- Research article
- Open Access
Analysis of non-TIR NBS-LRR resistance gene analogs in Musa acuminata Colla: Isolation, RFLP marker development, and physical mapping
BMC Plant Biology volume 8, Article number: 15 (2008)
Many commercial banana varieties lack sources of resistance to pests and diseases, as a consequence of sterility and narrow genetic background. Fertile wild relatives, by contrast, possess greater variability and represent potential sources of disease resistance genes (R-genes). The largest known family of plant R-genes encode proteins with nucleotide-binding site (NBS) and C-terminal leucine-rich repeat (LRR) domains. Conserved motifs in such genes in diverse plant species offer a means for isolation of candidate genes in banana which may be involved in plant defence.
A computational strategy was developed for unbiased conserved motif discovery in NBS and LRR domains in R-genes and homologues in monocotyledonous plant species. Degenerate PCR primers targeting conserved motifs were tested on the wild cultivar Musa acuminata subsp. burmannicoides, var. Calcutta 4, which is resistant to a number of fungal pathogens and nematodes. One hundred and seventy four resistance gene analogs (RGAs) were amplified and assembled into 52 contiguous sequences. Motifs present were typical of the non-TIR NBS-LRR RGA subfamily. A phylogenetic analysis of deduced amino-acid sequences for 33 RGAs with contiguous open reading frames (ORFs), together with RGAs from Arabidopsis thaliana and Oryza sativa, grouped most Musa RGAs within monocotyledon-specific clades. RFLP-RGA markers were developed, with 12 displaying distinct polymorphisms in parentals and F1 progeny of a diploid M. acuminata mapping population. Eighty eight BAC clones were identified in M. acuminata Calcutta 4, M. acuminata Grande Naine, and M. balbisiana Pisang Klutuk Wulung BAC libraries when hybridized to two RGA probes. Multiple copy RGAs were common within BAC clones, potentially representing variation reservoirs for evolution of new R-gene specificities.
This is the first large scale analysis of NBS-LRR RGAs in M. acuminata Calcutta 4. Contig sequences were deposited in GenBank and assigned numbers ER935972 – ER936023. RGA sequences and isolated BACs are a valuable resource for R-gene discovery, and in future applications will provide insight into the organization and evolution of NBS-LRR R-genes in the Musa A and B genome. The developed RFLP-RGA markers are applicable for genetic map development and marker assisted selection for defined traits such as pest and disease resistance.
Commercial banana varieties, which are mainly derived from Musa acuminata Colla, and M. balbisiana Colla, are cultivated in 130 countries across the tropics and sub-tropics, generating an annual production in excess of 100 million tons, and contributing significantly to food security . Susceptible to over 50 fungal pathogens, as well as a number of bacterial pathogens, nematodes, viruses and insect pests, greatest threats to global banana production are currently caused by the fungal pathogens Mycosphaerella fijiensis, causal organism of black leaf streak disease (BLSD), and Fusarium oxysporum f. sp. cubense race 4, which causes Fusarium wilt. Agrochemical control of BLSD can be socio-economically and environmentally inappropriate, and requires integrated strategies to avoid the development of fungicide resistance in the pathogen. In the case of Fusarium wilt, however, chemical control is ineffective. For these reasons, the development of new disease resistant varieties is of paramount importance for the Musa industry. Although ranked as the fourth most important food commodity in terms of production value after rice, wheat and maize, genetic improvement of Musa has been limited. Cultivars have evolved from diploid, triploid and tetraploid wild species of M. acuminata (A genome) and M. balbisiana (B genome). Whilst wild species are generally fertile, many of today's commercial cultivars are sterile triploids or diploids, with fruit development via parthenocarpy. This translates to seedless fruits, or fruits which contain mostly non-viable seeds. As such cultivars have largely evolved via asexual vegetative propagation, their genetic base is narrow, with diversity dependent upon somatic mutation. Such limited genetic variation has resulted in a commercial crop that lacks resistance to pests and disease, as observed in cultivars such as Gros Michel and Grande Naine .
As sources of resistance to pathogens exist in germplasm, across the Musa genus, introgression of R-genes into susceptible cultivars offers potential for overcoming current constraints with conventional breeding. Resistant plant genotypes can prevent pathogen entry via a "gene for gene" defence mechanism, which, in the simplest model, is initiated through a direct or indirect interaction between a constitutive resistance (R) gene product and a specific biotrophic pathogen avirulence (Avr) gene product, or elicitor . This recognition is postulated to trigger a chain of signal transduction events, leading to activation of defence mechanisms such as the hypersensitive response (HR), synthesis of antimicrobial proteins and metabolites, cell wall thickening and vessel blockage. Over the last 15 years, over 40 R-genes have been characterized from both model plants and important crop species , conferring resistance to several pathogens. Despite the wide range of recognized pathogen taxa, R-genes encode proteins that share significant sequence similarity and structural motifs, suggesting common protein-protein interactions as components of receptor systems and common roles in signalling events in plant defence responses.
To date, five principal classes of R-genes have been identified, based upon conserved protein domains (for review see ). The most abundant class are the cytoplasmic nucleotide-binding site-leucine-rich repeat (NBS-LRR) proteins . The other classes comprise proteins with extracytoplasmic LRRs (eLRRs) anchored to a transmembrane (TM) domain (receptor-like proteins [RLPs]), cytoplasmic serine-threonine (Ser/Thr) receptor-like kinases (RLKs) with extracellular LRRs, cytoplasmic Ser/Thr kinases without LRRs, and proteins with a membrane anchor fused to a coiled coil (CC) domain. The common NBS-LRR-encoding proteins currently include over 20 functionally proven R-genes from diverse plant species [6, 7]. Studies have focused on this family because its only known function to date is in disease resistance [8, 9]. Gene products are composed of a conserved N-terminal NBS and variable length C-terminal LRR domain of 10 to 40 short LRR motifs . The NBS domain is important for ATP binding and hydrolysis and is believed to be involved in signal transduction, triggered by the presence of the pathogen [11–13]. The LRR domain is likely to be involved in protein-protein interactions, recognizing pathogen elicitor molecules [14, 15]. A high mutation rate in the LRR contributes to genetic variability, necessary for specific recognition of diverse pathogens . Two subfamilies exist in NBS-LRR R proteins based upon N-terminal motifs. The TIR NBS subfamily R proteins display homology between the N-terminal amino acid motif and the receptor domain in Drosophila Toll and basal mammalian Interleukin (IL) 1 immunity factors in animals . Non-TIR NBS subfamily R proteins can contain an N-terminal coiled-coil (CC) motif, a subset of which code for a leucine zipper sequence (LZ). TIR subfamily NBS-LRR proteins appear to be restricted to dicotyledons. As they have been reported in gymnosperms, grasses may have lost this type of R-gene family [18, 19]. By contrast, non-TIR subfamily NBS-LRR proteins are present in both monocotyledons and dicotyledons . Conserved amino acid motifs have been described in the NBS domains in these subfamilies , which include the phosphate-binding loop or 'P-loop' (also called kinase 1), kinase 2 [21, 22], GLPL (also called kinase 3) and RNBS-A, B, C and D motifs . The final amino acid within the kinase 2 motif can commonly reveal differences between TIR and non-TIR types, with an aspartic acid residue in TIRs and a tryptophan in non-TIRs .
Degenerate primers targeting conserved motifs have been used to amplify resistance gene analogs (RGAs) from diverse plant taxa such as soybean , A. thaliana , rice , and peanut , amongst others (for review see ). Many RGAs are phylogenetically related to known R-genes, and a number of studies have shown homologues mapping to R-gene loci (e.g. [23, 24]), providing evidence that such genomic regions likely code for resistance. In Musa, progress in RGA characterization began recently, with only nine NBS-LRR disease resistance-like protein sequences currently deposited in GenBank (accessed December 2007). A number of non-TIR NBS RGAs have been amplified in wild M. acuminata and M. balbisiana accessions Gongjiao, Xinyiyejiao, as well as in cultivated species Zhongshandajiao, Fenjiao and Williams . Other groups have described Cf orthologs in landrace Zebrina GF , and Pto family RGAs in M. acuminata cv Tuu Gia . Characterization of NBS RGAs has also recently been extended to Musa species M. ornata, M. schizocarpa, M. textilis, and M. velutina .
Given that sequences so far studied are likely to represent only a small fraction of these resistance gene families in Musa, the objectives of this study were to identify NBS-LRR RGAs and explore their diversity in M. acuminata subsp. burmannicoides, var. Calcutta 4. This wild diploid cultivar has been used extensively in breeding programs, offering resistance to important fungal pathogens and nematodes. We describe a computational strategy for motif discovery, enabling PCR amplification of target motifs within NBS and LRR domains, and potentially applicable across different monocotyledonous species. Applied together with universal TIR and non-TIR NBS-targeting degenerate primers, we report the first large scale analysis of RGAs in M. acuminata Calcutta 4. Evolutionary relationships both among Musa sequences and RGAs from A. thaliana and O. sativa were determined, and polymorphic RFLP-RGA markers identified against M. acuminata mapping population parentals. Selected sequences were used to identify putative resistance gene loci across M. acuminata Calcutta 4, M. acuminata Grande Naine and M. balbisiana Pisang Klutuk Wulung BAC libraries.
Degenerate primer design
Public databases at present contain only very limited numbers of Musa R-gene or RGA sequences. In order to enrich the fraction of RGA candidates in Musa recoverable by PCR, an in silico protocol was devised to facilitate design of degenerate primers derived from monocotyledon sequences and targeting NBS and additional domains. Figure 1 depicts the process, beginning with HMMER-based selection of monocotyledon sequences from GenBank containing a characteristic domain shared by R-genes (Pfam id: NB-ARC). Following removal of redundant sequences (using a 95% identity threshold), 181 RGA candidates were obtained. Based on this subset, a search for conserved sequence motifs was conducted using the program MEME . NBS-family motifs (P-loop, Kinase-2, GLPL, RNBS-D) were observed across the sequences, as well as novel conserved motifs outside the NBS domain, mostly within the LRR domain. All the conserved motifs identified served as candidates for degenerate primer design, with an additional constraint imposed, whereby motifs or close variants had to be present in at least 25% of the sequences (motif coverage). Primer design was conducted using the program CODEHOP .
Isolation of NBS-LRR RGAs
A total of 860 high quality sequences were generated from insert-containing recombinant plasmids, of which 174 showed significant similarity to known A. thaliana R-genes and homologues (E-value ≤ 10-5), based upon searches using the BLASTX program. These sequences were obtained by PCR amplification with two distinct groups of primer combinations: universal primers taken from literature [23, 26, 34] and primers designed in this study. Universal TIR and non-TIR NBS-LRR-targeting primer combinations 1–7 (Table 1) resulted in PCR products of expected size, with P-loop to GLPL primer pairs yielding a single DNA band of approximately 650 bp, and P-loop to RNBS-D primer combinations a product close to 700 bp. High quality sequences were generated from 168 distinct clones, of which, following trimming and vector masking, 36 (21.43%) showed similarity with NBS-containing proteins in A. thaliana. The percentage of clones displaying similarity to RGAs varied between different primer combinations, ranging from 0–68% (Table 2).
Primer combinations 8–14, which were derived from the computational pipeline described in Figure 1, targeted conserved amino acid motifs in non-TIR NBS-LRR sequences in monocotyledon and dicotyledon plants (Table 1). Combinations eight (39F1-1R1), 10 (P1c-P3b), 12 (3F2-11R1), 13 (2F-13R1), and 14 (2F-11R1) did not amplify reproducible PCR products. By contrast, primer combinations 11 (3F2-13R1) and nine (1F-P3b) consistently amplified products of approximately 650 bp in size, with 138 sequences showing similarity to RGAs in A. thaliana. Combination 11 was the more efficient of the two, with 54% of clones homologous to R-genes or RGAs (Table 2).
Most sequences that were not RGAs showed similarity to retroelements. These can constitute a large fraction of the plant genome  and many R-gene loci have been reported to contain interspersed transposable elements [36, 37]. Considerable amplification of retroelements may also be expected because of their high copy number at the start of the reaction , which results in competition during PCR, even when primer match is poor.
Analysis of assembled RGA sequences
Assembly of all 174 RGA sequences generated 62 contigs, with 52 complete sequences between primers following re-sequencing of selected clones. Thirty three contigs showed uninterrupted open reading frames (ORFs) encoding RGAs, with the remainder containing premature stop codons, and/or frameshifts. These latter sequences are likely derived from pseudogenes, PCR mutants or artefacts. Translation of complete Musa NBS-encoding sequences produced an equal number of non-redundant protein sequences. The average size of trimmed complete sequences (without RGA primers) was 610 bp, with an average 4.6 sequence coverage per consensus. Maximum and minimum sizes for these sequences were 1365 bp and 273 bp, respectively. The largest contig (MaRGA41) was isolated using P-loop and GLPL-targeting primers (primer combination 3). The GLPL motif sequence was the rare variant GSPL; and perhaps because of this, the GLPL-based primer did not bind to this site, but to a 3'-distal site, which may explain the larger and unexpected size of this product. Interestingly, the isolation of an anomalously large RGA for exactly the same reason was also observed in Arachis . The TIR NBS class RGAs have been reported to be absent in monocotyledon genomes , and within this study all Musa RGAs conformed to the non-TIR NBS class, with a final tryptophan residue present in the kinase 2 motif.
A Bayesian phylogenetic analysis of aligned amino acid sequences between the NBS kinase 2 and GLPL motifs was conducted in the 33 full length Musa sequences with contiguous ORFs, together with 21 representative non-TIR NBS-LRR class sequences from A. thaliana and 43 from O. sativa (Figure 2). Significant divergence was observed in the tree, with a total of 22 clades. Such variability has been described previously in non-TIR NBS sequences . Musa sequences were divergent, indicating the presence of a diverse family of genes coding for proteins with NBS-LRR domains. Although dependent upon sample size, two clades contained sequences that appear to be specific to M. acuminata Calcutta 4 (clades 6 and 11). In contrast, a number of sequence types which may have expanded in monocotyledons were also observed, with M. acuminata Calcutta 4 sequences grouped together with a number from O. sativa (clades 3, 4, 5, 9 and 22). Musa RGAs also grouped with others from A. thaliana (clade 14), indicating amplification of conserved sequences which may be present throughout the angiosperms.
From a total of 33 Musa RGAs evaluated as RFLP markers with restricted genomic DNA from mapping population parentals M. acuminata Borneo and Pisang Lilin, 30 displayed single locus or multiple loci polymorphisms on parentals, with at least one restriction enzyme (Table 3). Across the polymorphisms observed, 12 distinct fingerprint types were observed, when using enzymes DraI and HindIII. RGA probes MaRGA04, MaRGA07, MaRGA08, MaRGA12, MaRGA13, MaRGA14, MaRGA16, MaRGA22, MaRGA37, MaRGA41, MaRGA43, and MaRGA46 represented each polymorphism pattern. Figure 3 shows examples of multiple loci polymorphisms observed on Southern blots of restricted parental DNA hybridized with probes MaRGA08 and MaRGA37. Segregation of selected polymorphic bands according to Mendelian ratios in a subset of F1 progeny for this mapping population is depicted in Figure 4.
Physical distribution of MusaRGAs
Musa RGAs were used to screen BAC libraries derived from the wild type species M. acuminata Calcutta 4 (AA), M. balbisiana Pisang Klutuk Wulung (PKW) (BB) and the commercial triploid M. acuminata Grande Naine (AAA). In order to maximise identification of BAC clones containing target RGA loci, MaRGA08 and MaRGA37 were selected as probes, based upon differences in protein domains, motifs and phylogenetic clade. In all, 62 hits to BAC clones on high density filters were identified across the three genomes when screened with probe MaRGA08, and 43 hits when screened with probe MaRGA37. These clones were then fingerprinted and re-hybridized to their corresponding probe, to verify positive coordinates identified in the first screen and to provide data on copy number of NBS and NBS-LRR sequences across the three Musa genomes. A total of 88 out of 105 clones were verified, with only 17 clones failing to produce visible bands on Southern blots when hybridised to their respective probe (Table 4). False positives may have arisen as a result of identification of incorrect coordinates on BAC filters, failures in BAC plasmid preparation, problems in DNA blotting, or as a result of probe labelling or hybridization failure. MaRGA08 occurred as both a single copy and as multiple copies in validated BACs across the three genomes, with M. acuminata Calcutta 4 BAC clones harbouring mostly single-copy RGAs, in contrast to Grande Naine and PKW, where BACs contained up to nine and eleven copies, respectively. Figure 5 shows re-validated M. balbisiana BAC clones with high densities of this RGA. MaRGA37 was also present as multiple copies in validated BACs across the three genomes, with M. acuminata Calcutta 4 BAC clones harbouring up to six copies, PKW BAC clones two copies, and Grande Naine BACs containing up to nine copies. Both were therefore clearly members of multigene families, with a total of 232 copies of MaRGA08 and 183 copies of MaRGA37 observed in the positive clones identified across the 3 BAC libraries.
In contrast to most commercial Musa varieties, where genetic diversity is typically fixed by vegetative propagation, the sexually active cultivar M. acuminata Calcutta 4 represents an important source of novel genes for transfer across varieties. We report the first large scale analysis of NBS-LRR RGAs in this cultivar, using a degenerate primer design strategy devised for targeted RGA amplification across monocotyledon genomes. Given that R-genes are frequently located in clusters across genomes, with numerous copies of homologous sequences, Musa BACs containing RGAs were identified, as a resource for pinpointing candidate genes and for contributing to our understanding of R gene evolution. Polymorphic RGA genetic markers developed also offer potential for genetic improvement via marker assisted selection strategies.
Characterization of RGAs
The PCR approach designed for RGA discovery in monocotyledon species was effective in M. acuminata Calcutta 4. All 174 cloned RGAs belonged to the non-TIR NBS-LRR subfamily, as expected, with considerable divergence observed at the amino acid level (Figure 2). From 52 complete NBS-encoding protein sequence contigs, 33 non-redundant sequences contained contiguous ORFs, which is a considerable number given that of the 157 putative genes in the Arabidopsis genome that code for NBS-type resistance proteins, 30% are of the non-TIR class . However, our total may still reflect only a small portion of NBS-LRR sequences in M. acuminata, given that around 600 such sequences exist in rice . All Musa RGAs encoded proteins with expected amino acid motifs, and showed homology to both putative R-genes and functional R-genes, such as At1g12290 in A. thaliana, which is a paralog of the R-gene RPS5, which confers resistance to Pseudomonas syringae. Of the Musa RGAs with contiguous ORFs, it is therefore possible that some may serve as functional R-gene candidates against diverse pathogens. Numerous pseudogenes were also co-amplified. These likely arise through point mutations, insertions or nucleotide deletions, acting as reservoirs for variation and offering the potential for recombination or gene conversion between R-gene alleles or paralogs . In total, seven primer sets amplified RGAs, three targeting both universal TIR and non-TIR NBS motifs (primer pairs 1, 3 and 4), and four targeting non-TIR NBS motifs (primer pairs 5, 6, 9 and 11). A number of factors may have contributed to the success rate of primers. Our design strategy for monocotyledons took into account the number of degeneracies, primer length, nucleotide composition, degeneracy position within each primer, and prevalence of putative targets in the sequences analysed. Universal primer combinations designed for both TIR and non-TIR NBS motifs in dicot sequences were relatively inefficient, with a maximum of 29% of sequences homologous to RGAs when amplified with primer combination 1. Amplification was most efficient using non-TIR targeting primers, with 67.74% and 54.18% of sequences that were amplified, respectively, with primer combinations 6 and 11, showing significant similarity to R-genes and RGAs.
Phylogenetic analysis revealed considerable polymorphism, with Musa RGAs separating into eight distinct clades, with a number defining Musa specific clades. Such variability might be expected, given that non-TIR NBS-LRR sequences are often more heterogeneous than the TIR subfamily in plant taxa . Sequences generated with primers targeting non-TIR motifs were more diverse than those produced with universal primers targeting motifs common to both TIR and non-TIR subfamilies. A higher degree of polymorphism exists in LRR domains in NBS-LRR family R-genes and homologues, as a result of diversifying selective pressure . Primers targeting this domain are thus likely to promote amplification of diverse RGAs. Primer pair 11, the only to target both NBS and LRR motifs, was not only the second most efficient primer combination for RGA amplification, but also a primer pair amplifying diverse RGAs, which were spread across a number of clades. The literature shows that the NBS domain is present in both plant resistance genes, together with genes coding for kinases or ATP/GTP-dependent enzymes. By contrast, proteins containing both NBS and LRR domains have only been described in plant resistance genes so far. Given that primer combination 11 produced amplicons from the NBS kinase 2 to a conserved motif within the LRR domain, efficiency in amplification of targets involved in disease resistance is therefore potentially greater.
Diversity observed among the Musa RGAs suggests a contribution towards evolutionary fitness in the plant. Both R-genes and pathogen Avr genes are under constant evolutionary pressure, with mutation in the pathogen resulting in loss of resistance in the plant. Understanding R-gene evolution mechanisms is essential for determining how plants maintain their resistance to pathogens [21, 41]. Potential genetic mechanisms responsible for R-gene genetic variation and evolution in plant taxa include recombination, gene conversion, unequal crossing over, transposable elements and point mutations, with the latter considered the principal evolutionary mechanism . In general, sequence similarity was high between Musa sequences within each individual clade, suggesting recent evolutionary divergence. However, given that Musa-containing clades contained relatively few RGA contig sequences, tree topologies may only be approximate, as a result of insufficient sampling. As we targeted motifs present in at least 25% of monocotyledon-derived sequences containing the NBS-LRR domains, we are perhaps also biased to such sequences. A fully comprehensive analysis of non-TIR NBS-LRR sequences in M. acuminata will require multiple primer sets, together with more exhaustive sequencing of amplicons. Although our study did not report amplification of any TIR NBS-LRR RGAs, in agreement with the hypothesis that the TIR subfamily is restricted to dicotyledonous taxa , existence of the TIR motif has now been reported in the rice genome, albeit in reduced numbers [18, 19]. Lack of detection in the Musa monocotyledon genome may therefore reflect limitations in PCR amplification.
RGA applications in mapping
In support of the hypothesis that genes conferring quantitative resistance may show homology to R-genes, as originally proposed by , numerous RGAs have been mapped to genomic regions for quantitative trait loci associated with resistance (e.g. [23, 43]). Within our study, RGAs displayed single locus or multiple loci polymorphisms on M. acuminata parentals. Similar degrees of polymorphism using RGAs as RFLP probes have been observed in rice . Together with SSR and DArT markers, our RGAs have been included on a reference genetic map which is under development. As most mapping programs in Musa have faced problems with production and maintenance of large populations, mainly as a result of translocation events which complicate gamete formation and segregation [44, 45], this latest attempt involves a cross between M. acuminata spp. microcarpa "Borneo" and Musa acuminata spp. malaccensis "Pisang Lilin", which is reported to carry only a single translocation event. This mapping project will serve as a base for development of a core set of markers for uptake in future mapping projects in banana. Analysis of our RGA markers on mapping populations segregating for resistance to biotic stresses is required to determine linkage between RGAs and R-gene loci. Such R-gene markers would be valuable in marker-assisted selection programs for trait selection. Utilized in high resolution genetic mapping, RGA markers may also serve as an effective approach for map-based cloning of Musa R-genes.
Physical distribution of MusaRGAs
Clustering of multi-copy R gene families and RGAs is common in plant genomes [39, 43] with up to 60% of R-genes clustered , as a result of tandem duplications of paralogous sequences . As RGAs frequently cluster around such loci, they can therefore serve as useful candidates for R-gene discovery across BAC libraries. Eighty eight RGA-positive clones were revalidated, a number which is expected for R-genes, given that they are often members of large gene families. No co-hybridization was observed with probes MaRGA08 and MaRGA37. This is also perhaps expected, as probe sequences were phylogenetically distinct, and were amplified using primer sets targeting different motifs. Given that greater polymorphism is expected in LRR domains in NBS-LRR R-genes, comparison of number of BAC hits between the two RGA probes supported this idea. MaRGA08 was amplified with a primer pair targeting degenerate kinase 2 and LRR motifs, and the probe hybridized to a greater number of clones than MaRGA37, which targeted more conserved NBS P-loop and GLPL motifs. Analysis of copy number of RGAs in re-validated BAC clones (Table 4 and Figure 5) showed that in addition to occupying potential multiple loci across the three genomes, multiple copies are also common in positive BACs for both RGA probes. Probe MaRGA08, which targeted NBS-LRR sequences, revealed in general more copies per BAC than probe MaRGA37, which targeted NBS domains only. Given the greater diversity in LRR motifs, perhaps diversifying selection has resulted in an increase in NBS-LRR RGA copy number, via gene duplication. Within such RGA clusters, numerous R-genes may be present conferring resistance to different strains of a particular pathogen or to different pathogen taxa . Such genomic organization may also represent a variation reservoir, from which new R-gene specificities may evolve.
Given that 33 contiguous Musa RGAs were identified in our study, further testing of additional probes representative of distinct clades against the Musa BAC libraries would likely identify more putative resistance loci across the three genomes. Ongoing shotgun sequencing of a number of clones from each of the Musa BAC libraries will contribute to our understanding of the organization and mechanisms governing evolution of NBS-LRR resistance gene regions, with comparisons of alleles within each genome and orthologs across the three genomes, and will provide an additional basis for genetic marker development.
Given the low genetic diversity existent in commercial Musa cultivars, the rapid spread of fungal pathogens, together with the slow progress in gene discovery in Musa, this conserved orthologous sequences (COS) marker approach towards R-gene discovery was conducted, to provide potential opportunities for genetic improvement via marker assisted selection, genetic breeding and genetic engineering. This work, as well as reporting the first large scale analysis of RGA diversity in M. acuminata Calcutta 4, described a primer design strategy for NBS-LRR RGAs across monocotyledonous genomes, and developed RFLP-RGA markers for genetic mapping. RGA-containing BAC clones will serve as a resource for map-based cloning, and will contribute to our understanding of the organisation and evolution of NBS-LRR R-genes in the Musa A and B genomes.
Plant material and DNA extraction
M. acuminata Calcutta 4 plants [Musa Germplasm Information System (MGIS) accession number NEU0017, genus section EUMUSA]  were propagated in vitro and plants maintained in a greenhouse. Genomic DNA was extracted using a standard CTAB approach, with young leaf tissues macerated using a Bio 101 Thermo Savant FastPrep® FP 120 cell disrupter (Qbiogene, Irvine, CA, USA). For RFLP-RGA marker development, genomic DNA was extracted from young leaves in M. acuminata mapping population parentals Borneo (NEU 0028 – ITC 0253) and Pisang Lilin (NEU 0063 – ITC001), together with F1 progeny, using a modified mixed alkyl trimethyl ammonium bromide (MATAB) procedure .
Degenerate primer sets
Nine degenerate primers were designed in this study (Figure 6, Table 1). Seven were designed based upon conserved motifs in non-TIR NBS-LRR domain-containing monocotyledon sequences obtained from Genbank (primers 39F1, 1F, 3F2, and 2F [all forward], and 1R1, 13R1, and 11R1 [all reverse]). Primers P1C and P3B targeted non-TIR NBS-LRR protein motifs in dicotyledons, designed following alignment of resistance proteins tomato PRF (gi:1513144), tomato I2C-1 (gi:2258315), A. thaliana RPS2 (gi:548086) and RPS1 (gi:963017), and the C. elegans Cell death protein 4. Additional universal primers targeting both TIR and non-TIR NBS-LRR R proteins were also tested, which were previously designed from conserved motifs (Table 1) present in several dicotyledonous plant RGAs (A. thaliana, Linum usitatissimum, Solanum lycopersicon, Nicotiana glutinosa and Solanum tuberosum). Universal forward primers comprised P1A, P1B , and LM638 , and reverse primers P3A, P3D , and RNBSD-rev . In total, 14 out of the 16 possible primer combinations were tested (Table 2).
Each PCR reaction was performed in a 25 μl volume, containing 50 ng of template genomic DNA, 2.5 mM MgCl2, 0.2 mM dNTPs, 0.5 μM of each primer, 1.25 U of Taq polymerase (Phoneutria, Belo Horizonte, MG, Brazil), and 1× IB Taq polymerase buffer (Phoneutria, Belo Horizonte, MG, Brazil). Temperature cycling was conducted with the following program: 96°C for 5 min; 35 cycles of 96°C for 1 min, 45°C for 1 min, and 72°C for 1 min; plus an extra elongation period of 10 min at 72°C.
Cloning and sequencing
Following electrophoresis, PCR products of expected size were purified using a Qiagen QIAquick PCR purification kit (Qiagen, Valencia, Ca, USA). Products were cloned using either pGEM-T-Easy (Promega, Madison, WI, USA) or pCR2.1TOPO (Invitrogen, Carlsbad, CA, USA). Ligations were desalted using Millipore dialysis membranes (0.02 μM) and DH5α Escherichia coli cells were transformed either by electroporation using a GenePulser II (Bio-Rad, Hercules, CA, USA) set at 2.5 kV and 200Ω, or via a standard heat shock protocol. Recombinant plasmid clones were selected and manipulated following standard protocols . Forward and reverse sequencing of clones was conducted on ABI 377 and 3700 DNA sequencers (Applied Biosystems, Foster City, CA, USA), using, for each respective sequencer, a DYEnamic ET Terminator Cycle Sequencing Kit (Amersham Biosciences, Piscataway, NJ, USA) and an ABI BigDye Terminator Cycle Sequencing Kit (Applied Biosystems, Foster City, CA, USA).
Sequences were processed to remove vector and poor quality sequences using the Staden sequence analysis software package . Contig assembly was performed using CAP3  and by manual editing. RGAs were identified on the basis of sequence similarity using the program BLASTX , against a local database of A. thaliana R-genes and homologues, as described in . Further confirmation was obtained by checking for the Pfam NB-ARC domain , which is a protein domain characteristic of plant resistance genes, using the program HMMER . Only unbroken reading frames between the NBS domain kinase 2 and GLPL motifs (a common sequence to all generated contigs) were retained. Derived protein sequence alignments were obtained using the program MUSCLE , and included 21 representative non-TIR NBS-LRR sequences from A. thaliana and 43 from O. sativa. Bayesian phylogenetic inference was performed using the program MrBayes v.3.1.2 , according to the Jones+Gamma model, using 6 parallel Monte Carlo chains over 106 generations. The reliability of tree topologies was tested by bootstrapping 1000 times, with construction of a final majority rule consensus tree.
Identification of polymorphic RGA genetic markers
Musa RGAs were hybridized on restricted genomic DNA of parentals M. acuminata spp. microcarpa Borneo and Pisang Lilin. Restriction enzyme survey test blots were conducted to identify probe/enzyme combinations revealing polymorphisms, using Musa RGA clones representative of 33 contigs as candidate RFLP probes. Parental genomic DNA (91 μg) was digested separately with 1040 U each of enzymes DraI, EcoRV, and HindIII, followed by removal of proteins and salts. RFLP digests (20 μl) were separated by electrophoresis on 1% agarose gels run overnight at 30 V in 1× TAE buffer, together with 1 kb Ladder (Invitrogen, Carlsbad, CA, USA) and Raoul markers (Appligene, Illkirch, France). Southern blotting onto Hybond N+ membranes (Amersham Biosciences, Piscataway, NJ, USA) was conducted via capillary transfer with 0.25N HCl depurination solution, 0.4N NaOH neutralization solution, and 0.4N NaOH transfer solution, according to standard protocols. Test blot membranes were placed in pre-hybridization buffer (20 × SSPE, 20% SDS, Denhart's 50 ×, E. coli tRNA (10 mg/ml)) and incubated overnight at 65°C in a rotisserie oven. RGA probes were denatured at 95°C for 5 min, and 5 μl labelled with 4 μl (α-32P dCTP) via random hexanucleotide primed DNA synthesis using a Megaprime™ DNA Labelling System RPN 1607 (Amersham Biosciences, Piscataway, NJ, USA). Probes were added to 20 ml of hybridization solution (20 × SSPE, 20% SDS, Denhart's 50 ×, E. coli tRNA [10 mg/ml], 50% Dextran/H2O) and again incubated overnight at 65°C. In order to remove non-specific background following hybridization, membranes were washed at 65°C for 20 min, twice in wash solution 1 (5 × SSPE), once in wash solution 2 (1 × SSPE and 0.1 × SDS), and once in wash solution 3 (0.1 × SSPE and 0.1 × SDS). Membranes were air dried and hybridization fingerprints observed after both overnight exposure on a filmless autoradiography Storm 820 imaging system (Amersham Biosciences, Piscataway, NJ, USA) and a 7 day room temperature exposure using autoradiography film and intensifying screens. Scorable fragment length polymorphisms were examined for each RGA probe/restriction enzyme combination.
Physical distribution of MusaRGAs
Two RGA probes were hybridized to high density colony filters representing previously constructed BAC libraries M. acuminata Calcutta 4 (AA) , M. acuminata Grande Naine (AAA) , and M. balbisiana Pisang Klutuk Wulung (PKW) (BB) . Probe labelling, hybridization, washing and exposure procedures were as described earlier. For all positive BAC clones identified, 3 μl of glycerol stock for each clone were inoculated into 3 ml of 2 × YT medium containing chloramphenicol (12.5 μg/ml), and grown at 37°C for 14 h. BAC DNA isolation was conducted using a standard alkaline lysis procedure on a QIAGEN BIO ROBOT 9600 (Qiagen, Valencia, CA, USA). DNA samples (500 ng) were digested overnight with 40 U of HindIII or EcoRI (New England BioLabs, Ipswich, MA, USA), loaded onto 1% gels and fragments separated by overnight electrophoresis at 40 V. BAC clones initially identified on high density filters were validated by re-hybridization with the corresponding RGA probe used in initial BAC filter screening, using blotting and probe hybridization procedures as described for RGA genetic marker studies.
Frison EA, Sharrock S: The Economic, social and nutritional importance of banana in the world: 1998/11/10. Edited by: C. Picq , E. Fouré and E.A. Frison. Douala, Cameroon, International Network for the Improvement of Banana and Plantainl; 21-31.
Janick J: Acta Hort (ISHS). 1998, Tenerife, Spain, International Society for Horticultural Science, Leuven (BEL), 490: 39-46. Fruit breeding in the 21st century: 1997/11/10; Tenerife (ESP),First International Symposium on Banana in the Subtropics
HH F: Current status of the gene-for-gene concept. Annu Rev Phytopathol. 1971, 9: 275-296. 10.1146/annurev.py.09.090171.001423.
Martin GB, Bogdanove AJ, Sessa G: Understanding the functions of plant disease resistance proteins. Annu Rev Plant Biol. 2003, 54: 23-61. 10.1146/annurev.arplant.54.031902.135035.
Rommens CM, Kishore GM: Exploiting the full potential of disease-resistance genes for agricultural use. Curr Opin Biotechnol. 2000, 11: 120-125. 10.1016/S0958-1669(00)00083-5.
Meyers BC, Dickerman AW, Michelmore RW, Sivaramakrishnan S, Sobral BW, Young ND: Plant disease resistance genes encode members of an ancient and diverse protein family within the nucleotide-binding superfamily. Plant J. 1999, 20: 317-332. 10.1046/j.1365-313X.1999.t01-1-00606.x.
van Der Biezen EA, Freddie CT, Kahn K, Parker JE, Jones JD: Arabidopsis RPP4 is a member of the RPP5 multigene family of TIR-NB-LRR genes and confers downy mildew resistance through multiple signalling components. Plant J. 2002, 29: 439-451. 10.1046/j.0960-7412.2001.01229.x.
Dangl JL, Jones JD: Plant pathogens and integrated defence responses to infection. Nature. 2001, 411: 826-833. 10.1038/35081161.
Meyers BC, Kaushik S, Nandety RS: Evolving disease resistance genes. Curr Opin Plant Biol. 2005, 8: 129-134. 10.1016/j.pbi.2005.01.002.
Cannon SB, Zhu H, Baumgarten AM, Spangler R, May G, Cook DR, Young ND: Diversity, distribution, and ancient taxonomic relationships within the TIR and non-TIR NBS-LRR resistance gene subfamilies. J Mol Evol. 2002, 54: 548-562. 10.1007/s00239-001-0057-2.
Ellis J, Jones D: Structure and function of proteins controlling strain-specific pathogen resistance in plants. Curr Opin Plant Biol. 1998, 1: 288-293. 10.1016/1369-5266(88)80048-7.
van Der Biezen EA, Jones JD: The NB-ARC domain: a novel signalling motif shared by plant resistance gene products and regulators of cell death in animals. Curr Biol. 1998, 8: R226-R227. 10.1016/S0960-9822(98)70145-9.
Tameling WI, Elzinga SD, Darmin PS, Vossen JH, Takken FL, Haring MA, Cornelissen BJ: The tomato R gene products I-2 and MI-1 are functional ATP binding proteins with ATPase activity. Plant Cell. 2002, 14: 2929-2939. 10.1105/tpc.005793.
Fluhr R: Sentinels of disease. Plant resistance genes. Plant Physiol. 2001, 127: 1367-1374. 10.1104/pp.127.4.1367.
Young ND: The genetic architecture of resistance. Curr Opin Plant Biol. 2000, 3: 285-290. 10.1016/S1369-5266(00)00081-9.
Michelmore RW, Meyers BC: Clusters of resistance genes in plants evolve by divergent selection and a birth-and-death process. Genome Res. 1998, 8: 1113-1130.
Parker JE, Coleman MJ, Szabo V, Frost LN, Schmidt R, van Der Biezen EA, Moores T, Dean C, Daniels MJ, Jones JD: The Arabidopsis downy mildew resistance gene RPP5 shares similarity to the toll and interleukin-1 receptors with N and L6. Plant Cell. 1997, 9: 879-894. 10.1105/tpc.9.6.879.
Bai J, Pennill LA, Ning J, Lee SW, Ramalingam J, Webb CA, Zhao B, Sun Q, Nelson JC, Leach JE, Hulbert SH: Diversity in nucleotide binding site-leucine-rich repeat genes in cereals. Genome Res. 2002, 12: 1871-1884. 10.1101/gr.454902.
Meyers BC, Morgante M, Michelmore RW: TIR-X and TIR-NBS proteins: two new families related to disease resistance TIR-NBS-LRR proteins encoded in Arabidopsis and other plant genomes. Plant J. 2002, 32: 77-92. 10.1046/j.1365-313X.2002.01404.x.
Traut TW: The functions and consensus motifs of nine types of peptide segments that form different types of nucleotide-binding sites. Eur J Biochem. 1994, 222: 9-19. 10.1111/j.1432-1033.1994.tb18835.x.
Hammond-Kosack KE, Jones JD: Plant disease resistance genes. Annu Rev Plant Physiol Plant Mol Biol. 1997, 48: 575-607. 10.1146/annurev.arplant.48.1.575.
Saraste M, Sibbald PR, Wittinghofer A: The P-loop--a common motif in ATP- and GTP-binding proteins. Trends Biochem Sci. 1990, 15: 430-434. 10.1016/0968-0004(90)90281-F.
Kanazin V, Marek LF, Shoemaker RC: Resistance gene analogs are conserved and clustered in soybean. Proc Natl Acad Sci U S A. 1996, 93: 11746-11750. 10.1073/pnas.93.21.11746.
Aarts MG, te Lintel HB, Holub EB, Beynon JL, Stiekema WJ, Pereira A: Identification of R-gene homologous DNA fragments genetically linked to disease resistance loci in Arabidopsis thaliana. Mol Plant Microbe Interact. 1998, 11: 251-258. 10.1094/MPMI.19220.127.116.11.
Leister RT, Katagiri F: A resistance gene product of the nucleotide binding site -- leucine rich repeats class can form a complex with bacterial avirulence proteins in vivo. Plant J. 2000, 22: 345-354. 10.1046/j.1365-313x.2000.00744.x.
Bertioli DJ, Leal-Bertioli SC, Lion MB, Santos VL, Pappas G, Cannon SB, Guimaraes PM: A large scale analysis of resistance gene homologues in Arachis. Mol Genet Genomics. 2003, 270: 34-45. 10.1007/s00438-003-0893-4.
Chelkowski J, Koczyk G: Resistance gene analogues of Arabidopsis thaliana: recognition by structure. J Appl Genet. 2003, 44: 311-321.
Pei X, Li S, Jiang Y, Zhang Y, Wang Z, Jia S: Isolation, characterization and phylogenetic analysis of the resistance gene analogues (RGAs) in banana (Musa spp.). Plant Sci. 2007, 172: 1166-1174. 10.1016/j.plantsci.2007.02.019.
Wiame L, Swennen R, Sagi L: PCR-based cloning of candidate disease resistance genes from banana (Musa acuminata). Acta Hort. 2000, 521: 51-57.
Peraza-Echeverria S, James-Kay A, Canto-Canche B, Castillo-Castro E: Structural and phylogenetic analysis of Pto-type disease resistance gene candidates in banana. Mol Genet Genomics. 2007, 278: 443-453. 10.1007/s00438-007-0262-9.
Mohamad A, Heslop-Harrison JS: Genomes, diversity and resistance gene analogs in Musa species. Cytogenet Genome Res. 2008,
Bailey TL, Elkan C, et al: Fitting a mixture model by expectation maximization to discover motifs in biopolymers: 1994/8/14. 1994, Stanford, USA, AAAI Press, 28-36.
Rose TM, Schultz ER, Henikoff JG, Pietrokovski S, McCallum CM, Henikoff S: Consensus-degenerate hybrid oligonucleotide primers for amplification of distantly related sequences. Nucleic Acids Res. 1998, 26: 1628-1635. 10.1093/nar/26.7.1628.
Penuela S, Danesh D, Young ND: Targeted isolation, sequence analysis, and physical mapping of nonTIR NBS-LRR genes in soybean. Theor Appl Genet. 2002, 104: 261-272. 10.1007/s00122-001-0785-0.
SanMiguel P, Tikhonov A, Jin YK, Motchoulskaia N, Zakharov D, Melake-Berhan A, Springer PS, Edwards KJ, Lee M, Avramova Z, Bennetzen JL: Nested retrotransposons in the intergenic regions of the maize genome. Science. 1996, 274: 765-768. 10.1126/science.274.5288.765.
Song WY, Wang GL, Chen LL, Kim HS, Pi LY, Holsten T, Gardner J, Wang B, Zhai WX, Zhu LH, Fauquet C, Ronald P: A receptor kinase-like protein encoded by the rice disease resistance gene, Xa21. Science. 1995, 270: 1804-1806. 10.1126/science.270.5243.1804.
Noel L, Moores TL, van Der Biezen EA, Parniske M, Daniels MJ, Parker JE, Jones JD: Pronounced intraspecific haplotype divergence at the RPP5 complex disease resistance locus of Arabidopsis. Plant Cell. 1999, 11: 2099-2112. 10.1105/tpc.11.11.2099.
Chou Q, Russell M, Birch DE, Raymond J, Bloch W: Prevention of pre-PCR mis-priming and primer dimerization improves low-copy-number amplifications. Nucleic Acids Res. 1992, 20: 1717-1723. 10.1093/nar/20.7.1717.
Initiative AG: Analysis of the genome sequence of the flowering plant Arabidopsis thaliana. Nature. 2000, 408: 796-815. 10.1038/35048692.
Goff SA, Ricke D, Lan TH, Presting G, Wang R, Dunn M, Glazebrook J, Sessions A, Oeller P, Varma H, Hadley D, Hutchison D, Martin C, Katagiri F, Lange BM, Moughamer T, Xia Y, Budworth P, Zhong J, Miguel T, Paszkowski U, Zhang S, Colbert M, Sun WL, Chen L, Cooper B, Park S, Wood TC, Mao L, Quail P, Wing R, Dean R, Yu Y, Zharkikh A, Shen R, Sahasrabudhe S, Thomas A, Cannings R, Gutin A, Pruss D, Reid J, Tavtigian S, Mitchell J, Eldredge G, Scholl T, Miller RM, Bhatnagar S, Adey N, Rubano T, Tusneem N, Robinson R, Feldhaus J, Macalma T, Oliphant A, Briggs S: A draft sequence of the rice genome (Oryza sativa L. ssp. japonica). Science. 2002, 296: 92-100. 10.1126/science.1068275.
Pan Q, Wendel J, Fluhr R: Divergent evolution of plant NBS-LRR resistance gene homologues in dicot and cereal genomes. J Mol Evol. 2000, 50: 203-213.
Lefebvre V, Chevre AM: Tools for marking plant disease and pest resistance genes: a review. Agronomie. 1995, 15: 3-19. 10.1051/agro:19950101.
Ramalingam J, Vera Cruz CM, Kukreja K, Chittoor JM, Wu JL, Lee SW, Baraoidan M, George ML, Cohen MB, Hulbert SH, Leach JE, Leung H: Candidate defense genes from rice, barley, and maize and their association with qualitative and quantitative resistance in rice. Mol Plant Microbe Interact. 2003, 16: 14-24. 10.1094/MPMI.2003.16.1.14.
Faure S, Noyer JL, Careel F, Horry JP, Bakry F, Lanaud C: A molecular marker-based linkage map of diploid bananas (Musa acuminata). Theor Appl Genet. 1993, 87: 517-526. 10.1007/BF00215098.
Vilarinhos AD, Carreel F, Rodier M, Hippolyte I, Benabdelmouna A, Triarie D, Bakry F, Courtois B, D'Hont A, et al: Characterization of translocations in banana by FISH of BAC clones anchored to a genetic map: 2006/1/14. 2006, San Diego, USA.
Hulbert SH, Webb CA, Smith SM, Sun Q: Resistance gene complexes: evolution and utilization. Annu Rev Phytopathol. 2001, 39: 285-312. 10.1146/annurev.phyto.39.1.285.
Meyers BC, Kozik A, Griego A, Kuang H, Michelmore RW: Genome-wide analysis of NBS-LRR-encoding genes in Arabidopsis. Plant Cell. 2003, 15: 809-834. 10.1105/tpc.009308.
van der Vossen EA, van der Voort JN, Kanyuka K, Bendahmane A, Sandbrink H, Baulcombe DC, Bakker J, Stiekema WJ, Klein-Lankhorst RM: Homologues of a single resistance-gene cluster in potato confer resistance to distinct pathogens: a virus and a nematode. Plant J. 2000, 23: 567-576. 10.1046/j.1365-313x.2000.00814.x.
Daniells J, Jenny C, Karamura C, Tomekpe K: Musalogue: diversity in the genus Musa. 2001, Montpellier, France, International Network for the Improvement of Banana and Plantain (INIBAP), second
Gawel NJ, Jarret RL: A modified CTAB DNA extraction procedure for Musa and Ipomoea. Plant Mol Biol Rep. 1991, 9: 262-266.
Sambrook J, Russel DW: Molecular cloning: a laboratory manual. 2001, Cold Spring Harbor, NY, USA, Cold Spring Harbor Laboratory, 3rd
Staden R: The Staden sequence analysis package. Mol Biotechnol. 1996, 5: 233-241.
Huang X, Madan A: CAP3: a DNA sequence assembly program. Genome Res. 1999, 9: 868-877. 10.1101/gr.9.9.868.
Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ: Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res. 1997, 25: 3389-3402. 10.1093/nar/25.17.3389.
Eddy SR: HMMER: profile hidden Markov models for biological sequence analysis. 2007, [http://hmmer.janelia.org]
Edgar RC: MUSCLE: multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. 2004, 32: 1792-1797. 10.1093/nar/gkh340.
Ronquist F, Huelsenbeck JP: MrBayes 3: Bayesian phylogenetic inference under mixed models. Bioinformatics. 2003, 19: 1572-1574. 10.1093/bioinformatics/btg180.
Vilarinhos AD, Piffanelli P, Lagoda P, Thibivilliers S, Sabau X, Carreel F, D'Hont A: Construction and characterization of a bacterial artificial chromosome library of banana (Musa acuminata Colla). Theor Appl Genet. 2003, 106: 1102-1106.
Piffanelli P, Dolezel J, Sabau X, Vilarinhos AD, Souza MT, Ciampi A, Noa-Carrazana JC, Safar J, Town C, Mbeguie-A-Mbeguie D, D'Hont A, Chalhoub B, Careel F, Lagoda P, Cote F, Glaszmann JC, Frison EA, et al: Musagenomics: Creation of a BAC-based platform for banana genomics: 2003/6/23. 2003, Barcelona, Spain, 61.
Safar J, Noa-Carrazana JC, Vrana J, Bartos J, Alkhimova O, Sabau X, Simkova H, Lheureux F, Caruana ML, Dolezel J, Piffanelli P: Creation of a BAC resource to study the structure and evolution of the banana (Musa balbisiana) genome. Genome. 2004, 47: 1182-1191. 10.1139/g04-062.
This work was funded by the IAEA (Project 13187/R0), The Generation Challenge Program (GCP-SP2-project #15), CNPq (Projects 680.398/01-5 and 506165/2004-3), Embrapa and the Universidade Católica de Brasília. CMRS was supported by a fellowship from the CNPq. We thank two anonymous reviewers for their useful comments on the manuscript.
All authors read and approved the final manuscript. RNGM participated in conceiving the study, DNA extraction, PCR amplification, library construction, genetic and physical mapping, and drafting the final manuscript. DJB participated in conceiving the study, primer design, and sequence analysis. FCB supervised mapping of RGA markers and physical mapping. CMRS, NFM and RCT participated in bioinformatics. PCA participated in PCR amplification and library construction. MTSJ participated in conceiving the study, DNA extraction, PCR amplification, and RGA library construction. GJPJ participated in conceiving the study, primer design strategy, and bioinformatics.
Authors’ original submitted files for images
About this article
Cite this article
Miller, R.N., Bertioli, D.J., Baurens, F.C. et al. Analysis of non-TIR NBS-LRR resistance gene analogs in Musa acuminata Colla: Isolation, RFLP marker development, and physical mapping. BMC Plant Biol 8, 15 (2008). https://doi.org/10.1186/1471-2229-8-15
- Resistance Gene Analog
- Musa Acuminata
- Musa Sequence
- Black Leaf Streak Disease
- GLPL Motif