Summary
Intraspecific genetic incompatibilities prevent the assembly of specific alleles into single genotypes and influence genome- and species-wide patterns of sequence variation. A common incompatibility in plants is hybrid necrosis, characterized by autoimmune responses due to epistatic interactions between natural genetic variants. By systematically testing thousands of F1 hybrids of Arabidopsis thaliana strains, we identified a small number of incompatibility hotspots in the genome, often in regions densely populated by NLR immune receptor genes. In several cases, these immune receptor loci interact with each other, suggestive of conflict within the immune system. A particularly dangerous locus is a highly variable cluster of NLR genes, DANGEROUS MIX2 (DM2), which causes multiple, independent incompatibilities with genes that encode a range of biochemical functions, including NLRs. Our findings suggest that deleterious interactions of immune receptors at the front lines of host-pathogen co-evolution limit the combinations of favorable disease resistance alleles accessible to plant genomes.
Keywords: hybrid incompatibility, hybrid necrosis, epistasis, autoimmunity, NLR, Arabidopsis thaliana
Introduction
When independently diverging genomes meet in hybrids, the differences that have accumulated over evolutionary time can have detrimental consequences. The ensuing incompatibilities were formally described by Bateson, Dobzhansky and Muller, who proposed a scenario under which complementary changes occur in two different populations; the individual changes are innocuous in their native genomic contexts, and they reduce viability or fertility only when combined in hybrids (Coyne and Orr, 2004). This type of deleterious, or negative, epistasis has been most prominently studied in interspecific crosses, where the interacting alleles are fixed in the different populations (Maheshwari and Barbash, 2011; Presgraves, 2010; Rieseberg and Blackman, 2010). More recent work has begun to focus on deleterious epistasis within species, where the interacting alleles are polymorphic and segregate in a single intermating population (Corbett-Detig et al., 2013; Hou et al., 2014; Seidel et al., 2008). One can envision a series of evolutionary forces responsible for the emergence of interacting alleles. On the one hand, genetic drift could play a role, with segregating alleles that are neutral or merely mildly deleterious on their own giving rise to synthetic deleterious interactions (Bikard et al., 2009; Phillips and Johnson, 1998). At the other end of the spectrum, adaptation and intragenomic conflicts have been implicated as factors that may contribute to a reduction in hybrid viability or fertility (Crespi and Nosil, 2013; Cutter, 2012; Lachance and True, 2010). Regardless of the ultimate cause, high levels of sequence divergence at incompatibility loci appear to be positively correlated with deleterious interactions. Ultimately, as lineages diverge and become genetically more differentiated, segregating variants may rise to high frequency in specific populations and thereby reduce gene flow among them.
Genes of the immune system are particularly polymorphic in many organisms, because of an evolutionary arms race between hosts and pathogens (Quintana-Murci and Clark, 2013; Sackton et al., 2007; Vilches and Parham, 2002). This is also true for plants. Prominent, highly variable components of the plant immune system are the nucleotide-binding domain and leucine-rich repeat (NLR) proteins, with plant genomes often encoding hundreds of NLRs (Cao et al., 2011; Jacob et al., 2013). Plant NLRs typically function as immune receptors that confer disease resistance by monitoring the integrity of important plant proteins or the presence of pathogen effector proteins (Collier and Moffett, 2009).
Apart from having to keep up with the ongoing evolution of individual pathogens, hosts must also accumulate resistance against as many different pathogens as possible. This in turn entails its own dangers, in the form of genetic variants that lead to enhanced immunity, but at the same time reduce growth or health due to autoimmunity (Todesco et al., 2010; Trowsdale and Knight, 2013). In plants, especially severe autoimmune phenotypes have been observed in hybrids descended from phenotypically normal parents. This syndrome, hybrid necrosis, is found in intra- and interspecific crosses and it spans a range of severity, from cases where only a small subset of F2 progeny is weakly affected to ones in which all F1 hybrids die. The lesions and reduced growth of necrotic hybrids are often alleviated at higher temperature, greatly facilitating the genetic analysis of severe cases (Bomblies and Weigel, 2007).
To date, four hybrid necrosis cases due to two-locus epistasis have been studied at the molecular level in tomato, lettuce and rice. Of the six causal loci that have been positively identified, one encodes an NLR and another one a known NLR-interactor. In addition, the mapping interval for one of the remaining loci includes several NLRs (Chen et al., 2014; Jeuken et al., 2009; Krüger et al., 2002; Yamamoto et al., 2010). Similarly, the first hybrid necrosis gene positively identified in Arabidopsis thaliana, DANGEROUS MIX1 (DM1), encodes an NLR. It interacts with the DM2 locus, which was mapped to a polymorphic cluster of RPP1 NLR genes that is probably also responsible for an independent F2 incompatibility (Alcázar et al., 2009; Bomblies et al., 2007). In natural accessions of A. thaliana, the RPP-subfamily of NLR genes is particularly variable, both in sequence and copy number. The high diversity of RPP loci, which recognize different strains of the oomycete pathogen Hyaloperonospora arabidopsidis ex parasitica (Hpa) in an allele-specific manner, points to these genes as actors in an active co-evolutionary tug-of-war between host and pathogen (Allen et al., 2004; Bakker et al., 2006; Holub and Beynon, 1997).
While there is increasing evidence for natural variation in immunity potentially leading to genetic incompatibilities in plants, species-wide patterns of immune-related deleterious epistasis remain unknown. For example, are specific immune loci especially likely to be involved in deleterious epistasis? Do they interact more often with other immune loci than with non-immune genes? And is deleterious epistasis correlated with geographic and genetic distance? To systematically investigate which factors in the plant immune system contribute to intraspecific incompatibility, we have examined F1 progeny from thousands of A. thaliana crosses, including all combinations among 80 accessions that represent much of the common genetic diversity in the species (Cao et al., 2011). We have mapped several hybrid necrosis loci to regions of the genome that contain multiple NLR genes in tandem arrays, with different allelic variants at DM2/RPP1 being responsible for several independent incompatibilities. We also found cases where different alleles at a locus interact with each other, or where independent pairs of alleles at two loci are incompatible with each other. Because many interactions are between components of the plant immune system, we propose that epistatic fitness effects limit the extent to which favorable immune alleles can be combined.
Results
A systematic resource for the discovery of genetic incompatibilities
About two percent of crosses between randomly chosen accessions of A. thaliana suffer from F1 hybrid necrosis when grown at 16°C (Bomblies et al., 2007). To determine the incidence of hybrid necrosis and other F1 weakness syndromes more systematically, and to obtain insights into how genetic kinship affects the probability of hybrid necrosis, we turned to 80 accessions that had their genomes sequenced in the first phase of the 1001 Genomes project (Cao et al., 2011). These 80 accessions represent much of the common diversity across the species’ native range, and can thus provide insights into the distribution of hybrid necrosis alleles in both the global and in local populations. To facilitate the large number of crosses, male-sterile lines were derived by knocking down the floral homeotic gene AP3 (Wuest et al., 2012). Together with additional crosses that mostly involved accessions carrying known DM alleles, we assembled a total of 6,409 crosses. This collection comprised 3,330 unique parental combinations; 3,160 of these made up a complete half-diallel of the 80 accessions (Table S1).
The most common morphological defects seen in F1 hybrids at 16°C were dwarfism and tissue necrosis, which fell into five classes of increasing severity, including two new extreme classes (Figures 1 and S1). In the previously described cases, morphological defects largely disappeared at 23°C (Bomblies et al., 2007). Class 4 phenotypes were only suppressed at 28°C, while class 5 individuals died as seedlings at all temperatures tested. Most necrotic hybrids had only mild defects (103 cases in class 1), 29 cases were intermediate (classes 2 to 4), and 10 cases were not genetically tractable due to lethality (class 5). Our threshold for identifying necrosis was quite stringent, and there might well be many more weak cases.
Mapping and identification of incompatibility loci
From the 142 F1 hybrid necrosis cases described here and the 27 identified previously (Bomblies et al., 2007), we chose seven for further genetic analysis. In addition to obvious phenotypes, we prioritized cases where at least one of the causal alleles was likely to be present in multiple genetic backgrounds, as judged by one parent producing similar F1 phenotypes with several other parents. Thus, the selected cases are likely to represent 31 of the 48 intermediate, genetically tractable hybrid necrosis examples in our collection.
The fraction of affected individuals in F2 populations indicated that hybrid phenotypes in five cases were due to pairwise interactions between genetically separable loci (Table S2). Segregation ratios in Ey1.5-2 x ICE228 and for the Bla-1 x Hh-0 lesioning trait were consistent with effects arising from heterozygous disadvantage at single regions of the genome (Table S2). We mapped causal loci mostly using Genotyping-By-Sequencing (GBS) of individual F2 plants (Elshire et al., 2011; Poland et al., 2012) and quantitative trait locus (QTL) methods (Table S3; Figures 2A–H). For leaf-twisting in Bla-1 x Hh-0, we used whole-genome sequencing of pooled DNA from F1-like individuals segregating in selfed BC5 progeny (Figures 2A, 2D and S2B).
Our analyses identified seven new hybrid necrosis loci, DM3 to DM9 (Figures 2 and S2A; Table 1), with final mapping intervals between 110 and 969 kb (Table S4). The DM2 region was represented in multiple crosses: DM3, DM4, and DM5 all interacted with DM2 alleles from different strains, as do the previously identified DM1 and SRF3 loci (Alcázar et al., 2010; Bomblies et al., 2007). Thus, at least five out of nine A. thaliana hybrid necrosis cases include DM2 as one of the interactors. Two cases mapped to different pairs of DM6 and DM7 alleles, and two involved heterozygous effects at single loci, DM8 and DM9.
Table 1.
Cross | Class* | Locus A | Evidence† | Locus B | Evidence† |
---|---|---|---|---|---|
Uk-1/Uk-3 | 3 | DM2 (RPP1) | Genomic/amiRNA | DM1 (SSI4) | Genomic/amiRNA†† |
Bla-1/Hh-0 F3a | 2 | DM2 (RPP1) | Genomic/amiRNA | DM3 (At3g61540) | Genomic/MIGS |
Bla-1/Hh-0 F2b | 2 | DM9 (ACD6) | Genomic/amiRNA§ | DM9 (ACD6) | Genomic/amiRNA§ |
TueWa1-2/ICE163 | 4 | DM2 (RPP1) | Map only | DM4 (RPP8) | Map only |
Dog-4/ICE163 | 2 | DM2 (RPP1) | Map only | DM5 | Map only |
KZ10/Mrk-0 | 3 | DM6 (RPP7) | Map only | DM7 (RPW8) | Genomic |
Fei-0/Lerik1-3 | 2 | DM6 (RPP7) | amiRNA | DM7 (RPW8) | Map only |
Ey1.5-2/ICE228 | 3 | DM8 (RPP4/5) | amiRNA | DM8 (RPP4/5) | amiRNA |
Classes 1 to 3 as described (Bomblies et al., 2007). Class 4 hybrids arrest as seedlings with only cotyledons and severe necrosis at 16°C, which were recovered at 28°C to set seeds.
‘Genomic’ refers to genomic fragment reproducing hybrid necrosis in transgenic plants.
Described previously (Bomblies et al., 2007).
Described in detail elsewhere (Todesco et al., 2014).
We identified the DM3 prolyl aminopeptidase (At3g61540) from Hh-0 as an interactor of DM2h from Bla-1 using transformation with genomic fragments and artificial miRNA (amiRNA) knockdown (Table 1; Figures 2 and S2B–E). In two crosses, KZ10 x Mrk-0 and Fei-0 x Lerik1-3, one of the causal loci, DM7, mapped to the RESISTANCE TO POWDERY MILDEW8 (RPW8) region, which contains a variable tandem array of genes encoding coiled-coil proteins (Xiao et al., 2001). Transgenic experiments revealed that RPW8.1KZ10 was sufficient to induce necrosis in the Mrk-0 background (Table 1; Figures 2 and S2F–G). Despite similar genomic locations of the incompatibility genes, KZ10 is compatible with Lerik1-3, and Mrk-0 with Fei-0 (Table S1), indicating that these incompatibilities likely include different pairs of alleles at DM6 and DM7.
We mapped the DM9 locus in two crosses, Bla-1 x Hh-0 (this work) and Mir-0 x Se-0. A detailed analysis of the causal locus, ACCELERATED CELL DEATH6 (ACD6, is reported elsewhere (Todesco et al., 2014).
We confirmed genes from the RPP7 and RPP4/5 NLR clusters as causal for DM6 and DM8 using amiRNAs (Table 1). DM4 also overlapped the location of an RPP cluster, RPP8 (Table S4). Four out of nine DM loci, accounting for ten of the causal alleles, thus map to highly variable RPP clusters (Figure 2I), which are the major sources for resistance to Hpa in A. thaliana (Nemri et al., 2010). In one DM2 case, discussed in detail below, we have direct evidence for interactions between two different NLR genes. Three other interactions, DM2/DM4, DM2/DM5, and the DM8 heterozygous incompatibility, also likely involve interactions between NLR genes, while the DM6/DM7 interactions involve an NLR candidate and a complex non-NLR immune locus, RPW8 (Xiao et al., 2001). Finally, the heterozygous interaction at DM9 is caused by distinct alleles of another complex non-NLR immune locus ACD6 (Lu et al., 2003). Our systematic mapping efforts therefore indicate that NLR alleles along with other polymorphic immune genes located in tandem arrays are responsible for most intraspecific F1 incompatibilities in A. thaliana.
Multiple incompatibilities due to the complex RPP1/DM2 NLR locus
To understand how incompatibilities at RPP clusters evolve, we studied the RPP1/DM2 locus from the accessions Uk-1 and Bla-1 in detail. We first assembled genomic sequences of the Uk-1 and Bla-1 DM2 clusters from overlapping fosmid clones, and compared these with sequences from the Ler and Col-0 accessions and the related species A. lyrata. In the A. thaliana reference strain Col-0, the DM2 locus contains two RPP1 paralogs that span 31 kb and that are part of a 180-kb RPP1 supercluster. The DM2 regions are much larger in Bla-1 and Uk-1, 119 kb and 128 kb (Figures 3A and S3). Both accessions contain eight RPP1 paralogs, similar to the 92-kb DM2Ler cluster, which includes seven complete and at least one truncated RPP1 homolog (Alcázar et al., 2009). Not a single RPP1-like gene is identical between accessions, consistent with the pattern of accession-specific incompatibilities (Figure 3B).
To test which of the RPP1-like genes in Uk-1 and Bla-1 are responsible for hybrid necrosis, we first knocked down individual DM2 genes with allele-specific amiRNAs (Figure S4A and Supplemental Experimental Procedures). We also introduced DM2 genomic clones into the incompatible parents Uk-3, which carries a DM2 interactor at DM1, and Hh-0, which carries a DM2 interactor at DM3 (Table 1). These experiments identified single genes in each accession, DM2dUk-1 and DM2hBla-1, as necessary and sufficient for hybrid necrosis (Figures 4A and S4B–G).
We asked whether autoimmunity depended on additional factors specific to the incompatible accessions. We first reconstituted the DM2Uk-1/DM1Uk-3 and DM2Bla-1/DM3Hh-0 interactions in the Col-0 background by crossing lines with the respective transgenes; in both cases doubly transgenic lines were severely necrotic (Figure 4B). Next, we transiently expressed each pair in Nicotiana benthamiana leaves. We observed necrosis symptoms that mimicked the hypersensitive response (HR) seen upon recognition of a pathogen by a plant host when incompatible alleles of DM2 and DM1, or DM2 and DM3 were combined (Figure 4C). Importantly, DM2 genes closely related to either DM2dUk-1 or DM2hBla-1 did not trigger HR-like necrosis in N. benthamiana when combined with DM1Uk-3 or DM3Hh-0 (Figure 4C), confirming that HR is not simply induced by any combination of foreign NLR genes. Furthermore, enzymatic activity of DM2 was required for HR in this system (Figure 4C), indicating that DM2 directly couples to downstream signaling events (Chung et al., 2011). These results demonstrate that incompatible pairs of DM proteins are sufficient to initiate cell death signaling conserved between species.
Distinct evolutionary histories of two causal DM2 alleles
Not all clades in a DM2 phylogeny (Figures S4H–J) include DM2 genes from all accessions. In addition, relationships among accessions within one clade often differ from those in another clade. Thus, likely as a result of independent cycles of local gene duplication and loss along with illegitimate recombination and gene conversion (Table S5), DM2 clusters from different lineages show little conserved synteny, vary in size, and are poorly conserved outside NLR gene fragments (Figure 3A). This is consistent with patterns reported for major immune receptor gene clusters throughout flowering plants (Jacob et al., 2013).
Despite the overall similarity of DM2h/At3g44670 alleles among several accessions (Figure S4H–J), the LRR region, which is likely responsible for pathogen recognition, showed signs of diversifying selection (Figures 5A and S5A–B; average Ka/Ks = 4.2 for codons encoding the putative solvent-exposed residues). We thus hypothesized that rare allelic differences in a rapidly evolving portion of this gene gave rise to the incompatible behavior of DM2hBla-1. We localized residues responsible for incompatibility with DM3 using domain swaps. We first mapped the incompatible sequences to the C-terminus of the DM2hBla-1 protein, which includes the LRRs (Figure S5C). By engineering polymorphisms from DM2hBla-1 that are rare in other accessions into the At3g44670Col-0 reference allele (Figures S5A and S5B), we identified two adjacent residues in the putative solvent exposed site of LRR4 that can confer partial necrosis-inducing activity when combined with C-terminal sequences (Figure S5D). This result highlights the potential of natural NLR variants for the identification of residues that increase protein activity, which would inform efforts to engineer semi-synthetic NLRs (Harris et al., 2013; Segretin et al., 2014).
RPP1-type proteins recognize and associate with proteins encoded by the Hpa ATR effector locus in an allele-specific manner (Krasileva et al., 2010). The hybrid necrosis-inducing residues in DM2hBla-1 mapped near a modeled docking site of ATR1 onto RPP1-WsB (Steinbrenner et al., 2012), suggesting that these variants have arisen from an arms-race between an immune receptor and a pathogen ligand.
The topology of genes in the DM2Uk-1 cluster, as well as the phylogenetic relationships between DM2 genes, suggested that DM2dUk-1 arose by two within-cluster duplications and involved at least three gene conversion events (Figure 5B; Table S5). The two closest paralogs within the Uk-1 cluster are DM2e and DM2g, with DM2e having suffered mutations that truncate the encoded protein (Figures 5B, S3 and S4H–J). Despite being within-cluster duplicates, DM2dUk-1 and DM2gUk-1 differ at many non-synonymous sites, partly due to sequence exchanges with different paralogs (Figure 5A; Table S5). We visualized broader patterns of variation by using DM2dUk-1 as a target for mapping of Illumina reads from 87 accessions. Accessions with very similar sequences across the entire gene were rare (Figure 5D). Moreover, similarity did not predict incompatibility: although ICE97 from Southern Italy has a DM2d copy that is very similar to that of Uk-1, ICE97 was not incompatible with Uk-3 (Table S1). The rarity of DM2dUk-1 is consistent with the hypothesis that DM2d is a rapidly evolving type I plant NLR gene, characterized by frequent sequence exchanges with other members of the same cluster (Kuang et al., 2004).
Unlike DM2dUk-1, DM2hBla-1 shows a clear orthologous relationship with DM2 genes in other accessions, At3g44670Col-0 and At3g44670Ler (Figures 5C and S4H–J), a pattern typical for type II plant NLR genes (Kuang et al., 2004). Alleles at type II genes, which can be rare or common, diversify mostly by point mutations in the LRR region, rather than by sequence exchanges between paralogs. All three DM2h-type orthologs, DM2hBla-1, At3g44670Col-0 and At3g44670Ler, are located at the 3′ end of the DM2 cluster and mark the beginning of a syntenic region of at least 22 kb that is well conserved between Ler, Col-0 and Bla-1, but that is not found in Uk-1 or A. lyrata (Figures 3A and 6A). DM2 hybrid necrosis alleles thus have arisen both as diversified orthologs and as paralogs within the tandemly arrayed gene cluster, accompanied by diversifying selection.
To assess the prevalence of haplotype sharing in this region, we asked whether the 3′ syntenic region is present in 16 additional accessions with a DM2h-type gene (Figure 5D; Table S6). Reconstruction of phylogenetic relationships across an 8 kb region demonstrated that at least 12 of the DM2h carriers shared very similar sequences in this region (Figure 6B). Close relationships were not evident on the other side of the DM2 cluster (Figure S6A), arguing against reduced haplotype diversity being simply a consequence of suppressed recombination, as reported for some NLR clusters (Chin et al., 2001). Such haplotype sharing among the 12 carriers, which extended over a region of 16 kb downstream of DM2h/At3g44670 (Welch two sample t-test, P<0.0001), was not observed next to two other NLR loci, the RPM1 single-gene locus and the RPP4/5 cluster (Figure 6C). We further confirmed haplotype sharing at DM2 among the DM2h carriers using the FST statistic as a proxy for genetic differentiation (Figure S6B). Together with the observation that the 12 accessions are otherwise not particularly related either (Figure 6D), this suggests that the pattern of reduced haplotype diversity is not due to a recent population bottleneck.
Geographic distribution of hybrid necrosis risk alleles
Two proteins that can produce hybrid necrosis in combination with DM2 alleles from Uk-3 and Ler have been previously identified, the NLR protein DM1 from Uk-1 (Bomblies et al., 2007) and the kinase SRF3 from Central Asian accessions (Alcázar et al., 2010). In this study, we identified the prolyl aminopeptidase DM3 from Hh-0 as an interactor of DM2h from Bla-1 (Figures 6E and S2B–E). In addition, the DM2 cluster from Dog-4 interacts with an unknown gene at the DM5 locus from ICE163, while the DM2 clusters from several South Tyrolean accessions including ICE163 interact with DM4 from TueWa1-2 (Figure 6E). We analyzed the genome-wide differentiation of DM2 risk allele carriers among the 80 accessions that served as parents of many of our hybrid crosses plus other known carriers. As expected, accessions with different DM2 alleles did not cluster with each other, but rather with other accessions from the same geographical regions (Figure 6D), supporting independent origins of the different risk alleles. One of the DM2 risk alleles was present in multiple strains from South Tyrol (Figure 6D; Table S1). This is similar to SRF3, for which incompatibility alleles are found throughout Central Asia (Alcázar et al., 2010), although overall population differentiation appears to be lower in Central Asia than in South Tyrol (Figures 6D, E) (Cao et al., 2011).
Discussion
The extent to which non-additive interactions between segregating alleles affect fitness related traits in both outcrossing and selfing organisms is a central question in genetics (Corbett-Detig et al., 2013; Mackay, 2014; Phillips, 2008). We have used a new, systematically structured population of F1 hybrids to determine the prevalence and causes of a common form of deleterious epistasis in plants, hybrid necrosis. A main finding is that interactions among immune genes are the most common cause of hybrid necrosis; this observation indicates that there are limits to the assembly of potentially favorable immune gene alleles in the same genetic background.
The crosses we investigated included parental pairs that were from the same location and sometimes closely related throughout the genome, as well as geographically and genetically distant parents. We found that genome-wide genetic differentiation, which is correlated with geographic distance in A. thaliana (Cao et al., 2011), is not a good predictor for hybrid incompatibility. We interpret the occurrence of incompatibilities between accessions from the same geographic region as a sign that the incompatibilities on their own do not greatly affect the frequency of the individual causal alleles in the population. The genetic architectures we uncovered include interactions between one locus and several other distinct loci (DM2 with DM1, DM3, DM4, DM5 and SRF3), between different pairs of alleles at the same two loci (DM6 with DM7), and between different alleles at the same locus (at DM8 and at DM9). This highlights that particular loci are disproportionately dangerous, and can repeatedly cause independent deleterious epistatic interactions. Another important finding is that a large fraction of the hybrid necrosis alleles map to plant NLR immune receptor loci. While we do not yet have proof that any of the specific alleles we have identified are beneficial in nature, the extreme variability of a subset of immune genes is in itself thought to be advantageous, particularly where resistance genes co-evolve with extant pathogens (Holub, 2001; Michelmore and Meyers, 1998; Yang et al., 2013). Moreover, crop breeders have actively selected hybrid necrosis genes because they confer agronomically relevant resistances (Bomblies and Weigel, 2007; Krüger et al., 2002). This specific connection to the immune system sets our study apart from intraspecific studies in other systems where the evolutionary forces that give rise to deleterious epistasis remain largely unknown (Corbett-Detig et al., 2013).
It may not appear surprising that many hybrid necrosis genes encode NLR proteins, but two findings were unexpected: that RPP genes, which correspond to the major regions of the A. thaliana genome that encode resistance to the pathogen Hpa (Holub and Beynon, 1997; Nemri et al., 2010) are over-represented, and that a single locus, DM2/RPP1, is involved in over half of all hybrid necrosis cases mapped to date. Among RPP genes, RPP1 appears to be the most versatile locus, with alleles conferring resistance against many different Hpa genotypes and mediating different necrosis phenotypes (Holub and Beynon, 1997). That DM2/RPP1 is at the same time a frequent trigger of autoimmunity underscores the potential dangers of a rapidly evolving immune system, both with respect to new mutations at this locus, and upon outcrossing between accessions.
Because we found several interactions between different alleles at the same locus, our observations have implications not only for what has been called statistical epistasis, which is concerned with interactions between segregating polymorphisms, but also for functional epistasis, which refers to the allowed mutational paths of individual loci (Weinreich et al., 2005). Similar to DM2/RPP1, NLR genes are often arranged in tandem arrays. In a single tandem array, mutations could arise that cause deleterious interactions between proteins encoded by different members of such an array, but these would presumably be selected against, thereby limiting diversification within the array. In this context, it is of interest that the hybrid necrosis activity of the DM2hBla-1 allele was apparently acquired stepwise, as deduced from our experiments with domain swaps.
Perhaps the most important conclusion from our findings is that autoimmunity in hybrids might limit the assembly of superior immune alleles into a single genotype, because of the interactions between NLRs and other loci involved in immunity. We note that the self-fertilizing mating system of A. thaliana is not a barrier to the rapid reassortment of genetic diversity. In the native range of the species, identical multi-locus haplotypes are generally confined to individual small stands, and outcrossing rates in nature are sufficient to frequently generate new genetic combinations (Bomblies et al., 2010). It is noteworthy that we identified several accessions that carry multiple hybrid necrosis risk alleles. For example, the ICE163 accession carries both a DM2 risk allele that is incompatible with DM4 from TueWa1-2, and a risk allele at DM5 that is incompatible with DM2 from Dog-4. Similarly, hybrid necrosis alleles at both DM2 and DM9 are found in Bla-1, at both DM4 and DM7 in TueWa1-2, and at both DM7 and an unmapped class 5 locus in TueScha-9 (Table S1). Multiple incompatibility risk alleles in the same genome would increase the chances of deleterious epistasis between immune genes upon crosses with other genotypes.
While most hybrid necrosis alleles appear to be rare, we emphasize that we have limited our analyses to cases that are associated with strong morphological defects. These cases are almost certainly only the extremes of a wider range of interactions that lead to autonomous activation of the immune system. This argument follows from several observations: First, the F1 hybrid necrosis cases display a range of severity, with some dying without flowering and others being able to set seeds as dwarves, and one of the DM2 cases described in the literature is expressed only in the F2 generation (Alcázar et al., 2009). Similarly, in our diallel among the 80 fully sequenced accessions, we have observed dozens of weakly necrotic F1 cases, several of which showed stronger symptoms in the F2 generation. Thus, it is likely that in addition to the interactions we have reported here there are others that cause milder immune phenotypes, but still limit growth and development in a manner that is disadvantageous in the wild. Second, expression of hybrid necrosis symptoms can be modulated by genetic background (Alcázar et al., 2009), suggesting that more complex crossing strategies than the biparental design used here may reveal additional cases of hybrid necrosis.
Epistatic interactions between components of the immune system are likely to be relevant in other kingdoms as well. Such interactions have, for example, been observed in mammals, where there is evidence for positive selection acting on specific combinations of KIR-type receptors and MHC class I ligands (Single et al., 2007). Allelic variation at these loci is also responsible for autoimmune syndromes (Trowsdale and Knight, 2013). In A. thaliana, it seems perhaps unlikely that the interactions between the specific hybrid necrosis risk alleles we have described are beneficial, but it is conceivable that interaction between other alleles at these loci have positive effects on immune function. This can in principle be addressed using population genomic data, but because of the extreme variability of many of these loci, current whole-genome resequencing datasets are insufficient to ask directly whether specific alleles co-occur more often than expected by chance.
An important question for the future will be the biochemical nature of the interactions between hybrid necrosis risk alleles, and how they differ from interactions between non-risk alleles. DM2 risk alleles trigger hybrid necrosis when combined with alleles at loci that encode a broad range of biochemical functions, including at least one NLR, DM1, consistent with other cases of NLR proteins that act in pairs (Eitas and Dangl, 2010). Two other natural DM2 interactors encode a kinase (SRF3, (Alcázar et al., 2010)) and a prolyl aminopeptidase (DM3, this work). In addition, a chemically induced allele at a gene encoding a cysteine synthase can combine with a natural DM2 allele to cause necrosis (Tahir et al., 2012). Outside of A. thaliana, hybrid necrosis alleles encode a cysteine protease (Krüger et al., 2002), a kinase (Yamamoto et al., 2010) and a subtilisin-like protease (Chen et al., 2014). Enzyme-encoding genes are clearly enriched, but in most cases we do not know yet how they modulate the activity of NLRs.
In conclusion, we propose that the study of hybrid necrosis can provide important insights into the role of epistatic interactions, particularly between immune genes, in the evolution of genotypes with multiple resistances to diverse pathogens. That hybrid necrosis alleles can increase functional disease resistance in crop breeding programs suggests that greater immune effectiveness may be tied to autoimmune risk. Understanding the relationship between effectiveness in pathogen recognition and autoimmunity will have applications in crop breeding, where it can help to guide strategies for maximizing disease resistance while minimizing yield penalties. Finally, it will be important to investigate whether the immune system of obligatory outbreeding species is more or less constrained than that of self-compatible species, and whether it therefore produces adverse effects in progeny less or more often.
Experimental Procedures
Plant material
F1 hybrids were grown at 16°C, under long days (16 hours of light). They were monitored for signs of autoimmunity-associated morphological defects for the first 12 weeks of growth. Afterwards, plants were transferred to 23°C, and F2 seeds were harvested from individual plants that did not carry the sterility inducing AP3 amiRNA transgene. Class 4 and 5 hybrids were additionally grown at 28 °C.
Genotyping and QTL analyses
A GBS approach was used for genotyping F2 mapping populations, with PstI/MseI double digested tags. Sequence tags and segregating SNPs for bulk segregants were generated either on Illumina GAIIx or Illumina HiSeq 2000 (Illumina, San Diego, CA). Filtered markers were used for further QTL analyses (Table S3).
DM sequence analyses
A total of six fosmid clones each were Sanger shotgun sequenced to assemble the DM2 locus in Bla-1 and Uk-1. Illumina reads of 87 A. thaliana accessions (from (Cao et al., 2011) plus Col-0, Ler, Uk-1, Uk-3, Uk-6, Nc-1, Bla-1) and A. lyrata MN47 were trimmed to 36 bp in length and aligned to DM2dUk-1 and DM2hBla-1 open reading frames as reference using GenomeMapper (Schneeberger et al., 2009). One mismatch and zero gaps were allowed. Matrices were generated by assigning a value of one to each position covered by at least one read, and a value of zero to the remaining positions. Resulting profiles were clustered using complete linkage clustering with Euclidean distance.
Population genetic analyses
One-hundred-kb regions upstream or downstream of three NLR loci were extracted from a genome variant matrix (Cao et al., 2011). Only positions with allele frequency above 0.1 were retained, and ten consecutive SNPs were binned for further calculations. The ‘compute’ program, based on the ‘libsequence’ C++ library (Thornton, 2003), was used to calculate haplotype diversity.
Accession numbers
Short reads of Uk-3, Uk-6, KZ10 and Mrk-0 have been deposited in the European Nucleotide Archive under the accession number ERP005469. Sequences of the DM2 regions from Bla-1 and Uk-1, of DM3 from Hh-0, and of the RPW8 region from KZ10 have been deposited in GenBank under accession numbers KJ454428, KJ45449, KJ634210 and KJ634211.
Supplementary Material
Acknowledgments
We thank Rubén Alcázar, Jane Parker and Maarten Koornneef for information regarding RPP1, Jesse Poland for GBS advice, Frank Wellmer for the AP3 amiRNA, Eui-Hwan Chung and Jeffery Dangl for pointers on cell death assays, William Ho, Paula Sancha-Vilchez and Josip Perkovic for technical support, and Jeffery Dangl, Ya-Long Guo, Daniel Koenig, George Wang and Jun Cao for discussion. We especially thank the anonymous reviewers, who greatly helped us with the evolutionary framing of our work. This work was supported by an NIH Ruth Kirschstein NRSA (K.B.), an HFSP Long-Term Fellowship (R.A.L.), an Alexander von Humboldt Foundation Fellowship (B.A.R.), an HFSPO Grant (RGP 57/2007), a Gottfried Wilhelm Leibniz Award of the DFG and the Max Planck Society (D.W.).
Footnotes
Author Contributions
Conceived and designed the experiments: E.C., K.B. and D.W. Performed the experiments: E.C., K.B., S.-T. K., M.Z., C.M.P., H.T., S.L., A.H.-M., M.D., C.L. Analyzed the data: E.C., K.B., S.-T. K., D.K., M.Z., S.O., R.A.L., B.A.R., G.R. Wrote the paper: E.C., K.B. and D.W. with contributions from all authors.
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