Abstract
WRKY transcription factors play key roles in stress responses, growth, and development. We previously reported on the evolution of WRKYs from unicellular green algae to land plants. To address recent evolution events, we studied three domesticated and eight wild species in the genus Oryza, an ideal model due to its long history of domestication, economic importance, and central role as a model system. We have identified prevalence of Group III WRKYs despite differences in breeding of cultivated and wild species. Same groups of WRKY genes tend to cluster together, suggesting recent, multiple duplication events. Duplications followed by divergence may result in neofunctionalizations of co-expressed WRKY genes that finely tune the regulation of target genes in a same metabolic or response pathway. WRKY genes have undergone recent rearrangements to form novel genes. Group Ib WRKYs, unique to AA genome type Oryza species, are derived from Group III genes dated back to 6.76 million years ago. Gene tree reconciliation analysis with the species tree revealed details of duplication and loss events in the 11 genomes. Selection analysis on single copy orthologs reveals the highly conserved nature of the WRKY domain and clusters of fast evolving sites under strong positive selection pressure. Also, the numbers of single copy orthologs under positive or negative selection almost evenly split. Our results provide valuable insights into the preservation and diversification of an important gene family under strong selective pressure for biotechnological improvements of the world’s most valued food crop.
Similar content being viewed by others
Introduction
Transcription factors are key players in the well-orchestrated transcription regulation of all organisms. In plants, one of the most prominent gene families encodes WRKY transcription factors1. They play key roles in plant immune responses2,3, responses to abiotic stresses such as salt and drought4, and hormones such as abscisic acid5.
WRKY genes are only present in green plants, fungi, Amoebozoa, and fornicate6,7. Their high specificity to and rapid expansions in plants hint at their key roles in evolution from single cellular aquatic algae, gradually developing varied defense strategies to combat biotic and abiotic stress agents, and ultimately becoming multicellular flowering organisms. Hence, studies of the WRKY gene family can provide understandings into these evolution processes. Recent data support lateral gene transfer of plant WRKY genes to non-plant organisms6. WRKYs found in algae have unique characteristics that are not homologous in sequence to flowering plants, further backing the theory that their presence could be due to lateral transfer that occurred millions of years ago6.
Current knowledge on WRKY genes does not provide the evolution of the WRKY family within a particular genus, or more importantly, between closely related species. A primary goal in evolutionary biology studies is to understand the mechanisms underlying the diversity of species. Genetic diversity, gene duplication, divergence, or gene loss events can lead to speciation. Large changes in gene family size are believed to highly impact evolution that leads to fixation of complex traits and adaptive phenotypes that may determine the fitness of the species8,9,10,11. Closely examining related lineages, e.g., in a genus, helps address gene family evolution within the genus. This can provide insights that may be more valuable than genomic comparison studies among different genera.
Rice variety has been greatly increased within a relatively narrow evolutionary time frame, approximately 15 million years. Within this intense domestication process and limited time scale, several speciation events have occurred12. Domesticated Asian rice (Oryza sativa), which is the most widely exploited member of the genus, has 21 wild relatives within the genus13 and a domesticated relative endemic in Africa (Oryza glaberrima). To date, eleven of these genomes have been fully sequenced including the two popular subspecies, O. sativa subsp. japonica and indica. In this study, the genomes of the following species within the genus Oryza were thoroughly screened for the identification of putative WRKY genes: O. barthii (African wild rice, genome type AA), O. glaberrima (African rice, genome type AA), O. brachyantha (grass rice, genome type FF), O. glumaepatula (Brazilian wild rice, genome type AA), O. meridionalis (Australian wild rice, genome type AA), O. nivara (Indian wild rice, genome type AA), O. punctata (red rice, genome type BB) and O. rufipogon (brownbeard rice/Asian wild rice, genome type AA). An appreciable amount of genetic resources is well maintained within the genomes of these wild variants that can be employed for further development of cultivated rice. The present study provides invaluable insights into the molecular evolution of an imperative family of transcription factors to aid in the understanding of the diversification of duplicated genes or gene losses under strong selective pressure. It also contributes to the pool of useful information for the biotechnological improvement of a staple food crop.
Results and discussion
The WRKY superfamily dynamically expanded in Oryza
Analysis of the 11 Oryza genomes reveal a total of 1,018 WRKY genes (Table 1 and Supplementary Table S1). Genes are distributed across the 12 chromosomes of these diploid Oryza species, with chromosome 1 having the greatest number of WRKYs (24%), followed by chromosome 5 (17%) and chromosome 3 (10%; Fig. 1). Chromosome 10 is the least populated by these genes with only 2% of all the WRKY genes identified. WRKY genes are categorized based on the classification criteria documented in the Methods and Materials section. Group III is the largest in all species, with an average of 28 genes/species, followed by Group IIc with an average of 21 genes/species. A majority of these Group III and IIc types are localized on chromosomes 1 and 5 (Fig. 2, Supplementary Fig. S1). Chromosome 1 is the longest of the 12 Oryza chromosomes, ranging from ~ 33.9 to ~ 46.5 Mb, while chromosome 5 ranges from ~ 20.1 to ~ 31.2 Mb across all 11 genomes.
Group II and III WRKYs are only found in the green plant lineage and have continued to expand during plant evolution14,15. This is also true for the Oryza genomes in this study. Members of this WRKY group were believed to be more advanced16, due to more diverged C2HC zinc finger motifs and high adaptability success. Our results are consistent with the report that the number of Group III WRKYs is markedly higher in monocots than in eudicots17. Several rice Group III genes are involved in pathogen resistance18, drought and cold tolerance19. It is possible that this lineage specific expansion of Group III WRKY genes is associated with the continued development of inducible defense mechanisms in monocots.
Some WRKY genes with shared functions are clustered together on chromosomes
Supplementary Fig. S2 shows the graphical representation of all the identified WRKY proteins as they are distributed on all 12 chromosomes of the 11 Oryza genomes used in this assay. In general, WRKY proteins that are within orthologous groups and the same WRKY classification groups are found in similar regions of the chromosomes across the Oryza genomes. Examples include chromosomes 1 and 5, and the short arm of 11 and 12. The presence of homogenous type WRKY clusters is a prevalent organizational theme for this gene superfamily within land plants20, suggestive of recent, multiple duplication events. This distinct clustering of WRKY genes may be a consequence of function, that is, WRKY genes that are more concentrated within a chromosome may be involved in co-regulating genes that play roles in the same metabolic pathway or response. In an exhaustive transcriptional study of Asian rice under abiotic stress and phytohormone treatments21, several tandemly duplicated WRKY genes located in chromosomal clusters were shown to be co-expressed. For example, two Group IIa genes in Oryza sativa ssp. japonica, OsjaWRKY62 and -76, are located only 19 kb apart on chromosome 9 (Supplementary Fig. S2). Both transcripts were shown to be highly expressed in mature leaves and young roots and treatment of growth phytohormone auxin or gibberellic acid up-regulated the expression of both genes in two-week old seedlings21. Even more compelling is the cluster of genes found on the chromosome 11 distal tip hot spot (Supplementary Fig. S2). All four Group III WRKYs, OsjaWRKY40, -46a, -50 and -100, were highly expressed in mature panicles and up-regulated upon treatment of salicylic acid. This coordinated expression owing to physical location of genes is also apparent in Ananas comosus (pineapple), where a cluster of three WRKYs on chromosome 19, AcWRKY46, -47, and -48, were all highly expressed in the roots (fold change > 2) under cold stress22.
A large number of WRKY genes resulted from tandem duplication
Rapid evolution has been linked to large multigene families, especially ones that are involved in disease resistance, reproduction, and morphological changes12. Studies of these multigene families support the birth-and-death model of gene evolution23,24. In this model, duplication drives the birth of new genes and some genes are kept in the genome for extended periods while others get lost or become nonfunctional through accumulated mutations. While cultivated Asian species contain most WRKY genes, 26 genes are lost in either one of the four domesticated species (Supplementary Table S2). Two of these genes are found only in the wild species. Nine of these WRKYs have acquired mutations during the Oryza expansion, when the gene either had modifications in its WRKY domain or lost a domain completely (detailed below).
Random mutations can also cause duplicated genes to diverge in sequence from their parental genes and in some cases acquire new functions. Overall, 14–29% of rice genes occur as tandem duplicates25. We have identified multiple cases of tandem duplication events that not only increased the copies of WRKY genes within the Oryza genomes, but also led to the formation of two domain WRKYs via the tandem duplication of a WRKY domain. This is especially evident in the Group Ib WRKYs. Group Ib only has 19 identified members in all 11 Oryza genomes, making it the least predominant type of WRKYs. They are all present on chromosomes 9, 11 and 12, except OnivWRKY61, which is located on chromosome 3 of O. nivara (Supplementary Fig. S2). These WRKY proteins have two WRKY domains with C2HC zinc finger motifs, unlike Group Ia WRKY genes, which have C2H2 zinc finger motifs.
WRKY98 is particularly interesting. It shows that even within the same genome type, with an estimated mean divergence of only 2.41 million years, we observe a rapid domain loss or duplication just within the same WRKY gene (Fig. 3). WRKY98 is a Group III gene (with one WRKY domain) in O. sativa subsp. japonica, O. sativa subsp. indica, O. glaberrima, and O. nivara. However, O. glumaepatula, O. meridionalis, and O. rufipogon are Group Ib WRKY genes (with two WRKY domains). Both the domains from the Group Ib WRKY98 proteins are in a monophyletic clade with the domains of Group III WRKY98 proteins (Fig. 4). Our hypothesis for this intermixing is based on the estimated phylogeny that ranks O. glumaepatula and O. meridionalis as the oldest species that contain WRKY98. It is possible that the WRKY domain was lost after speciation from O. glumaepatula, and subsequently, O. rufipogon regained its second domain in a more recent event via tandem duplication. Furthermore, O. glumaepatula, O. rufipogon and O. meridionalis appear to have also formed via tandem duplication, since both domains fall within the WRKY98 clade. This work supports that gain and loss of WRKY domains has occurred multiple times during the evolution of plants, and evidence of recent events is common in Oryza species.
A subset of Group Ib genes, specific to the AA genome of Oryza, resulted from fusions of two Group III genes
Further inspection of these Group Ib WRKY genes derived from Group III WRKYs sheds light on their formation. In some cases, the new gene is a fusion from two genes, as exemplified in the two pairs of paralogs, WRKY40 with WRKY64 and WRKY50 with WRKY65. WRKY40/64 are Group III genes in some species but Group Ib genes in others (Fig. 3). The N-terminal WRKY domains of these Group Ibs are in the Group III WRKY50/65 clade while their C-terminal WRKY domains fall into the Group III WRKY40/64 clade (Fig. 4). The clustering is more clearly illustrated by their protein sequence alignments (Supplementary Fig. S3), where the sequences show similarities that explain why certain domains clustered the way they did. Closer inspection of the transcript structure of these genes reveals the joining of a Group III gene (WRKY40/64) with another Group III gene (WRKY50/65) to form Group Ib WRKYs (Supplementary Fig. S4). Interestingly, these fusions were found for both sets of paralogs, WRKY40 fused with WRKY50 and WRKY64 fused with WRKY65. They are located on two different chromosomes and appear to have happened independently across several species, and hence cannot be explained by pure coincidence.
These fusions create dual-WRKY-domain proteins with binding affinities derived from two genes. They may be able to bind to the target genes of both original, Group III transcription factors. WRKY40/64 and WRKY50/65 are present as single domain Group III genes in O. sativa, except for the indica cultivar MH63 where WRKY40 is a Group Ib. These genes have been associated with increased expression upon rice fungal blast infection26. Another interesting feature is that the fusion gene has brought DNA binding from WRKY40/64 under the control of the WRKY50/65 promoter. This may result in neofunctionalization but answering this question requires additional studies. Both sets of these fusion proteins were detected in O. rufipogon, cultivated Asian rice’s immediate wild progenitor and an excellent candidate species for crossbreeding with domesticated rice27.
Our data provide evidence for the timing of the formation of these Group Ib genes from two copies of Group III genes. These Group Ib genes were present specifically in the AA genome of Oryza but not O. brachyantha (FF genome type) and O. punctata (BB genome type) (Fig. 3), suggesting that they evolved in Oryza earlier than 6.76 million years ago when the AA genome type Oryza species diverged from the BB genome type28.
Domain deletion followed by tandem duplication produced a novel group of Ia proteins in some species
Interestingly Group IIc WRKY proteins are present in the IaN and IaC clades (Fig. 4a). In part, this is due to the broad definition for Group IIc proteins, a single WRKY domain containing a CX4C zinc-finger. Similarly, the zinc-fingers of Group Ia WRKYs are also defined by the same CX4C sequence, but they have two WRKY domains. Typically, the broadness of definition and overlap between Ia and IIc is not a problem, as indicated by the fact that most Ia cluster with other Ia and most IIc cluster with other IIc (Fig. 4a). However, we present cases where there is conflict between the operational definitions due to unique circumstances.
WRKY102/103 in all of the studied genomes contain only one WRKY domain except for that in O. rufipogon, which has two WRKY domains. Based on the classification criteria, these single WRKY domain proteins belong to Group IIc. However, in Fig. 4a, WRKY102/103 WRKY domains are imbedded in the Group IaN clade instead of the Group IIc clades, indicating that the protein has a higher similarity to Group IaN domains. This suggests that Group IIc WRKY102/103 were derived from the N-terminal WRKY domain of Group Ia proteins, and that the C-terminal WRKY domain was lost. Interestingly, the two WRKY domains of OrufiWRKY103 (represented by a red and a green line next to the red asterisk, respectively, Fig. 4a) are also clustered in the IaN clade. Since the duplicated N-terminal domains are only present in O. rufipogon, we hypothesize that the remaining N-terminal WRKY domain of a Group Ia WRKY recently duplicated to produce a new type of Group Ia protein in O. rufipogon. WRKY57 (labeled with *′, Fig. 4a) also appears to have a similar story as WRKY102/103, serving as novel examples of domain evolution within the WRKY duplicated N-terminal WRKY domain of Ia (Fig. 4b).
There are examples where both loss and duplication has occurred to only a single species, demonstrating the rapid evolution of WRKY within Oryza. WRKY4 proteins are Group Ia WRKYs; however, both domains of OnivWRKY4 are clustered in the WRKY4 clade (labeled with *′′, in Fig. 4a), suggesting that OnivWRKY4 appears to have lost its C-terminal domain and rapidly experienced tandem duplication of its N-terminal domain, all within the O. nivara species. If it was not within a single species, we would have observed the process of loss and duplication occur in stages as observed with WRKY102/103. WRKY96 (also labeled with *′′′) experienced only domain loss, but not tandem duplication. Like O. rufipogon, O. barthii evolved much later in the genus, but it is the only species that lost the C-terminal domain of WRKY96 but has not duplicated its N-terminal domain.
Our data also revealed the opposite scenario—only the C-terminal WRKY domain is retained. WRKY35 and − 70 in O. brachyantha (pointed by red arrows in Fig. 4a) are clustered with Group IaC WRKY domains. They likely resulted from loss of a more ancient Group Ia N-terminal WRKY domain. WRKY80s are Group IIc WRKY proteins by classification; however, their domains are clustered with the IaC clade, suggesting that the genus lost the N-terminal domain prior to the evolution of these studied species. However, we have not identified examples for duplication of the C-terminal WRKY domain in the Oryza genomes we have analyzed so far.
Though the example of WRKY102/103 and the similar cases suggest that domain-loss and -duplication occur among the Group Ia WRKYs, there are very few existing cases despite the extensive age of the Group Ia WRKYs as a sub-class. This would suggest that domain loss and duplication within Group Ia is not very frequent or that these changes cause a loss of function and deteriorate.
A large number of WRKY genes on chromosomes 11 and 12 evolved from two recent segmental duplication events
There are 66 sets of duplicates within species paralogs, 22 of which occur in tandem whereas 44 emerged through segmental duplications (Fig. 5a). Syntenic analysis of these interchromosomal paralogs shows that a majority are located between the distal short arms of chromosomes 11 and 12 (Fig. 5b). The number of pairs for these two chromosomes alone could be as low as 20% to as much as 100% of the total paralogs identified per species. As many as 32 pairs of WRKY paralogs were found on chromosomes 11 and 12, nearly half of the 66 total paralogs identified for all 11 Oryza genomes.
Analysis of duplicated genes not only reveals the principal origin of new genes within the genomic sequence, but also how functional divergence in genes occurs even when those genes are practically subjected to the same environmental constraints and/or selective pressures29. Duplication of chromosome 11 to 12 has been reported to date back as far as 21 MYA, far later than the estimated origin of the grass family ~ 55–70 MYA30. This duplication is then followed by what is considered as the most recent segmental duplication event in rice on the 3 MB short arm of both chromosomes, ~ 7.7 Mya31. This large-scale duplication certainly explains the burst of WRKY genes in especially the top 6% of the two chromosomes (Fig. 5b). The impact of the duplication event on WRKY genes and, more importantly, the consequence of having multiple copies of these genes within the plant genome warrants future studies.
WRKYs evolved into a new WRKY group and even different gene families
The most common type of switch from one group to another within the WRKY gene family in Oryza is partial loss of WRKY domains, i.e., the WRKY or zinc finger motif, resulting in Group IV WRKYs5. High sequence similarities are found between these Group IV WRKYs with other orthologous WRKYs (Supplementary Table S3). Most of the Group IV WRKYs identified in this study retain the N-terminal WRKY motif more often than the C-terminal zinc-chelating motif.
To better understand the evolutionary significance of these sequence changes, we investigated changes of WRKY domain architecture. In the so-called “WRKY signature”, the majority of the WRKY proteins exhibit the WRKYGQK (866 occurrences) consensus sequence, followed by the WRKYGEK (72) and the less conventional WRKYGKK (51) (Supplementary Fig. S5). We have observed modifications of the motif where the conserved WRKY amino acid sequences are replaced by WKKY (11), WRMC (10), WSKY (3), and WVKY (3). WKKY and WRMC are only identified in Group IIc proteins, except the latter was found in a single Group Ia WRKY in O. rufipogon and has double copies of the WRMC motif. Both WSKY and WVKY are found in Group Ib and III proteins where the unique motif is found only on the N-terminal end of the double domain containing proteins. These sequence modifications of the highly conserved WRKY motif can be assumed to be newly evolved and its occurrence mostly in the N-terminal domain might be suggestive of the functional importance of conserving the C-terminal domain WRKY. The C-terminal WRKY domain has been identified to be mainly responsible for DNA binding1 whereas reports on the functional binding of the N-terminal domain are scarce. While there are far fewer instances of variants in the WRKY signature WRKYGQK amino acid sequence in dicot species6, rice has more variants in the WRKY signature sequence. Further work will establish whether this is monocot- or Oryza-specific.
WRKY TFs that contain more than two WRKY domains are exceedingly rare. ObraWRKY24 is categorized under Group Ia and has three copies of the WRKY motifs. The N-terminal WRKY contains the double WRKYGQK motif followed by the C2H2 zinc ion binding pocket, while the C-terminal WRKY domain contains the typical single WRKYGQK—C2H2 zinc finger architecture. This protein’s ortholog in O. sativa has been linked with response to fungal blast infection, jasmonate hormone regulation for disease resistance, and crosstalk of gibberellins and abscisic acid for germination32. O. brachyantha, native to Africa, is resistant to rice pathogens such as bacterial blight, yellow stemborer, leaf folder, and whorl maggot33. Further functional analysis of this WRKY may shed new light on its role in the wild species’ high resistance against biotic pathogens.
Gene tree reconciliation analysis with the Oryza species tree revealed details of duplication and loss events in the 11 Oryza genomes
To infer the domain evolution of WRKYs across the Oryza genomes, we performed a reconciliation of the Oryza species tree (Fig. 3a) with the rearranged maximum likelihood tree of representative WRKY57 orthologs (Fig. 6a). This analysis reveals at least six duplication events for the WRKY57 gene within the Oryza species used in the assay. The oldest WRKY57 duplication event is suggested to have occurred before the divergence of O. glumaepatula. Three more duplication events occurred within the AA genome types, one that led to the ortholog in O. punctata (BB genome type) and the last distinct duplication event that led to the paralogs of O. brachyantha (FF genome type). The only other genomes with paralogs of WRKY57 are the two indica subspecies of O. sativa which each had an extra copy of the gene.
ScanProsite analysis using full protein sequences of the WRKY57 across the Oryza genomes reveal the conserved domains, except for the highly diverged OgluW57 that lacks the ULP-protease and instead has two copies of the EF-hand calcium-binding domain profile and three of the Solute carrier (SOLCAR) repeat profile (Fig. 6b). This explains the divergent branching of O. glumaepatula from the AA genome branches. Ubiquitin-like proteins (ULP) are involved in the covalent modification of proteins linked with crucial cellular pathways such as apoptosis, the G2-M DNA damage checkpoint of the cell cycle and stress responses34. EF-hand calcium-binding domain profile and SOLCAR are both substrate binding proteins, with the former being specific for the universal secondary messenger Ca2+, suggesting a critical role in diverse signaling mechanisms. The fusion of different domains and generation of chimeric proteins can lead to a novel function different from the individual isoforms. Some reported altered functions of chimeric proteins comprise modified localization and tissue specificity which may be linked with diseases35. Presence of these important domains joined with the WRKY domain may suggest either the combined functionality of these domains with a transcription factor or dual functionality of the protein depending on localization and/or specificity. These new observations expand on our previous work that showed that flowering plants contain proteins with domains typical for both resistance (R) proteins and WRKY transcription factors6. R protein-WRKY genes have evolved numerous times in flowering plants, each type being restricted to specific flowering plant lineages. The japonica rice contains two such genes and indica one gene. These chimeric proteins contain not only novel combinations of protein domains but also novel combinations and numbers of WRKY domains. Once formed, R protein-WRKY genes may combine different components of signaling pathways that may either create new diversity in signaling.
In the tree, both the OgluW57 branch and the most recent common ancestor of the two ObraW57 are the longest branches of the tree. Although not shown in the domain diagram of Fig. 6b, the ObraW57 do have divergent gene structures compared to the rest of the orthologs as seen in Supplementary Fig. S6.
To further inspect adaptive evolution after gene duplication, branch model analysis using the CODEML program in the PAML v4.0 suite was used to test whether branches after duplication events are evolving under different constraints. We found that of the 94 duplication events inferred across the 102 gene trees of different WRKY families, 18 duplication events led to significantly different ω ratios (Supplementary Fig. S7, Table S4). In all but one of those 18 duplications, the branch after duplication showed a higher ω compared to the rest of the tree indicating relaxed selection after duplication, with some of the ω’s significantly larger than 1. For WRKY57, for example, rate of evolution significantly increased after duplication node r31 [ω0 (0.54) < ω1 (1.01)], which is suggestive of a relaxation of selection constraints36 for the succeeding AA genome types of Oryza. Genes that experience faster rates of evolution have been hypothesized to result to phenotypic plasticity in response to changing environments37. Given WRKYs’ importance in a myriad of plant functions, this observation further supports the hypothesis that these genes are directed towards novel functions to adjust to environmental variations. Interestingly, only one gene (WRKY71) showed slower rate of evolution after a duplication event, which could indicate a less dispensable nature of the gene.
Selection predominantly occurred outside of the WRKY domain and numbers of single copy orthologs under positive or negative selection almost evenly split
Positive selection acting upon protein-coding genes is one of the main driving forces that result in the birth of new gene motifs. This could eventually lead to genes with novel functions after duplication events have occurred. Using the ‘site models’ in the PAML package, we deduced and determine codon sites undergoing positive selection within the sequence of orthologous WRKY proteins across the 11 Oryza species. As shown in Table 2 and Supplementary Table S5, based on the two models, the dN/dS ratios (ω) for 17 WRKY proteins are greater than 1.0, suggesting that ~ 49% of the 35 orthologous WRKY proteins were under positive selection. Typically, positive selection only acts on specific sites or regions of proteins in a small number of lineages in a phylogenetic tree. For this reason, we compared the different site models of the CODEML program to identify which regions of the WRKY proteins are under positive selection. Closer inspection of these 17 proteins indicates that amino acid selection diversity is largely insignificant in the WRKY domain (Fig. 7), different from the rest of the protein sites. This is especially true for Groups IIb, IId, and IIe, which essentially lack positive selection sites in the domains. The data support conclusions from functional studies. Disruption of the functional WRKY domain regions has been associated with loss of function of the protein and disturbance in downstream gene expression, often involved in stress response38. Structural analysis of the WRKY-DNA binding complex has previously shown that tryptophan, tyrosine and two lysine of the conserved WRKYGQK motif are vital for the protein’s DNA binding ability. In addition, the zinc finger motifs have also been shown to be essential for binding39.
About 51% of the 35 orthologous WRKY proteins, most of which belong to Groups IIc and III, were under purifying or negative selection (ω < 1, Table 2). Among these, OsjaWRKY24 (a Group Ia) has been shown to function as a negative regulator of both the gibberellic acid and abscisic acid signaling40. Overexpression of OsjaWRKY62 (a Group IIa) impaired resistance of Oryza sativa against bacterial blight18. Hence, some negatively selected WRKY genes involved in defense remained essentially unaltered throughout the evolution of the Oryza genomes.
Genus-specific analysis reveals novel WRKY groups specific for the AA genome type Oryza species
Our previous study6 investigated and described the evolution and origin of the WRKY gene family. We proposed two hypotheses by which the WRKY family may have expanded. In the “Group I Hypothesis,” all WRKY genes evolved from the C-terminal of the Group Ia WRKY genes. In the second hypothesis, “IIa + b Separate Hypothesis,” Groups IIa and b evolved from an early WRKY domain instead of diverging from Group Ia.
Conducting a phylogenetic analysis of all the identified WRKY proteins across the 11 Oryza species reveals much about the recent evolution of the WRKY gene family in Oryza. Given the close relationships among the species in this study and the evolutionary time frame of 15 million years28, we produced a phylogenetic analysis indicating high conservation of WRKY genes. As expected, most orthologous groups fell into their own monophyletic clades. However, the resolution and insight offered by a genus-specific analysis allowed to make conclusions that are not possible with a single species or multi-genus study. Figure 8 shows the proposed evolution scheme of WRKY genes in the Oryza genus. This study has shown a unique class of WRKYs that contain two copies of Group III WRKY domains. They are specific for AA genome type Oryza species, suggesting these emerged around 6.8 MYA after the split from the BB genome. These “Group Ib” genes are birthed through tandem duplication (Ib-1) or fusion (Ib-2) of non-homologous C2HC-zinc finger Group III WRKYs. The original classification of WRKY proteins into Groups I, II, and III was based partly on phylogeny and partly on the number of WRKY domains in the proteins1. Our results show the limitations of the original classification that puts proteins with two WRKY domains into Group Ia or Ib. Ib-2 WRKYs are distinct from Ib-1 WRKYs in structure and origin, but they fall under the same category in the original classification (Fig. 4a). We also identified a scheme to produce a novel two WRKY domain group (Group Ia-n1, Fig. 8). On the other hand, WRKY35 and − 70 are examples of a Group Ia WRKY losing its N-terminal WRKY domain. Although we do not have a specific example of the C-terminal WRKY domain being duplicated, as is the case for Group Ia’s N-terminal domain, this begs the question whether such an event can be observed in other genomes.
Conclusion
Comparative genomics provides insights into genome evolution. However, most of the plant genomic sequences currently available have a long evolutionary timeframe which greatly reduces the power of the analyses. To better investigate the recent evolution of an important class of gene family, we have performed comparative genomics on species of the Oryza genus. It allowed us to look closer into the homologous regions at an increased resolution, which afforded us better capacity to understand mechanisms behind genomic rearrangements. High resolution WRKY evolution schemes are easier to achieve currently in the Oryza genus to the green-lineage specific nature of the proteins as well as availability of the rice genomic resources. These results provide valuable insights into the WRKY gene family in rice, a highly valuable food crop, and also help identify candidate genes that may confer favorable traits in the domestication of rice.
Materials and methods
Collection of genomic data sets
Complete amino acid and full-length complementary DNA (cDNA) sequences of Oryza barthii, Oryza glaberrima, Oryza brachyantha, Oryza glumaepatula, Oryza meridionalis, Oryza nivara, Oryza punctata and Oryza rufipogon were downloaded from Ensembl Plants (http://plants.ensembl.org/). Oryza sativa subsp. indica genomes, R498 and MH63, were collected from two different indica varieties41,42. Using full-length amino acid sequences of WRKY proteins previously identified from Oryza sativa subsp. japonica5,43, a Hidden Markov model was constructed and used to identify WRKY proteins within each aforementioned Oryza species. HMMER 3.2b2, with a cut-off E-value of 0.001, was used to identify putative WRKY proteins. For genes with several isoforms the longest isoform was retained unless a shorter isoform contained a full WRKY domain. HMM identified WRKY proteins, retained isoforms, exceptions and discarded isoforms are documented in (Supplementary Tables S6 and S7).
Orthologous assignment
After identifying WRKY proteins in each species, WRKYs were categorized into orthologous groups according to bidirectional BLASTp against O. sativa subsp. japonica (Supplementary Table S3). High scoring pairs in both directions were assigned as an ortholog to the matching WRKY protein in O. sativa subsp. japonica. WRKY proteins that could not be matched to an ortholog in O. sativa subsp. japonica were included in Supplementary Table S7. The convention in a previous review was used to name WRKY proteins7.
Classification of WRKY genes
Full-length and WRKY domain sequences of WRKY proteins extracted using an in-house PERL program (Supplementary Table S8) were aligned using the MUSCLE program imbedded in MEGA7.044 and classified according to groups solely on the basis of their WRKY and zinc-finger like conserved domains. Classification rules mentioned in previous publications were followed1,5. Briefly, WRKY proteins were sorted out into four main Groups—I, II, III and IV. Group I WRKY proteins contain two WRKY domains and two zinc finger motifs where the group can be further subdivided into Ia or Ib if it either has C2H2 zinc finger motif or C2HC, respectively. The C2 signature of the zinc fingers in both N-terminal and C-terminal WRKY domains are CX4C. Group II contains one WRKY domain with a C2H2 zinc finger motif and further subdivided into five subgroups based on the specific sequences found in its zinc finger. The C2 signature of the zinc finger in Subgroup IIa is CX5CPVKKK(L/V)Q, IIb CX5CPVRKQVQ, IIc CX4C, IId CX5CPARKHVE and IIe CX5CPARK(Q/M)V(E/D). Group III contains one WRKY domain and a C2HC zinc finger. WRKY proteins that either miss a WRKY or a zinc finger motif were relegated into Group IV5. It is important to note that WRKY genes are designated as Group IV when they contain no complete WRKY domains. This nomenclature is for the ease of presentation and based only on this indication of the total or partial loss of the WRKY domain and not phylogeny. In other words, unlike other groups, Group IV genes do not therefore cluster together on the phylogenetic tree.
Visualization of chromosomal location of WRKY genes
Locus coordinates for WRKY genes and chromosome sizes of each genome were determined based on the GFF3 annotation data of the downloaded sequences (see Collection of Genomic Data Sets). MAPchart2.345 was used to visually map out the WRKY genes.
Structure and domain visualization
Motifs of identified WRKY proteins were analyzed using the MEME Suite 5.0.3 in the MEME website46. WRKY transcription displays were built using web-based tools developed in our lab47 and functional protein domains were identified using the ScanProsite tool48.
Phylogenetic analysis
WRKY domain protein sequences extracted from each Oryza species were aligned using MUSCLE in MEGA7.0 with default settings. Group IVs were excluded due to the heavily degraded state of the WRKY domains. The alignments were used as inputs for RAxML within the Cipres portal to construct a phylogenetic tree49. RAxML was run under JTT protein matrix for 1,000 bootstraps. The RAxML output was visualized in iTOL50.
Reconciliation tree
Gene duplication and loss events were predicted using NOTUNG v2.951. Species tree of the different Oryza species used in the study was built from the NCBI Taxonomy Browser Gene. Maximum likelihood gene tree of representative WRKY57 orthologs was built using RAxML from multiple sequence alignment of the full gene sequence with 1,000 bootstrap replicates and rearranged with NOTUNG v2.9 to reduce bias from weakly supported branches. Using the Duplication-Loss (DL) model, the rearranged maximum likelihood tree of representative WRKY orthologs were reconciled with the species tree. Standard parsimony weight parameters within the NOTUNG v2.9 program were used, specifically, 1.5 for duplication and 1.0 for loss.
Synteny
Gene synteny was visualized using the Circos program52. Paralogs between chromosomes were identified using OrthNet ID from the CLfinder-OrthNet pipeline53. LOC_Os12g02440.4, LOC_Os12g40570.2, MH04t0557400-02, MH11t0647900-02, ORUFI12G19820.2, and OsR498G0409013800.01.P02 are exceptions to the longer isoform filtering, because they were more complete WRKY proteins or were more comparable to their orthologues. Protocols provided by the CLfinder-Orthnet pipeline were followed. Initial inputs for the pipeline were screened such that the loci with the longest protein isoforms were retained. One-to-one bidirectional BLASTN was used to collect High Scoring Pairs (HSP), which were filtered out if they had < 40% coverage relative to the query sequence. CLfinder-Orthnet clustering were produced with default settings. Paralogs were determined based on identical OrthNet, supplemented by inspection of the aligned full protein sequences. Supercomputer clusters on our campus was utilized to execute the pipeline.
Co-linearity, transposition, and duplication
Data about co-linearity, transposition, and duplication was recovered via CLfinder-Orthnet pipeline53.
Calculation of selection pressure and identification of positive selection
To detect positive selection that has occurred in some specific sites in the WRKY proteins, codon-based likelihood methods were run using the CODEML package in PAML ver 4.9. Full protein sequences of single copy orthologs were filtered for confidence using the GUIDANCE2 server54 with default cutoff value of 0.93, corresponding to 12% false positive rate and 78% true positive rate. Filtered sequences were backtranslated into coding domain sequences with EMBOSS Backtranseq55 using the codon usage table for Oryza sativa. PAL2NAL56 was used to convert protein multiple sequence alignments and corresponding backtranslated CDS into codon alignments using the Universal Codon Table and tree files used as input files for PAML.
Maximum likelihood estimates of the selection pressure were measured by nucleotide substitution rate (dN/dS) of non-synonymous (dN) to synonymous (dS). Several models were formalized to test the process of evolution explicitly. In predicting which sites have been subject to selection, site model was used. This allows ω to vary at different sites in the gene. We used two pairwise likelihood ratio test: M1a vs M2a and M7 vs M8 to test for site specific codon evolution. The one-ratio model (M0) was used to obtain the average ω value for the genes. The Nearly Neutral model (M1a) includes two classes of sites (0 ≤ ω < 1 and ω = 1). The positive selection model (M2a) includes three classes of sites (0 ≤ ω < 1, ω = 1, and ω > 1). The β model (M7) uses the flexible β distribution to describe ω variation among sites and includes ten classes of sites with ω ≤ 1. The β and ω model (M8) uses the same distribution as M7 but includes 11 classes of sites on all lineages, 10 with ω ≤ 1, and 1 with ω > 1. The parameter estimates (ω ratios) and likelihood scores were calculated for two pairs of models and are detailed in Supplementary Table S9.
To test for branch specific dN/dS rates after duplication events, we used the reconciled gene trees to identify the branches immediately after the duplications and mark them as foreground branches. We did a branch model likelihood ratio test to compare the null model with a single rate across the whole tree and the alternative model with two rates, one for the foreground branches after duplication, and one for the rest of the background branches.
Data availability
The data underlying this article are available in its online supplementary material. The genomes of 11 species/subspecies were obtained from EnsemblPlants with the accession number GCA_001433935.1 for Oryza sativa subsp. japonica, GCA_000182155.2 for Oryza barthii, GCA_000231095.2 for Oryza brachyantha, GCA_000576495.1 for Oryza glaberrima, GCA_000576495.1 for Oryza glumaepatula, GCA_000338895.2 for Oryza meridionalis, GCA_000576065.1 for Oryza nivara, GCA_000573905.1 for Oryza punctata, GCA_002151415.1 for Oryza sativa subsp. indica cv. R498, and LNNK00000000 for Oryza sativa subsp. indica cv. MH63. All software used in this project are publicly available.
References
Eulgem, T., Rushton, P. J., Robatzek, S. & Somssich, I. E. The WRKY superfamily of plant transcription factors. Trends Plant Sci. 5, 199–206. https://doi.org/10.1016/s1360-1385(00)01600-9 (2000).
Wang, H., Zou, S., Li, Y., Lin, F. & Tang, D. An ankyrin-repeat and WRKY-domain-containing immune receptor confers stripe rust resistance in wheat. Nat. Commun. 11, 1353. https://doi.org/10.1038/s41467-020-15139-6 (2020).
Zavaliev, R., Mohan, R., Chen, T. & Dong, X. Formation of NPR1 condensates promotes cell survival during the plant immune response. Cell 182, 1093–1108. https://doi.org/10.1016/j.cell.2020.07.016 (2020).
Chen, J. et al. Arabidopsis WRKY46, WRKY54, and WRKY70 transcription factors are involved in brassinosteroid-regulated plant growth and drought responses. Plant Cell 29, 1425–1439. https://doi.org/10.1105/tpc.17.00364 (2017).
Xie, Z. et al. Annotations and functional analyses of the rice WRKY gene superfamily reveal positive and negative regulators of abscisic acid signaling in aleurone cells. Plant Physiol. 137, 176–189. https://doi.org/10.1104/pp.104.054312 (2005).
Rinerson, C. I., Rabara, R. C., Tripathi, P., Shen, Q. J. & Rushton, P. J. The evolution of WRKY transcription factors. BMC Plant Biol. 15, 66. https://doi.org/10.1186/s12870-015-0456-y (2015).
Rushton, P. J., Somssich, I. E., Ringler, P. & Shen, Q. J. WRKY transcription factors. Trends Plant Sci. 15, 247–258. https://doi.org/10.1016/j.tplants.2010.02.006 (2010).
Chang, D. & Duda, T. F. Jr. Extensive and continuous duplication facilitates rapid evolution and diversification of gene families. Mol. Biol. Evol. 29, 2019–2029. https://doi.org/10.1093/molbev/mss068 (2012).
Hua, Z., Zou, C., Shiu, S. H. & Vierstra, R. D. Phylogenetic comparison of F-Box (FBX) gene superfamily within the plant kingdom reveals divergent evolutionary histories indicative of genomic drift. PLoS ONE 6, e16219. https://doi.org/10.1371/journal.pone.0016219 (2011).
Jacquemin, J. et al. Fifteen million years of evolution in the Oryza genus shows extensive gene family expansion. Mol. Plant 7, 642–656. https://doi.org/10.1093/mp/sst149 (2014).
Lynch, M. & Conery, J. S. The origins of genome complexity. Science 302, 1401–1404. https://doi.org/10.1126/science.1089370 (2003).
Ammiraju, J. S. S. et al. Dynamic evolution of Oryza genomes is revealed by comparative genomic analysis of a genus-wide vertical data set. Plant Cell 20, 3191–3209. https://doi.org/10.1105/tpc.108.063727 (2008).
Vaughan, D. A., Morishima, H. & Kadowaki, K. Diversity in the Oryza genus. Curr. Opin. Plant Biol. 6, 139–146. https://doi.org/10.1016/s1369-5266(03)00009-8 (2003).
Zhang, Y. & Wang, L. The WRKY transcription factor superfamily: Its origin in eukaryotes and expansion in plants. BMC Evol. Biol. 5, 1. https://doi.org/10.1186/1471-2148-5-1 (2005).
Brand, L. H., Fischer, N. M., Harter, K., Kohlbacher, O. & Wanke, D. Elucidating the evolutionary conserved DNA-binding specificities of WRKY transcription factors by molecular dynamics and in vitro binding assays. Nucleic Acids Res. 41, 9764–9778. https://doi.org/10.1093/nar/gkt732 (2013).
Wang, Y. et al. Comparative genomic analysis of the WRKY III gene family in populus, grape, arabidopsis and rice. Biol. Direct 10, 48. https://doi.org/10.1186/s13062-015-0076-3 (2015).
Li, M. Y. et al. Genomic identification of WRKY transcription factors in carrot (Daucus carota) and analysis of evolution and homologous groups for plants. Sci. Rep. 6, 23101. https://doi.org/10.1038/srep23101 (2016).
Shimono, M. et al. Rice WRKY45 plays a crucial role in benzothiadiazole-inducible blast resistance. Plant Cell 19, 2064–2076. https://doi.org/10.1105/tpc.106.046250 (2007).
Raineri, J., Wang, S. H., Peleg, Z., Blumwald, E. & Chan, R. L. The rice transcription factor OsWRKY47 is a positive regulator of the response to water deficit stress. Plant Mol. Biol. 88, 401–413. https://doi.org/10.1007/s11103-015-0329-7 (2015).
Zhang, C. et al. Genome-wide identification of the potato WRKY transcription factor family. PLoS ONE 12, e0181573. https://doi.org/10.1371/journal.pone.0181573 (2017).
Ramamoorthy, R., Jiang, S. Y., Kumar, N., Venkatesh, P. N. & Ramachandran, S. A comprehensive transcriptional profiling of the WRKY gene family in rice under various abiotic and phytohormone treatments. Plant Cell Physiol. 49, 865–879. https://doi.org/10.1093/pcp/pcn061 (2008).
Xie, T. et al. Genome-wide investigation of WRKY gene family in pineapple: Evolution and expression profiles during development and stress. BMC Genom. 19, 490. https://doi.org/10.1186/s12864-018-4880-x (2018).
Nei, M. & Rooney, A. P. Concerted and birth-and-death evolution of multigene families. Annu. Rev. Genet. 39, 121–152. https://doi.org/10.1146/annurev.genet.39.073003.112240 (2005).
Eirín-López, J. M., Rebordinos, L., Rooney, A. P. & Rozas, J. The birth-and-death evolution of multigene families revisited. Genome Dyn. 7, 170–196. https://doi.org/10.1159/000337119 (2012).
Sasaki, T. & International Rice Genome Sequencing Project. The map-based sequence of the rice genome. Nature 436, 793–800. https://doi.org/10.1038/nature03895 (2005).
Bagnaresi, P. et al. Comparative transcriptome profiling of the early response to Magnaporthe oryzae in durable resistant vs susceptible rice (Oryza sativa L.) genotypes. PLoS ONE 7, e51609. https://doi.org/10.1371/journal.pone.0051609 (2012).
Li, W. et al. SMRT sequencing of the Oryza rufipogon genome reveals the genomic basis of rice adaptation. Commun. Biol. 3, 167. https://doi.org/10.1038/s42003-020-0890-8 (2020).
Stein, J. C. et al. Genomes of 13 domesticated and wild rice relatives highlight genetic conservation, turnover and innovation across the genus Oryza. Nat. Genet. 50, 285–296. https://doi.org/10.1038/s41588-018-0040-0 (2018).
Makino, T., Knowles, D. G. & McLysaght, A. Functional divergence of duplicated genes in Evolution after gene duplication (eds K. Dittmar & D. Liberles) Ch. 2, 23–30 (Wiley‐Blackwell, 2010).
Yu, J. et al. The Genomes of Oryza sativa: A history of duplications. PLoS Biol. 3, e38. https://doi.org/10.1371/journal.pbio.0030038 (2005).
The Rice Chromosomes 11 and 12 Sequencing Consortia. The sequence of rice chromosomes 11 and 12, rich in disease resistance genes and recent gene duplications. BMC Biol. 3, 20. https://doi.org/10.1186/1741-7007-3-20 (2005).
Yokotani, N. et al. OsWRKY24, a blast-disease responsive transcription factor, positively regulates rice disease resistance. J. Gen. Plant Pathol. 84, 85–91. https://doi.org/10.1007/s10327-018-0768-5 (2018).
Sanchez, P. L., Wing, R. A. & Brar, D. S. The wild relative of rice: Genomes and genomics in Genetics and Genomics of Rice (eds Q. Zhang & R. A. Wing) 9–25 (Springer, 2013).
Mossessova, E. & Lima, C. D. Ulp1-SUMO crystal structure and genetic analysis reveal conserved interactions and a regulatory element essential for cell growth in yeast. Mol. Cell 5, 865–876. https://doi.org/10.1016/s1097-2765(00)80326-3 (2000).
Frenkel-Morgenstern, M. et al. Chimeras taking shape: Potential functions of proteins encoded by chimeric RNA transcripts. Genome Res. 22, 1231–1242. https://doi.org/10.1101/gr.130062.111 (2012).
Hsin, K. T., Lu, J. Y., Moller, M. & Wang, C. N. Gene duplication and relaxation from selective constraints of GCYC genes correlated with various floral symmetry patterns in Asiatic Gesneriaceae tribe Trichosporeae. PLoS ONE 14, e0210054. https://doi.org/10.1371/journal.pone.0210054 (2019).
Leichty, A. R., Pfennig, D. W., Jones, C. D. & Pfennig, K. S. Relaxed genetic constraint is ancestral to the evolution of phenotypic plasticity. Integr. Comp. Biol. 52, 16–30. https://doi.org/10.1093/icb/ics049 (2012).
Peng, Y. et al. OsWRKY62 is a negative regulator of basal and Xa21-mediated defense against Xanthomonas oryzae pv. oryzae in rice. Mol. Plant 1, 446–458. https://doi.org/10.1093/mp/ssn024 (2008).
Rushton, P. J., Macdonald, H., Huttly, A. K., Lazarus, C. M. & Hooley, R. Members of a new family of DNA-binding proteins bind to a conserved cis-element in the promoters of alpha-Amy2 genes. Plant Mol. Biol. 29, 691–702. https://doi.org/10.1007/BF00041160 (1995).
Zhang, Z. L. et al. A negative regulator encoded by a rice WRKY gene represses both abscisic acid and gibberellins signaling in aleurone cells. Plant Mol. Biol. 70, 139–151. https://doi.org/10.1007/s11103-009-9463-4 (2009).
Du, H. et al. Sequencing and de novo assembly of a near complete indica rice genome. Nat. Commun. 8, 15324. https://doi.org/10.1038/ncomms15324 (2017).
Zhang, J. et al. Extensive sequence divergence between the reference genomes of two elite indica rice varieties Zhenshan 97 and Minghui 63. Proc. Natl. Acad. Sci. USA 113, E5163-5171. https://doi.org/10.1073/pnas.1611012113 (2016).
Ross, C. A., Liu, Y. & Shen, Q. X. J. The WRKY gene family in rice (Oryza sativa). J. Integr. Plant Biol. 49, 827–842. https://doi.org/10.1111/j.1744-7909.2007.00504.x (2007).
Kumar, S., Stecher, G. & Tamura, K. MEGA7: Molecular evolutionary genetics analysis version 7.0 for bigger datasets. Mol. Biol. Evol. 33, 1870–1874. https://doi.org/10.1093/molbev/msw054 (2016).
Voorrips, R. E. MapChart: Software for the graphical presentation of linkage maps and QTLs. J. Hered. 93, 77–78. https://doi.org/10.1093/jhered/93.1.77 (2002).
Bailey, T. L. et al. MEME SUITE: Tools for motif discovery and searching. Nucleic Acids Res. 37, W202-208. https://doi.org/10.1093/nar/gkp335 (2009).
Watanabe, K. A., Ma, K., Homayouni, A., Rushton, P. J. & Shen, Q. J. Transcript structure and domain display: A customizable transcript visualization tool. Bioinformatics 32, 2024–2025. https://doi.org/10.1093/bioinformatics/btw095 (2016).
de Castro, E. et al. ScanProsite: Detection of PROSITE signature matches and ProRule-associated functional and structural residues in proteins. Nucleic Acids Res. 34, W362-365. https://doi.org/10.1093/nar/gkl124 (2006).
Miller, M. A., Pfeiffer, W. & Schwartz, T. Creating the CIPRES Science Gateway for inference of large phylogenetic trees in 2010 gateway computing environments workshop (GCE). 1–8 (IEEE).
Letunic, I. & Bork, P. Interactive tree of life (iTOL) v3: An online tool for the display and annotation of phylogenetic and other trees. Nucleic Acids Res. 44, W242-245. https://doi.org/10.1093/nar/gkw290 (2016).
Chen, K., Durand, D. & Farach-Colton, M. NOTUNG: A program for dating gene duplications and optimizing gene family trees. J. Comput. Biol. 7, 429–447. https://doi.org/10.1089/106652700750050871 (2000).
Krzywinski, M. et al. Circos: An information aesthetic for comparative genomics. Genome Res. 19, 1639–1645. https://doi.org/10.1101/gr.092759.109 (2009).
Oh, D. H. & Dassanayake, M. Landscape of gene transposition-duplication within the Brassicaceae family. DNA Res. 26, 21–36. https://doi.org/10.1093/dnares/dsy035 (2019).
Sela, I., Ashkenazy, H., Katoh, K. & Pupko, T. GUIDANCE2: Accurate detection of unreliable alignment regions accounting for the uncertainty of multiple parameters. Nucleic Acids Res. 43, W7-14. https://doi.org/10.1093/nar/gkv318 (2015).
Madeira, F. et al. The EMBL-EBI search and sequence analysis tools APIs in 2019. Nucleic Acids Res. 47, W636–W641. https://doi.org/10.1093/nar/gkz268 (2019).
Suyama, M., Torrents, D. & Bork, P. PAL2NAL: Robust conversion of protein sequence alignments into the corresponding codon alignments. Nucleic Acids Res. 34, W609–W612. https://doi.org/10.1093/nar/gkl315 (2006).
Acknowledgements
The authors are grateful to other lab members, Dr. James A. Davis, Victoria Amato, Santiago Bataller, Jr. and Leann Aladham, for their critical review of the manuscript. This work was supported in part by the United States Department of Agriculture (Grant Number 2018-67013-27421) to Q.J. Shen and P.J. Rushton. A.J.V. acknowledges funding from the UNLV Graduate & Professional Student Association. K.A. thanks financial support received through the Nevada INBRE Undergraduate Research Opportunities through a grant from the National Institute of General Medical Sciences (GM103440). R.B. acknowledges funding from the McNair & Title III AANAPISSI Summer Research Institute.
Author information
Authors and Affiliations
Contributions
A.J.V. and K.A. ran the methods, performed the analyses, and contributed equally in writing the manuscript. R.B. participated in running the analyses and writing of the manuscript. A.J.V., M.H., P.J.R. and J.Q.S. conceptualized the study, proposed study methods, and finalized the completion of the manuscript. Q.J.S. agrees to serve as the author responsible for contact and ensures communication.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Villacastin, A.J., Adams, K.S., Boonjue, R. et al. Dynamic differential evolution schemes of WRKY transcription factors in domesticated and wild rice. Sci Rep 11, 14887 (2021). https://doi.org/10.1038/s41598-021-94109-4
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-021-94109-4
- Springer Nature Limited