zn concentration and content. One dominant DNA polymorphism was detected using the microsatellite-anchored fragment length polymorphism (MFLP) technique. The candidate MFLP marker was isolated from the MFLP gel, re-amplified by PCR, cloned, sequenced, and converted into simple sequence-specific and PCR-based marker. This marker, located on the short arm of chromosome 2H, might be useful for the improvement of barley nutritional quality and productivity programs in Zn-deficient environments. However, high seed Zn alone can not replace the need for Zn fertilization.

Seed pods of wild-type narrow-leafed lupins (Lupinus angustifolius L.) shatter upon maturity, dispersing their seeds. Recessive alleles of the genes Tardus and Lentus that confer reduced pod shattering have been incorporated into domesticated cultivars to facilitate harvesting. Tardus was mapped in an F8 recombinant inbred population of a cross between domesticated and wild lupins. A microsatellite–anchored fragment length polymorphism marker (TaM1), which mapped 2.1 cM from Tardus, was converted to a locus-specific PCR assay. Marker TaM2, a restriction fragment length polymorphism marker was converted to a PCR assay and mapped to 3.9 cM on the other side of Tardus. Marker TaM3, a cleaved amplified polymorphic sequence marker, was positioned along-side marker TaM1 at 3.9 cM from Tardus. One or more markers was polymorphic in 70% of possible pairwise crosses between Australian domesticated lines and wild accessions tested, indicating wide applicability of the markers in crosses between wild and domesticated germplasm.

Seeds and plants of wild type Lupinus albus are bitter and contain high level of alkaloids. During domestication, at least three genes conferring low-alkaloid content were identified and incorporated into commercial varieties. Australian lupin breeders exclusively utilize one of these sweetness genes, “pauper”, in all varieties to prevent possible bitterness contamination via out-crossing. A cross was made between a sweet variety Kiev Mutant (containing pauper gene) and a bitter type landrace P27174, and the population was advanced into F8 recombinant inbred lines (RILs). Twenty-four plants representing sweetness and bitterness were subjected to DNA fingerprinting by the microsatellite-anchored fragment length polymorphism (MFLP) technique. A dominant polymorphism was discovered in an MFLP fingerprint. The MFLP marker was converted into a co-dominant, sequence-specific, simple PCR-based marker. Linkage analysis by the software program MapManager with marker score data and alkaloid phenotyping data from a segregating population containing 190 F8 RILs indicated that the marker is linked to the pauper gene at the genetic distance of 1.4 centiMorgans (cM). This marker, which is designated as “PauperM1”, is capable of distinguishing the pauper gene from the other two low-alkaloid genes exiguus and nutricius. Validation on germplasm from the Australian lupin breeding program showed that the banding pattern of the marker PauperM1 is consistent with the alkaloid genotyping on a wide range of domesticated varieties and breeding lines. The PauperM1 marker is now being implemented for marker assisted selection in the Australian albus lupin breeding program.

A new disease was observed on Trifolium dasyurum, with symptoms beginning as a halo spot and developing into a leaf blight. The causal organism was identified by microscopy and DNA sequence studies as Botrytis fabae. This strain of B. fabae was also demonstrated to cause disease on foliage of a range of pulse crops, including Vicia faba, Pisum sativum, and Lens culinaris. This study demonstrates the potential of this strain of B. fabae to not only pose a significant threat to T. dasyurum but also to pulses grown in rotation with T. dasyurum that are susceptible to this strain of B. fabae.

Wild plants of Lupinus angustifolius avoid extinction in a drought year by production of seeds with coats that are impermeable to water, preventing germination of a large percentage of the seed in any given year. Domesticated cultivars of this species carry the recessive gene mollis, making the seed coat permeable to water and, in turn promoting good crop establishment in the year of sowing. A dominant microsatellite-anchored fragment length polymorphism candidate marker was identified as being tightly linked to mollis in a population of recombinant inbred lines derived from domesticated and wild-type parents. The candidate marker was excised from the gel, amplified by PCR, sequenced and extended beyond the SSR end of the original MseI-SSR fragment. Two single nucleotide polymorphisms were found within this extended sequence. Specific primers were designed to create a marker 209 bp long. PCR products of these primers run on a single strand conformation polymorphism gel resolved in a co-dominant fashion. This marker will be used in marker-assisted selection for mollis when introgressing wild material into lupin breeding programmes.

A key challenge in marker-assisted selection (MAS) for molecular plant breeding is to develop markers linked to genes of interest which are applicable to multiple breeding populations. In this study representative F2 plants from a cross Mandalup (resistant to anthracnose disease) × Quilinock (susceptible) of Lupinus angustifolius were used in DNA fingerprinting by Microsatellite-anchored Fragment Length Polymorphism (MFLP). Nine candidate MFLP markers linked to anthracnose resistance were identified, then ‘validated’ on 17 commercial cultivars. The number of “false positives” (showing resistant-allele band but lack of the R gene) for each of the nine candidate MFLP markers on the 17 cultivars ranged from 1 to 9. The candidate marker with least number of false positive was selected, sequenced, and was converted into a co-dominant, sequence-specific, simple PCR based marker suitable for routine implementation. Testing on 180 F2 plants confirmed that the converted marker was linked to the R gene at 5.1 centiMorgan. The banding pattern of the converted marker was consistent with the disease phenotype on 23 out of the 24 cultivars. This marker, designated “AnManM1”, is now being used for MAS in the Australian lupin breeding program. We conclude that generation of multiple candidate markers, followed by a validation step to select the best marker before conversion to an implementable form is an efficient strategy to ensure wide applicability for MAS.

Wild types of Lupinus angustifolius require vernalization to promote flowering. Modern domesticated cultivars carry the early-flowering gene Ku which removes this requirement. A microsatellite-anchored fragment length polymorphism marker was identified as co-segregating with the Ku gene in a recombinant inbred line (RIL) population derived from a domesticated x wild-type cross. DNA sequencing showed that the marker contained a 7 bp insertion/deletion polymorphism, as well as a single nucleotide polymorphism. A pair of sequence-specific primers was designed and successfully converted the size polymorphism into a simple polymerase chain reaction based co-dominant marker. This marker is closely linked to the Ku gene, as it co-segregates with the Ku phenotyping in a population consisting of 106 RILs.

Anthracnose caused by Colletotrichum gloeosporioides is the most serious disease of lupins (Lupinus spp). A cross was made between cultivars Tanjil (resistant) and Unicrop (susceptible) in narrow-leafed lupin (L. angustifolius). Analysis of disease reaction data on the F2 population and on the resultant F7 recombinant inbred lines suggested that Tanjil contained a single dominant gene (Lanr1) conferring resistance to anthracnose. The parents and the representative F2 plants were used to generate molecular markers liked to the Lanr1 gene using the MFLP technique. A co-dominant MFLP polymorphism linked to the Lanr1 gene was identified as a candidate marker. The bands were isolated, re-amplified by PCR, cloned and sequenced. The MFLP polymorphism was converted into a co-dominant, sequence-specific, simple PCR-based marker. Linkage analysis by the computer program MAPMAKER indicated that the marker was 3.5 centiMorgans (cM) from the gene Lanr1. This marker is currently being implemented for marker assisted selection in the Australian National Lupin Breeding Program.

We report a method of microsatellite-anchored fragment length polymorphisms for DNA fingerprinting. The method combines the concept of AFLP and the microsatellite-anchor primer technique. Genomic DNA was digested by one restriction enzyme MseI. One AFLP adaptor (MseI adaptor) was ligated onto the restriction fragments. DNA fingerprints were produced by PCR using one microsatellite-anchor primer in combination with one MseI-primer. The method allows co-amplification of over 100 DNA fragments containing microsatellite motifs per PCR. Polymorphisms detected from lupin by this method included those arising from variation in the number of microsatellite repeat units targeted by the microsatellite-anchor primers, from variation on the annealing sites for the SSR-anchor primers, from insertions/deletions outside the SSR region, and from variation in restriction sites. The first three types of polymorphisms were readily converted into sequence-specific PCR markers suitable for marker-assisted breeding.

Diggle, A. J., Salam, M. U., Thomas, G. J., Yang, H. A., O’Connell, M., and Sweetingham, M. W. 2002. AnthracnoseTracer: A spatiotemporal model for simulating the spread of anthracnose in a lupin field. Phytopathology 92:1110-1121. A spatiotemporal model has been developed to simulate the spread of anthracnose, initiated by infected seed, in a lupin field. The model quantifies the loss of healthy growing points of lupin in all 1-m2 subunits of a field throughout a growing season. The development of growing points is modeled as a function of temperature using a 1-day time step, and disease-induced compensatory growth is accounted for. Dispersal of spores is simulated explicitly using Monte Carlo techniques. Spread of spores occurs during rainfall events on a 1-h time step. The distance traveled by spores is partially dependent on wind speed and is generated by adding the values selected from half-Cauchy distributions. The direction of travel of the spores is influenced by wind direction. The model has been employed to produce a theoretical assessment of damage from disease in two environments at five levels of seed infection. It was calculated that in a susceptible lupin cultivar with a 0.01% initial seed infection, anthracnose would cause approximately 15% loss of healthy growing points in a high rainfall environment in Western Australia. In a low rainfall environment, similar damage would be unlikely even with a much higher (1%) level of seed infection.

Phomopsis stem blight (PSB) caused by Diaporthe toxica is a major disease in narrow-leafed lupin ( Lupinus angustifolius L.). The F(2) progeny and the parental plants from a cross between a breeding line 75A:258 (containing a single dominant resistance gene Phr1 against the disease) and a commercial cultivar Unicrop (susceptible to the disease) were used for development of molecular markers linked to the disease resistance gene. Two pairs of co-dominant DNA polymorphisms were detected using the microsatellite-anchored fragment length polymorphism (MFLP) technique. Both pairs of polymorphisms were isolated from the MFLP gels, re-amplified by PCR, sequenced, and converted into co-dominant, sequence-specific and PCR-based markers. Linkage analysis by MAPMAKER suggested that one marker (Ph258M2) was 5.7 centiMorgans (cM) from Phr1, and the other marker (Ph258M1) was 2.1 cM from Ph258M2 but further away from Phr1. These markers are suitable for marker-assisted selection (MAS) in lupin breeding.

Narrow-leafed lupin (Lupinus angustilolius L.) is a grain legume of exceptionally high nutritive value and much versatile food and animal feed around the world. The development of lupin as a modern crop was limited by its high concentration of alkaloids. Progress in breeding necessitates a better understanding of the genetics underlying the trait – low-alkaloid level (sweet). Marker-assisted selection would allow a better targeting of the desired genes. The microsatellite-anchored fragment length polymorphism (MFLP) fingerprinting technology was applied to an F8 recombination inbred line (RIL) population to identify and select candidate markers linked to the low-alkaloid gene iucundus. Four MFLP markers were identified as candidate markers based on their banding patterns in the F8 RIL population. One of these candidate markers showing the best correlation with phenotypes in the representative germplasm was selected and successfully converted into a simple PCR-based co-dominant marker, named IucLi. This established marker IucLi is 0.9 cM away from the sweet (low-alkaloid) gene iucundus. The accuracy between marker genotype and phenotype is 100% in the common 25 cultivars and 86.4% among the 125 accessions of narrow-leafed lupin core collection. Marker IucLi is being used in narrow-leafed lupin breeding for selection of ‘sweet’ individuals. The marker is also used to develop near-isogenic lines to further characterise and fine mapping the iucundus locus.

Anthracnose is a major disease of lupins in Western Australia (WA). The disease wiped out the WA albus lupin industry in 1996 and since then, anthracnose resistance has been a major focus for WA lupin breeding. In an endeavour to find a source of resistance to anthracnose, all available germplasm in WA was screened against anthracnose in New Zealand over the summer of 1997 and 1998, and resistance was identified in Ethiopian landraces. The resistance was present in many Ethiopian landraces within a close geographical distribution, suggesting a similar genetic basis of resistance. Crosses were made between the resistant landraces and agronomically superior lines. The progeny were tested for anthracnose resistance, yield, seed quality, and other agronomic characters. The most superior line, Andromeda, was released for commercial production in WA. It was developed from an F3-derived single-plant selection of a cross between an anthracnose-resistant landrace P27175 from Ethiopia and a well adapted but highly susceptible WA breeding line 89B10A-14. Andromeda has a significantly higher level of resistance to anthracnose than the previous cv. Kiev Mutant and is recommended in the medium- to low-rainfall area of the northern wheatbelt of WA. Further breeding effort has resulted in significant improvement in the level of resistance within the WA breeding program, and early generation lines are more resistant than advanced lines. The best resistant lines are, however, in a late flowering background and only an incremental improvement has been achieved in combining early flowering with anthracnose resistance, which seems to be a complex process.