Next Article in Journal
Ethics as Lived Practice. Anticipatory Capacity and Ethical Decision-Making in Forensic Genetics
Previous Article in Journal
Comprehensive Analysis of Large-Scale Transcriptomes from Multiple Cancer Types
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Genome-Wide Identification and Analysis of the WRKY Gene Family and Cold Stress Response in Acer truncatum

1
College of Forestry and Grassland, Jilin Agricultural University, Changchun 130118, China
2
State Key Laboratory of Tree Genetics and Breeding, School of Forestry, Northeast Forestry University, Harbin 150040, China
3
Linjiang Forestry Bureau of Jilin Provenance, Linjiang 134600, China
4
Wangqing Forestry Bureau Shajingou Forestry Station of Jilin Provenance, Wangqing 133200, China
*
Authors to whom correspondence should be addressed.
Genes 2021, 12(12), 1867; https://doi.org/10.3390/genes12121867
Submission received: 18 October 2021 / Revised: 21 November 2021 / Accepted: 23 November 2021 / Published: 24 November 2021
(This article belongs to the Section Bioinformatics)

Abstract

:
WRKY transcription factors constitute one of the largest gene families in plants and are involved in many biological processes, including growth and development, physiological metabolism, and the stress response. In earlier studies, the WRKY gene family of proteins has been extensively studied and analyzed in many plant species. However, information on WRKY transcription factors in Acer truncatum has not been reported. In this study, we conducted genome-wide identification and analysis of the WRKY gene family in A. truncatum, 54 WRKY genes were unevenly located on all 13 chromosomes of A. truncatum, the highest number was found in chromosomes 5. Phylogenetic relationships, gene structure, and conserved motif identification were constructed, and the results affirmed 54 AtruWRKY genes were divided into nine subgroup groups. Tissue species analysis of AtruWRKY genes revealed which were differently exhibited upregulation in flower, leaf, root, seed and stem, and the upregulation number were 23, 14, 34, 18, and 8, respectively. In addition, the WRKY genes expression in leaf under cold stress showed that more genes were significantly expressed under 0, 6 and 12 h cold stress. The results of this study provide a new insight the regulatory function of WRKY genes under abiotic and biotic stresses.

1. Introduction

Transcription factors are the most abundant gene regulators in multicellular genomes. They activate or inhibit the expression of target genes by binding to specific DNA sequences, thus regulating the gene expression of all organisms [1,2,3]. WRKY transcription factors are one of the largest and most important families of transcription factors with a highly conserved protein structure domain [4,5]. Structurally, approximately 60 amino acid residues of the N-terminus contain the conserved sequence associated with DNA binding activity (WRKYGQK), and the C-end have a zinc-finger motif (Cx4–5Cx22–23HxH or Cx7Cx23HxC) to participate in zinc finger protein interactions [6,7,8]. WRKY proteins are divided into three groups based on the number of conserved domain and type of zinc finger, named group Ⅰ, group Ⅱ and group Ⅲ [9,10]. Group Ⅰ comprises two Cx4–5Cx22–23HxH zinc figure motifs; group Ⅱ contains one Cx4–5Cx22–23HxH zinc finger motif; and group Ⅲ includes one Cx7Cx23HxC zinc finger motif [6]. On the basis of their phylogenetic clades and different assembling, the three groups can be further divided into subgroups, such as group Ⅱ have five subgroups (Ⅱ a–e) [11,12]. WRKY has many special biological functions due to its unique domain.
Numerous studies have indicated the crucial regulatory roles of WRKY transcription factors in plant growth and development, physiological and biochemistry processes, biotic and abiotic stress response [13,14,15,16]. For instance, overexpression of the transcription factor TaWRKY2 enhances drought stress tolerance and increase grain yield in transgenic wheat (Triticum aestivum L.) [17]; while overexpression of OsWRKY29 represses seed dormancy by directly downregulating the expression of OsABF1 and OsVP1 in rice (Oryza sativa L.) [18]. What is noteworthy is that the regulatory functions of WRKY genes are closely associated with multiple plant hormone-mediated signal pathways. In Arabidopsis thaliana, AtWRKY46 modulated the development of lateral roots in osmotic/salt stress conditions via regulation of ABA signaling and auxin homeostasis [4]. Cold tolerance is a response of plants to abiotic stress conditions, the gene expression levels of plants will change differently under cold stress. Many studies have proved that members of the WRKY family play a crucial regulatory role in cold stress, for instance, the expression of some PmWRKY genes was induced by cold stress in Prunus mume, which show 6 PmWRKY genes were downregulated, and three genes were upregulated expressed sustainably with prolonging of the treatment time in stems [19]. In Camellia sinensis, CsWRKY33, CsWRKY34, CsWRKY37, CsWRKY38 and CsWRKY39 genes were upregulated under low (4 °C) temperature treatments [20].
Acer truncatum, a deciduous tree belonging to the Aceraceae, is a crucial landscaping tree species with high ornamental and economic value [21,22]. The natural distribution range of A. truncatum is mainly concentrated in northern China, Korea and Japan, but there are a few sporadically distributed species in Europe and North America [23,24]. Due to its elite hardwood, it is widely used for timber production. Seeds and leaves are rich in oils, nervonic acid and tannins, which can also be used as raw materials for food processing and pharmaceutical development [25,26,27]. Therefore, increasing attention has been given to the various uses of A. truncatum, such as ornamental greening, medicinal value and ecological benefit, and research on A. truncatum has also increased. In recent years, research on the molecular biology aspects of A. truncatum has mainly focused on molecular markers, genetic diversity, and drug synthesis, but studies on its gene family are still lacking. Publication of the whole genome sequence of A. truncatum makes up for the gap in molecular biology research [28], which will be of great significance for further studies on A. truncatum flowering, seed production, and biological and abiotic stress.
In this study, we comprehensively analyzed the WRKY gene family with multiple bioinformatics methods and further determined the function of WRKY in growth and development. Furthermore, some AtruWRKYs were preliminarily verified in regulating A. truncatum tolerance to cold stress, and the transcript level of these responsive WRKY genes influence A. truncatum response to cold stresses. The results lay a theoretical foundation for deeper research on WRKY genes.

2. Materials and Methods

2.1. Plant Materials

The 3-year-old A. truncatum used in this study from the Northeast Forestry University greenhouse (126°38′8.92″ E, 45°43′20.64″ N), Harbin, Heilongjiang province, China. The A. truncatum seedlings was positioned in a low-temperature refrigerator at 4 °C to experimentally validate the computationally predicted AtruWRKY genes, and leaves of samples were collected at 6, 12, 24, 36 and 48 h after treatment with 0 h as a control. The collected leaves were instantly frozen in liquid nitrogen for 5 min and stored at −80 °C until they were used for extracting total RNA.

2.2. Sequence Retrieval of the WRKY Gene Family in A. truncatum

The A. truncatum genome files v1.1 (such as A._truncatum.gff, A._truncatum.pep and A._truncatum_genome.fa) was retrieved in https://doi.org/10.6084/m9.figshare.12986237.v2, accessed on 8 July 2021 and used to identify AtruWRKY [28]. Next, 74 known WRKY transcription factor family genes from A. thaliana were selected as the query objects, and we obtained the Arabidopsis protein sequence by TAIR 9.0 release (https://www.arabidopsis.org/browse/genefamily/index.jsp, accessed on 10 July 2021) [29]. The protein sequences of A. truncatum and A. thaliana were subjected to BLAST alignment by TBtools (Toolbox for Biologists) v1.086 (evalue <1 × 10−5) [30], each A. thaliana gene was successfully matched with multiple AtruWRKY genes (Table S1). Further, a total of 572 alignment sequence IDs were obtained after eliminating the repetition values and blanks. Then, candidate protein sequences were extracted by TBtools. In addition, the candidate AtruWRKY and A. truncatum were further manually analyzed using Batch CD-Search in the National Centre for Biotechnology database (NCBI; https://www.ncbi.nlm.nih.gov/Structure/bwrpsb/bwrpsb.cgi, accessed on 11 July 2021) to confirm the presence of the WRKY domain. We estimated 7 conserved domains in A. truncatum: WRKY, UPF0242 superfamily, Plant zinc cluster domain (Plant_zn_clust, PF10533), PLN0321 superfamily, PKc-like superfamily, and PAH and Sin3 superfamily. Finally, only the genes containing conserved WRKY domains were selected for subsequent analysis, and a total of 54 AtruWRKYs were obtained and termed AtruWRKY1 to AtruWRKY54 (Table 1).
The proteomics and sequence analysis tools on the ExPASy (http://expasy.org/, accessed on 13 July 2021) proteomics server was used to predict the protein molecular weights (MW) and isoelectric points (PI) of AtruWRKY genes. To ensure the accuracy and completeness of the data, the CDS length and amino acid sequence were predicted by TBtools [31]. In addition, subcellular localization (https://wolfpsort.hgc.jp/, accessed on 13 July 2021) were calculated through the online website.

2.3. The Gene Structure and Chromosomal Location

To predict the exon-intron structure, the gene structure of all candidate A. truncatum WRKY genes was identified by TBtools (used A._truncatum.gff and genes ID), and TBtools software was used for visualization (from GTF/GFF3 File) [32,33]. At the same time, TBtools was used to determine the chromosomal location of the AtruWRKY genes, and their gene ID and sequences were used as the basic data for the searches. According to the gene location and number, each AtruWRKY gene was mapped to A. truncatum chromosomes, where tandemly duplicated gene pairs were linked with a red line [34,35]. It is well known that A. truncatum has 13 pairs of chromosomes [28], so they were named chr1, chr2, chr3, chr4, chr5, chr6, chr7, chr8, chr9, chr10, chr11, chr12 and chr13 in this study.

2.4. Protein Motif Composition Analysis and Functional Annotation

To identify the conserved motifs in A. truncatum proteins, the motifs within the 54 A. truncatum WRKY protein sequences were detected using the Multiple EM for Motif Elicitation (MEME 5.3.2: https://meme-suite.org/meme/doc/meme.html?man_type=web, accessed on 20 July 2021) [36]. The maximum number of motifs was set to 10, and members of the same subfamily have similar conserved domain characteristics. In addition, GO annotation was performed by Eggnog (http://eggnog5.embl.de/, accessed on 20 July 2021) and visualized using WEGO 2.0 (https://wego.genomics.cn/, accessed on 21 July 2021).

2.5. Sequence Alignment and Phylogenetic Tree Construction

According to the conserved domain of the A. truncatum WRKY protein, the family can be divided into different groups. The Clustalw algorithm analysis was performed, and the multiple sequence alignment analysis using the default parameters in MEGA6.0: 1000 replicates for bootstrap analysis and pairwise deletion [37,38]. Then, the phylogenetic tree was constructed from the alignment results using neighbor-joining (NJ) method. The phylogenetic tree was annotated and beautified by using iTOL online software (https://itol.embl.de/, accessed on 24 July 2021) [39,40]. Additionally, we downloaded the genomic information of A. thaliana (TAIR10.1; https://www.ncbi.nlm.nih.gov/genome/?term=+Arabidopsis+thaliana, accessed on 8 July 2021) and a related species called Acer yangbiense (AYv1.1; https://www.ncbi.nlm.nih.gov/genome/?term=Acer+yangbiense+, accessed on 29 July 2021) from the NCBI website and analyzed the collinearity with the information for the three species using TBtools [41].

2.6. Analysis of AtruWRKY Gene Expression in Different Tissues/Organs

To analyze the expression profile of AtruWRKY genes in different tissues/organs, RNA-seq data of AtruWRKY genes were downloaded from the NCBI databases (https://www.ncbi.nlm.nih.gov/sra, accessed on 3 September 2021), which contains the expression levels in root (SRR10097461), leaf (SRR10097462), flower (SRR10097463), stem (SRR10097460) and seed (SRR10097465). The expression abundance of AtruWRKY genes were calculated using the fragments per kilobase of transcript per million fragments mapped (FPKM) values. R studio (pheatmap; https://cran.r-project.org/web/packages/pheatmap/index.html, accessed on 4 September 2021) was used for standardized analysis and visualization of gene expression data.

2.7. Real-Time qRT-PCR Experimental Validation

The OMEGA Biotek (Guangzhou Feiyang Biological Engineering Co., Ltd., Guangzhou, China) was used to extract total RNA from leaves (≤100 mg), and the experimental operations were carried out strictly according to the instructions (Version: Plant RNA Kit R6827; http://omegabiotek.com.cn/template/productShow.aspx?m=129002&i=100000111413546, accessed on 10 September 2021). In addition, the RNA integrity and RNA purity (OD260/230 and OD260/280) of the samples were determined by agarose gel electrophoresis and ultrasonic spectrophotometry. To obtain the the amplification products of cDNA for qRT-PCR analysis, approximately 1 ug of total RNA was reverse-transcribed using the PrimeScript RT reagent kit with gDNA Eraser (TaKaRa, Kyoto, Japan). The primers were designed using the online website INTEGRATED DNA TECHNOLOGIES (https://sg.idtdna.com/pages, accessed on 22 September 2021), a total of 15 WRKY genes were selected randomly and used for RT-qPCR analysis with specific primers, and 18S rRNA was used as a reference gene (Table S2). The amplicon size ranging from 150 bp to 200 bp and an optimal Tm of 62 ± 1 °C. Quantitative real-time qRT-PCR was performed on an ABI 7500 Real-Time system (Applied Biosystems) using the TaKaRa SYBR Green Mix kit (TaKaRa, Beijing, China). The PCR protocol was conducted with a 20 µL volume, which contained 0.4 uL of ROX Reference Dye Ⅱ, 0.8 uL of upstream and downstream primers (10 umol/L), 2 uL of cDNA template, 6 uL of double-distilled water (ddH2O) and 10 uL of 2 × SYBR (TB Green Premix Ex Taq Ⅱ). The PCR reaction program consisting of 95 °C for 30 s, followed by 40 cycles of 95 °C for 5 s and 62 °C for 35 s, 95 °C for 15 s, and 60 °C for 1 min, finishing with 95 °C for 15 s. Three technical repetitions were performed for the whole experiment, the relative expression level was calculated using the 2ΔΔCT method.

3. Results

3.1. Identification of AtruWRKY in A. truncatum

Based on the amino acid sequences of the A. thaliana WRKY gene family, a total of 54 AtruWRKY genes were successfully identified from the A. truncatum genome by multiple sequence alignment after removing duplicates, incomplete sequences, and sequences without corresponding domains, and they were named AtruWRKY1 to AtruWRKY54 according to their Gene ID and structure. Detailed information on the 54 WRKY genes is provided in Table 1. The number of amino acids (aa) in the predicted protein varied from 71 to 768. The average predicted isoelectric points and molecular weight points of the encoded proteins were 7.01 and 42,388.03, respectively. The subcellular localization results showed that most of the WRKY genes (94%) were localized in the nucleus, and only the AtruWRKY1, AtruWRKY5 and AtruWRKY24 genes were localized in the cytosol.

3.2. Phylogenetic Tree Construction and Conserved Motifs

To further explore the phylogenetic relationship of the WRKY transcription factor family in A. truncatum, a phylogenetic tree of A. truncatum was constructed by using MEGA software as shown in Figure 1, which intuitively reflects the evolutionary status and grouping attribution of 54 members of the WRKY family. According to 54 WRKY protein sequences and clustering analysis, the 54 identified members of the WRKY family were sorted into three large groups. Specifically, the largest number of WRKY members in the third largest group was 29. The first and second groups had 24 and 11 members, respectively. Furthermore, a total of 10 motifs were identified by analyzing the conserved motifs of WRKY family members through online MEME. Based on the number and amino acid sequences of the conserved WRKY domains, we divided the three large groups into nine subgroups (Ⅰ a, Ⅰ b, Ⅱ a, Ⅱ b, Ⅲ a, Ⅲ b, Ⅲ c, Ⅲ d and Ⅲ e). As shown in Figure 2, the same subgroups of WRKY members usually had similar motifs. For instance, almost all gene had more than 4 motifs, and all genes except AtruWRKY5 and AtruWRKY31 contained motif 2, which might play a crucial role in A. truncatum proteins. Interestingly, motif 5 was observed only in group Ⅰ b, whereas motif 9 was only found in groups Ⅲ d and Ⅲ e. The group Ⅰ b had the highest average number of motifs, approximately 8.

3.3. Chromosomal Location and Gene Structure

All 54 AtruWRKY genes were mapped to 13 chromosomes (2n = 2X = 26) in the A. truncatum genome (Figure 3). Notably, although WRKY genes were not evenly distributed on chromosomes, they were present on every chromosome. Chr5 contained the most AtruWRKY genes (9), the number of genes located on other chromosomes ranged from 1 to 6, and the lowest number of genes appeared on chr13 (1). There were six AtruWRKYs on chr6 and chr8 and only two AtruWRKYs on chr1 and chr3. Gene tandem duplication is considered to be an important reason for the formation of gene clusters [42,43]. In this study, we discovered that some AtruWRKYs were adjacent to each other. For example, AtruWRKY14 and AtruWRKY17 on chr7 were connected in series, suggesting that there may be a tandem duplication relationship between these AtruWRKYs. Additionally, we further investigated the WRKY exon-intron coding sequence structure to obtain in-depth insight into the protein expression sequence. The results showed that each group had a highly conserved structure (Figure 4). The distribution of CDS, UTR and introns of WRKY genes had a certain regularity, the intron number in the A. truncatum WRKY family ranged from 1 (AtruWRKY46) to 5 (AtruWRKY21), with an average number of 2.74, and group Ⅰ genes contained more introns. The number of CDSs was evenly distributed in AtruWRKY genes, ranging from 3 to 4, but there was no UTR in many AtruWRKY (5, 6, 8, 11, 14, 17, 18, 24, 27, 28, 30, 36, 39, 40, 43, 45, 49, 52) genes.

3.4. Synteny Analysis of AtruWRKY Genes

To reveal the origin and evolution of the A. truncatum WRKY family members, a synteny analysis was performed between WRKY genes in A. truncatum and two other plants, including A. thaliana and A. yangbiense (Figure 5). Red lines in the background highlight syntenic WRKY gene pairs within A. truncatum and other plant genomes, while gray lines indicate collinear blocks. Fifty and 65 collinear gene pair showed syntenic relationships with those in the other two species: A. thaliana and A. yangbiense, respectively. A. truncatum and A. yangbiense are both members of Aceraceae, and WRKY genes show stronger homology than A. thaliana.

3.5. AtruWRKY Expression Profiles in Five Tissues

The expression levels of all 54 AtruWRKYs were investigated thoroughly using a rigorous transcriptome analysis procedure based on public transcriptomic data of different tissues of A. truncatum, including flowers, leaves, roots, seeds and stems. Among the 54 AtruWRKY genes, 52 AtruWRKYs (except AtruWRKY49 and AtruWRKY53) were identified in all tissue types (Figure 6). The AtruWRKY genes showed different expression across tissues tested; one gene in the flower (AtruWRKY11) exhibited the highest transcript levels, and the expression of AtruWRKY34, AtruWRKY46 and AtruWRKY5 occurred preferentially in seeds. Six AtruWRKY genes (AtruWRKY24, AtruWRKY9, AtruWRKY8, AtruWRKY2, AtruWRKY18 and AtruWRKY30) showed higher expression levels in roots than in seeds and stems. The expression analysis of the different leaf developmental stages showed that several genes (AtruWRKY52, AtruWRKY15 and AtruWRKY17) had higher expression in the stem.

3.6. Functional Annotation

Of all the AtruWRKY genes identified, most (47 genes) were successfully annotated for their functions (Figure 7). By analyzing the cellular components of the functionally annotated genes, we found that only a few genes played a part in membrane structure formation, such as organelle parts (one gene), membrane-enclosed lumen (one gene), extracellular region (one gene) and membrane (one gene). However, there are many genes that are widely present and have positive effects on molecular function (46 genes), accounting for more than 95% of all genes. We further analyzed the biological processes and found that there were significant differences in the expression of the number of genes, the number of genes annotated for each GO term can be found on the website (https://wego.genomics.cn/view/WEGOID77554007142815, accessed on 21 July 2021).

3.7. Expression Analysis of AtruWRKY Genes under Cold Stress

To verify the functions WRKYs play in cold hardiness, the expression patterns of 15 randomly selected AtruWRKY genes in different stages at low temperature (4 °C) (0, 6, 12, 24, 36 and 48 h) were determined by qRT-PCR. The results showed that 15 AtruWRKY genes exhibited significant differences, and most of the genes were highly expressed during 0~12 h under cold treatment (Figure 8). AtruWRKYs, including AtruWRKY12, AtruWRKY13, AtruWRKY15, AtruWRKY17, AtruWRKY28, AtruWRKY31, AtruWRKY39, AtruWRKY44 and AtruWRKY47, showed the highest expression levels when exposed to low temperature for 12 h. AtruWRKY29, AtruWRKY33, and AtruWRKY51 showed the highest levels at 6 h, however AtruWRKY20 (48 h), AtruWRKY25 (24 h) and AtruWRKY51 (36 h) also showed relatively high expressed level after 12 h of cold treatment. Notably, the AtruWRKY33 gene was only distinct expressed at 6 h, while AtruWRKY15, AtruWRKY17 and AtruWRKY33 were almost non-expressed at 12~48 h.

4. Discussion

A. truncatum is a well-known and valuable tree species for its graceful maple, elite hardwood and rich medicinal ingredients [44,45]. However, only a few studies have been conducted on its growth development and stress response at molecular level because of incomplete RNA-seq and genome sequence data. Previous studies have found that TFs play a crucial role in plant growth and response to abiotic stress through self-regulation and regulation of downstream target gene expression [46,47,48]. WRKY transcription factors have been reported to be one of the largest gene families and play a pivotal role in flowering, growth development, and abiotic and biotic stress responses in plants [16]. So far, some WRKY family members have been identified and analyzed in plant species such as A. thalliana [49], G. max L. [50], T. aestivum [17] and O. sativa [51]. However, none of the reports are published for the identification and functional role of the WRKY gene family in A. truncatum. This study is the first publicly published analysis and identification of WRKY transcription factors via genomic data, which provided a better understanding of the function of WRKY genes family under cold stress in A. truncatum.
The number of TFs in a gene family is related not only to the genetic background of the species but also to the influence of the long-term evolutionary succession of plants. In present investigation, 54 genes were ultimately identified as encoded by the A. truncatum WRKY family. The number of WRKY genes identified in A. truncatum was neither high nor less than those WRKY genes in various plants (Santalum album, 57 WRKYs; Solanum tuberosum, 79 WRKYs; Sesamum indicum, 71 WRKYs; Panicum miliaceum L., 32 WRKYs; Zanthoxylum bungeanum Maxim, 38WRKYs; Taraxacum antungense kitag, 44 WRKYs) [52,53,54,55,56,57], suggesting high conservation of WRKY gene family in A. truncatum, which may be related to gene duplication during species formation and evolution. Furthermore, the subcellular localization results in this study showed that all but AtruWRKY1, AtruWRKY4 and AtruWRKY24 were detected in the nucleus, suggesting that most WRKY gene functions may are closely related to the expression regulation of target genes, similar to Xanthoceras sorbifolium [58] and S. album [52]. The 54 WRKY transcription factors identified, all of which were unevenly distributed on 13 chromosomes in A. truncatum, may play important roles in the evolution of the WRKY gene family. Interestingly, the AtruWRKY14 and AtruWRKY17 have a tandem duplication relationship between them, which were also close phylogenetically. At the same time, transcription factor genes with similar functions were clustered together in evolutionary trees. In particular, group Ⅲ had significantly more gene members than the other two, accounting for 54% of all AtruWRKYs. This was consistent with the results of P. miliaceum L. [55] and Chinese jujube (Ziziphus jujuba Mill.) [8], indicating the WRKY gene family diversification and conservation among the land plants. In addition, some studies have clarified that the variation of group Ⅲ WRKY genes may be key to the variation of WRKY transcription factors [59].
The number and species of conserved motifs of each WRKY family member were different to some extent, but the conserved motifs and species of the protein members in the same subgroup were roughly the same, indicating that the members of the WRKY family had similar structure and biological function. All of WRKY genes family members in this paper contained motif 2, indicating that motif 2 with high frequency may be closely related to the molecular function and structural properties involved in WRKY gene. In-depth analysis of the structural characteristics of introns and exons is a key step in the process of gene family evolution [60,61]. A varied number of introns was possessed by AtruWRKY genes, group Ⅰ had more introns in this study, implying that the molecular structure in the group Ⅰ of WRKY genes may be quite conserved in the process of evolution, which conductive to the protein diversity caused evolution [62,63]. It seems that the crucial function of the WRKY gene family in A. truncatum is very much related to group Ⅰ, and similar results were found in eggplant (Solanum torvum L.) [60]. These results confirm the characteristics of the AtruWRKY gene family and facilitate further study on the function of AtruWRKY genes.
RNA-seq is usually used to study gene function and structure at the overall level and reveal the molecular mechanisms of specific biological processes and disease occurrence. This approach has been widely used in basic research, clinical diagnosis, drug development and other fields [64,65,66,67]. As shown in Figure 6, we used transcriptome data from different tissues/organs (root, flower, leaf, seed and stem) of A. truncatum to explore the expression of the WRKY gene family, the expression pattern of each AtruWRKY gene was altered in these tissues/organs. We found that among all 54 AtruWRKY genes, 52 genes (except AtruWRKY49 and AtruWRKY53) were expressed specifically in plant tissues. Among them, most AtruWRKY genes were highly expressed in root (56%), whereas a few AtruWRKY genes were expressed in seed (6%) and stem (8%). This is consistent with studies made in other plants, such as S. indicum L. [54], cabbage (Brassica rapa ssp. pekinensis) [68], grape (Vitis vinifera) [69] and cucumber (Cucumis sativus) [70]. The results showed that the WRKY genes are expressed tissue specifically, and which may function reflect in responses that first affect plants below ground. AtruWRKY2, AtruWRKY8, AtruWRKY9, AtruWRKY22 and AtruWRKY24 showed the highest expression levels in the roots, and these genes may play a key role in the root formation and development of A. truncatum. For instance, previous studies have suggested that TaWRKY51 genes took part in T. aestivum L. lateral roots formation by modulating ethylene biosynthesis [71]. Overexpression AtWRKY75 and OsWRKY31 gave rise to reduced significantly the number of relevant lateral roots in contrast [72,73]. AtruWRKY11 is highly expressed only in flowers, indicating that some AtruWRKY might only be expressed in response to particular biotic and abiotic. These results suggest that WRKY transcription factors exhibit varied expression profiling in various organs or tissues to regulate various biological and physiological metabolism processes in A. truncatum [74,75].
Cold stress is a crucial factor affecting the growth and development of plants. Previous studies on the mechanism by which WRKY regulates cold stress have mainly focused on model plants, for instance, the OsMADS57 and OsTB1 conversely affect O. sativa L. chilling tolerance via targeting OsWRKY94 [76]. In A. thaliana, the AtWRKY34 negatively mediated cold sensitivity of mature pollen, speculated that it might be involved in the CBF signal cascade in mature pollen [77]. In this study, 15 differentially expressed AtruWRKY genes were verified in A. truncatum from the 54 genes (Figure 8). The results showed that 13 AtruWRKY genes were highly expressed at 0~12 h after low-temperature treatment, which implied that these genes may be crucial in the early stage of cold stress treatment. In contrast, the expression levels of AtruWRKY25 and AtruWRKY51 were slightly increased after 12 h, suggesting that these genes participated in the late reaction to cold treatment. This difference in expression before and after indicates that WRKY transcription factors were time-efficient in response to cold stress, which was also verified in Brassica napus [78] and P. mumu [19] in the past research, suggesting that different WRKY transcription factors may play roles in different periods. In addition, the expression of a few AtruWRKY genes decreased or faded away under cold treatment, such as AtruWRKY17, AtruWRKY31, AtruWRKY33, AtruWRKY39 and AtruWRKY47. We conjecture that these genes may play a role in other biotic and abiotic stresses in A. truncatum.

5. Conclusions

This study is the first genome-level description of the WRKY gene family of A. truncatum. We identified 54 WRKY genes in A. truncatum, and all of them were located on 13 chromosomes. In addition, we identified ten conserved domains of AtruWRKY proteins, and these WRKY genes were classified into 3 groups (9 subgroups) based on phylogenetic relationships. The collinearity of A. truncatum and A. yangbiense was better than that of A. thaliana, and the functional annotation results showed that the majority of WRKY genes were involved in the regulation of molecular functions and biological processes, such as transcription regulator activity, biological regulation, regulation of biological process, metabolic process, and cellular process, etc. Furthermore, the expression patterns in five different tissues suggested that these WRKY genes might play a crucial role in flowers, seeds, leaves, roots, and stems. Finally, more AtruWRKY genes were significantly highly expressed under 0, 6 and 12 h of cold stress, which provides a meaningful direction for future research under cold stress. The analysis of WRKY genes identifies their molecular mechanisms and potential functions involved in plant biotic and abiotic stress responses in A. truncatum and lays a foundation for the study of WRKY TFs in A. truncatum and other plants.

Supplementary Materials

The following are available online at https://www.mdpi.com/article/10.3390/genes12121867/s1, Table S1: Each A. thaliana gene was matched with multiple AtruWRKY genes; Table S2: AtruWRKY gene-specific primers.

Author Contributions

Conceptualization, X.Z., C.Z. and Y.L.; methodology, X.L., K.C. and J.W.; validation, Y.L. and X.Z.; resources, Y.L., L.G., H.Z. and Z.R.; writing-original draft preparation, Y.L.; writing-review and editing, X.Z.; supervision, X.Z.; project administration, X.Z.; funding acquisition, X.Z. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the Heilongjiang Province Applied Technology Research and Development Plan Project (No. GA20B402) and the Scientific research start-up funds of Jilin Agricultural University (No. 2021002).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Genomic data are available in the SRA database of the National Center for Biotechnology Information (NCBI) under the accession number PRJNA557096.

Acknowledgments

We acknowledge all the members of the research group for their helpful comments and inspiration.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Hobert, O. Gene regulation by transcription factors and MicroRNAs. Science 2008, 319, 1785–1786. [Google Scholar] [CrossRef] [PubMed]
  2. Kaplan-Levy, R.N.; Brewer, P.B.; Quon, T.; Smyth, D.R. The trihelix family of transcription factors—Light, stress and development. Trends Plant Sci. 2012, 17, 163–171. [Google Scholar] [CrossRef] [PubMed]
  3. Abondio, P.; Sazzini, M.; Garagnani, P.; Boattini, A.; Monti, D.; Franceschi, C.; Luiselli, D.; Giuliani, C. The genetic variability of APOE in different human populations and its implications for longevity. Genes 2019, 10, 222. [Google Scholar] [CrossRef] [Green Version]
  4. Ding, Z.J.; Yan, J.Y.; Li, C.X.; Li, G.X.; Wu, Y.R.; Zheng, S.J. Transcription factor WRKY 46 modulates the development of Arabidopsis lateral roots in osmotic/salt stress conditions via regulation of ABA signaling and auxin homeostasis. Plant J. 2015, 84, 56–69. [Google Scholar] [CrossRef] [PubMed]
  5. Ding, Z.J.; Yan, J.Y.; Li, G.X.; Wu, Z.C.; Zhang, S.Q.; Zheng, S.J. WRKY 41 controls Arabidopsis seed dormancy via direct regulation of ABI 3 transcript levels not downstream of ABA. Plant J. 2014, 79, 810–823. [Google Scholar] [CrossRef] [PubMed]
  6. Rushton, P.J.; Somssich, I.E.; Ringler, P.; Shen, Q.J. WRKY transcription factors. Trends Plant Sci. 2010, 15, 247–258. [Google Scholar] [CrossRef]
  7. Jiang, J.J.; Ma, S.H.; Ye, N.H.; Jiang, M.; Cao, J.S.; Zhang, J.H. WRKY transcription factors in plant responses to stresses. J. Integr. Plant Biol. 2017, 59, 86–101. [Google Scholar] [CrossRef]
  8. Xue, C.L.; Li, H.T.; Liu, Z.G.; Wang, L.L.; Zhao, Y.T.; Wei, X.M.; Fang, H.; Liu, M.J.; Zhao, J. Genome-wide analysis of the WRKY gene family and their positive responses to phytoplasma invasion in Chinese jujube. BMC Genom. 2019, 20, 464–478. [Google Scholar] [CrossRef] [Green Version]
  9. Eulgem, T.; Rushton, P.J.; Robatzek, S.; Somssich, I.E. The WRKY superfamily of plant transcription factors. Trends Plant Sci. 2000, 5, 199–206. [Google Scholar] [CrossRef]
  10. Viana, V.E.; Carlos, d.M.L.; Busanello, C.; Pegoraro, C.; Costa, d.O.A. When rice gets the chills: Comparative transcriptome profiling at germination shows WRKY transcription factor responses. Plant Biol. 2021, 23, 100–112. [Google Scholar] [CrossRef]
  11. Bao, W.Q.; Wang, X.W.; Chen, M.; Chai, T.Y.; Wang, H. A WRKY transcription factor, PcWRKY33, from Polygonum cuspidatum reduces salt tolerance in transgenic Arabidopsis thaliana. Plant Cell Rep. 2018, 37, 1033–1048. [Google Scholar] [CrossRef]
  12. Qin, Y.X.; Tian, Y.C.; Liu, X.Z. A wheat salinity-induced WRKY transcription factor TaWRKY93 confers multiple abiotic stress tolerance in Arabidopsis thaliana. Biochem. Biophys. Res. Commun. 2015, 464, 428–433. [Google Scholar] [CrossRef]
  13. Zhang, L.L.; Wan, X.B.; Xu, Y.; Niyitanga, S.; Qi, J.M.; Zhang, L.W. De novo assembly of transcriptome and genome-wide identification reveal GA3 stress-responsive WRKY transcription factors involved in fiber formation in jute (Corchorus capsularis). BMC Plant Biol. 2020, 20, 403–418. [Google Scholar] [CrossRef]
  14. Xie, L.H.; Yan, T.X.; Li, L.; Chen, M.H.; Ma, Y.N.; Hao, X.L.; Fu, X.Q.; Shen, Q.; Huang, Y.W.; Qin, W.; et al. The WRKY transcription factor AaGSW2 promotes glandular trichome initiation in Artemisia annua. J. Exp. Bot. 2021, 72, 1691–1701. [Google Scholar] [CrossRef] [PubMed]
  15. Zhu, H.; Jiang, Y.N.; Guo, Y.; Huang, J.B.; Zhou, M.H.; Tang, Y.Y.; Sui, J.M.; Wang, J.S.; Qiao, L.X. A novel salt inducible WRKY transcription factor gene, AhWRKY75, confers salt tolerance in transgenic peanut. Plant Physiol. Bioch. 2021, 160, 175–183. [Google Scholar] [CrossRef] [PubMed]
  16. Wang, D.J.; Wang, L.; Su, W.H.; Ren, Y.J.; You, C.H.; Zhang, C.; Que, Y.X.; Su, Y.C. A class III WRKY transcription factor in sugarcane was involved in biotic and abiotic stress responses. Sci. Rep. 2020, 10, 20964. [Google Scholar] [CrossRef] [PubMed]
  17. Gao, H.M.; Wang, Y.F.; Xu, P.; Zhang, Z.B. Overexpression of a WRKY transcription factor TaWRKY2 enhances drought stress tolerance in transgenic wheat. Front. Plant Sci. 2018, 9, 997. [Google Scholar] [CrossRef] [Green Version]
  18. Zhou, C.L.; Lin, Q.B.; Lan, J.; Zhang, T.Y.; Liu, X.; Miao, R.; Mou, C.L.; Nguyen, T.; Wang, J.C.; Zhang, X.; et al. WRKY transcription factor OsWRKY29 represses seed dormancy in rice by weakening abscisic acid response. Front. Plant Sci. 2020, 11, 691. [Google Scholar] [CrossRef]
  19. Bao, F.; Ding, A.Q.; Cheng, T.R.; Wang, J.; Zhang, Q.X. Genome-wide analysis of members of the WRKY gene family and their cold stress response in Prunus mume. Genes 2019, 10, 911. [Google Scholar] [CrossRef] [Green Version]
  20. Wu, Z.J.; Li, X.H.; Liu, Z.W.; Li, H.; Wang, Y.X.; Zhuang, J. Transcriptome-wide identification of Camellia sinensis WRKY transcription factors in response to temperature stress. Molecul. Genet. Genom. 2016, 291, 255–269. [Google Scholar] [CrossRef]
  21. Wang, R.K.; Liu, P.; Fan, J.S.; Li, L.L. Comparative transcriptome analysis two genotypes of Acer truncatum Bunge seeds reveals candidate genes that influences seed VLCFAs accumulation. Sci. Rep. 2018, 8, 151–161. [Google Scholar] [CrossRef]
  22. Wang, R.K.; Fan, J.S.; Chang, P.; Zhu, L.; Zhao, M.R.; Li, L.L. Genome survey sequencing of Acer truncatum Bunge to identify genomic information, simple sequence repeat (SSR) markers and complete chloroplast genome. Forests 2019, 10, 87. [Google Scholar] [CrossRef] [Green Version]
  23. Ma, Q.Y.; Wang, Y.N.; Zhu, L.; Bi, C.W.; Li, S.X.; Li, S.S.; Wen, J.; Yan, K.Y.; Li, Q.Z.; Ono, S. Characterization of the complete chloroplast genome of Acer truncatum Bunge (Sapindales: Aceraceae): A new woody oil tree species producing nervonic acid. BioMed Res. Int. 2019, 2019, 7417239. [Google Scholar] [CrossRef]
  24. Gu, R.H.; Rybalov, L.; Negrin, A.; Morcol, T.; Long, W.W.; Myers, A.K.; Isaac, G.; Yuk, J.; Kennelly, E.J.; Long, C.L. Metabolic profiling of different parts of Acer truncatum from the mongolian plateau using UPLC-QTOF-MS with comparative bioactivity assays. J. Agr. Food Chem. 2019, 67, 1585–1597. [Google Scholar] [CrossRef]
  25. Ma, X.F.; Wu, L.H.; Ito, Y.; Tian, W.X. Application of preparative high-speed counter-current chromatography for separation of methyl gallate from Acer truncatum Bunge. J. Chromatogr. A 2005, 1076, 212–215. [Google Scholar] [CrossRef] [PubMed]
  26. Chen, D.J.; Luo, X.G.; Yan, L.H.; Si, C.L.; Wang, N.; He, H.P.; Zhang, T.C. Transcriptome analysis of unsaturated fatty acids biosynthesis shows essential genes in sprouting of Acer truncatum Bunge seeds. Food Biosci. 2020, 41, 100739–100774. [Google Scholar] [CrossRef]
  27. Li, L.; Manning, W.J.; Tong, L.; Wang, X.K. Chronic drought stress reduced but not protected Shantung maple (Acer truncatum Bunge) from adverse effects of ozone (O3) on growth and physiology in the suburb of Beijing, China. Environ. Pollut. 2015, 201, 34–41. [Google Scholar] [CrossRef]
  28. Ma, Q.Y.; Sun, T.L.; Li, S.S.; Wen, J.; Zhu, L.; Yin, T.M.; Yan, K.Y.; Xu, X.; Li, S.X.; Mao, J.F.; et al. The Acer truncatum genome provides insights into nervonic acid biosynthesis. Plant J. 2020, 104, 662–678. [Google Scholar] [CrossRef]
  29. Li, X.X.; Guo, C.; Ahmad, S.; Wang, Q.; Yu, J.; Liu, C.; Guo, Y.F. Systematic analysis of MYB family genes in potato and their multiple roles in development and stress responses. Biomolecules 2019, 9, 317. [Google Scholar] [CrossRef] [Green Version]
  30. Chen, C.J.; Chen, H.; Zhang, Y.; Thomas, H.R.; Frank, M.H.; He, Y.H.; Xia, R. TBtools: An integrative Toolkit developed for interactive analyses of big biological data. Mol. Plant 2020, 13, 1194–1202. [Google Scholar] [CrossRef]
  31. Chen, C.H.; Chen, X.Q.; Han, J.; Lu, W.L.; Ren, Z.H. Genome-wide analysis of the WRKY gene family in the cucumber genome and transcriptome-wide identification of WRKY transcription factors that respond to biotic and abiotic stresses. BMC Plant Biol. 2020, 20, 443. [Google Scholar] [CrossRef] [PubMed]
  32. Cao, S.J.; Zhang, J.S.; Cheng, H.; Aslam, M.; Lv, H.W.; Dong, W.; Hu, A.Q.; Guo, M.L.; Liu, Q.; Qin, Y. Identification and evolutionary analysis of FAD2 gene family in green plants. Trop. Plant Biol. 2021, 14, 239–250. [Google Scholar] [CrossRef]
  33. Gao, S.Q.; Li, L.Z.; Han, X.L.; Liu, T.T.; Jin, P.; Cai, L.; Xu, M.; Zhang, T.Y.; Zhang, F.; Chen, J.P.; et al. Genome-wide identification of the histone acetyltransferase gene family in Triticum aestivum. BMC Genom. 2021, 22, 49. [Google Scholar] [CrossRef] [PubMed]
  34. Liu, C.Y.; Wang, X.; Xu, Y.T.; Deng, X.X.; Xu, Q. Genome-wide analysis of the R2R3-MYB transcription factor gene family in sweet orange (Citrus sinensis). Mol. Biol. Rep. 2014, 41, 6769–6785. [Google Scholar] [CrossRef]
  35. Cao, Z.H.; Zhang, S.Z.; Wang, R.K.; Zhang, R.F.; Hao, Y.J. Genome wide analysis of the apple MYB transcription factor family allows the identification of MdoMYB121 gene confering abiotic stress tolerance in plants. PLoS ONE 2018, 8, e69955. [Google Scholar] [CrossRef]
  36. Zhang, H.; Yu, Z.J.; Yao, X.D.; Chen, J.L.; Chen, X.; Zhou, H.W.; Lou, Y.X.; Ming, F.; Jin, Y. Genome-wide identification and characterization of small auxin-up RNA (SAUR) gene family in plants: Evolution and expression profiles during normal growth and stress response. BMC Plant Biol. 2021, 21, 4. [Google Scholar] [CrossRef]
  37. Edgar, R.C. MUSCLE: Multiple sequence alignment with high accuracy and high throughput. Nucleic Acids Res. 2004, 32, 1792–1797. [Google Scholar] [CrossRef] [Green Version]
  38. Li, X.; Cai, K.W.; Pei, X.N.; Li, Y.; Hu, Y.B.; Meng, F.J.; Song, X.S.; Tigabu, M.; Ding, C.J.; Zhao, X.Y. Genome-wide identification of NAC transcription factor family in Juglans mandshurica and their expression analysis during the fruit development and ripening. Int. J. Mol. Sci. 2021, 22, 12414. [Google Scholar] [CrossRef]
  39. Liu, Y.S.; Wang, Y.Z.; Pei, J.B.; Li, Y.D.; Sun, H.Y. Genome-wide identification and characterization of COMT gene family during the development of blueberry fruit. BMC Plant Biol. 2021, 21, 5. [Google Scholar] [CrossRef]
  40. Zuo, X.Y.; Wang, S.X.; Xiang, W.; Yang, H.R.; Tahir, M.M.; Zheng, S.G.; An, N.; Han, M.Y.; Zhao, C.P.; Zhang, D. Genome-wide identification of the 14-3-3 gene family and its participation in floral transition by interacting with TFL1/FT in apple. BMC Genom. 2021, 22, 41. [Google Scholar] [CrossRef]
  41. Chen, Z.; Shen, Z.J.; Zhao, D.; Xu, L.; Zhang, L.J.; Zou, Q. Genome-wide analysis of LysM-containing gene family in wheat: Structural and phylogenetic analysis during development and defense. Genes 2020, 12, 31. [Google Scholar] [CrossRef]
  42. Cai, K.W.; Liu, H.X.; Chen, S.; Liu, Y.; Zhao, X.Y.; Chen, S. Genome-wide identification and analysis of class III peroxidases in Betula pendula. BMC Genom. 2021, 22, 314. [Google Scholar] [CrossRef] [PubMed]
  43. Ylli, D. The response to DNA damage at telomeric repeats and its consequences for telomere function. Genes 2019, 10, 318. [Google Scholar]
  44. Fan, Y.X.; Lin, F.K.; Zhang, R.F.; Wang, M.M.; Gu, R.H.; Long, C.L. Acer truncatum Bunge: A comprehensive review on ethnobotany, phytochemistry and pharmacology. J. Ethnopharmacol. 2021, 282, 114572. [Google Scholar] [CrossRef] [PubMed]
  45. Wu, Y.X.; Yang, Y.; Liu, C.; Hou, Y.X.; Yang, S.Z.; Wang, L.S.; Zhang, X.Q. Potential suitable habitat of two economically important forest trees (Acer truncatum and Xanthoceras sorbifolium) in east Asia under current and future climate scenarios. Forests 2021, 12, 1263. [Google Scholar] [CrossRef]
  46. Geethalakshmi, S.; Barathkumar, S.; Prabu, G. The MYB transcription factor family genes in Sugarcane (Saccharum sp.). Plant Mol. Biol. Rep. 2015, 33, 512–531. [Google Scholar] [CrossRef]
  47. Sun, W.J.; Ma, Z.T.; Chen, H.; Liu, M.Y. MYB gene family in Potato (Solanum tuberosum L.): Genome-wide identification of hormone-responsive reveals their potential functions in growth and development. Int. J. Mol. Sci. 2019, 20, 4847. [Google Scholar] [CrossRef] [Green Version]
  48. El-Esawi, M.; Alayafi, A. Overexpression of StDREB2 transcription factor enhances drought stress tolerance in Cotton (Gossypium barbadense L.). Genes 2019, 10, 142. [Google Scholar] [CrossRef] [Green Version]
  49. Kanofsky, K.; Riggers, J.; Staar, M.; Strauch, C.J.; Arndt, L.C.; Hehl, R. A strong NF-κB p65 responsive cis -regulatory sequence from Arabidopsis thaliana interacts with WRKY40. Plant Cell Rep. 2019, 38, 1139–1150. [Google Scholar] [CrossRef]
  50. Cui, X.X.; Yan, Q.; Gan, S.P.; Xue, D.; Wang, H.T.; Xing, H.; Zhao, J.M.; Guo, N. GmWRKY40, a member of the WRKY transcription factor genes identified from Glycine max L., enhanced the resistance to phytophthora sojae. BMC Plant Biol. 2019, 19, 598. [Google Scholar] [CrossRef] [Green Version]
  51. Huangfu, J.Y.; Li, J.C.; Li, R.; Ye, M.; Kuai, P.; Zhang, T.F.; Lou, Y.G. The transcription factor OsWRKY45 negatively modulates the resistance of rice to the brown planthopper nilaparvata lugens. Int. J. Mol. Sci. 2016, 17, 697. [Google Scholar] [CrossRef] [Green Version]
  52. Yan, H.F.; Li, M.Z.; Xiong, Y.P.; Wu, J.M.; Silva, J.A.T.D.; Ma, G.H. Genome-wide characterization, expression profile analysis of WRKY family genes in Santalum album and functional identification of their role in abiotic stress. Int. J. Mol. Sci. 2019, 20, 5676. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  53. Zhang, C.; Wang, D.D.; Yang, C.H.; Kong, N.N.; Shi, Z.; Zhao, P.; Nan, Y.Y.; Nie, T.K.; Wang, R.Q.; Ma, H.L.; et al. Genome-wide identification of the potato WRKY transcription factor family. PLoS ONE 2017, 12, e0181573. [Google Scholar] [CrossRef] [Green Version]
  54. Li, D.H.; Liu, P.; Yu, J.Y.; Wang, L.H.; Dossa, K.; Zhang, Y.X.; Zhou, R.; Wei, X.; Zhang, X.R. Genome-wide analysis of WRKY gene family in the sesame genome and identification of the WRKY genes involved in responses to abiotic stresses. BMC Plant Biol. 2017, 17, 152. [Google Scholar] [CrossRef]
  55. Yue, H.; Wang, M.; Liu, S.Y.; Du, X.H.; Song, W.N.; Nie, X.J. Transcriptome-wide identification and expression profiles of the WRKY transcription factor family in Broomcorn millet (Panicum miliaceum L.). BMC Genom. 2016, 17, 343. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  56. Fei, X.T.; Hou, L.X.; Shi, J.W.; Yang, T.X.; Liu, Y.L.; Wei, A.Z. Patterns of drought response of 38 WRKY transcription factors of Zanthoxylum bungeanum Maxim. Int. J. Mol. Sci. 2018, 20, 68. [Google Scholar] [CrossRef] [Green Version]
  57. Li, L.; Liu, Q.; Liu, T.Y.; Cui, X.; Ning, W. Expression of putative luteolin biosynthesis genes and WRKY transcription factors in Taraxacum antungense kitag. Plant Cell Tissue Organ Cult. 2021, 145, 649–665. [Google Scholar] [CrossRef]
  58. Liu, Z.; Leng, S.; Chang, Q.Y.; Cheng, C.W.; Zheng, Z.M.; Yu, S. Identification of yellowhorn (Xanthoceras sorbifolium) WRKY transcription factor family and analysis of abiotic stress response model. J. For. Res. 2020, 32, 987–1004. [Google Scholar] [CrossRef]
  59. Guo, C.L.; Guo, R.R.; Xu, X.Z.; Gao, M.; Li, X.Q.; Song, J.Y.; Zheng, Y.; Wang, X.P. Evolution and expression analysis of the grape (Vitis vinifera L.) WRKY gene family. J. Exp. Bot. 2014, 65, 1513–1528. [Google Scholar] [CrossRef] [PubMed]
  60. Yang, Y.; Liu, J.; Zhou, X.H.; Liu, S.Y.; Zhuang, Y. Identification of WRKY gene family and characterization of cold stress-responsive WRKY genes in eggplant. PeerJ 2020, 8, e8777. [Google Scholar] [CrossRef]
  61. He, G.; Guan, C.N.; Chen, Q.X.; Gou, X.J.; Liu, W.; Zeng, Q.Y.; Lan, T. Genome-wide analysis of the glutathione s-transferase gene family in Capsella rubella: Identification, expression, and biochemical functions. Front. Plant Sci. 2016, 7, 1325. [Google Scholar] [CrossRef] [Green Version]
  62. Hao, F.; Yang, G.; Zhou, H.J.; Yao, J.J.; Liu, D.R.L.; Zhao, P.; Zhang, S.X. Genome-wide identification and transcriptional expression profiles of transcription factor WRKY in common Walnut (Juglans regia L.). Genes 2021, 12, 1444. [Google Scholar] [CrossRef]
  63. Hu, W.J.; Ren, Q.Y.; Chen, Y.L.; Xu, G.L.; Qian, Y.X. Genome-wide identification and analysis of WRKY gene family in maize provide insights into regulatory network in response to abiotic stresses. BMC Plant Biol. 2021, 21, 427. [Google Scholar] [CrossRef] [PubMed]
  64. Luo, W.R.; Li, Y.Y.; Sun, Y.D.; Lu, L.; Zhao, Z.X.; Zhou, J.G.; Li, X.Z. Comparative RNA-seq analysis reveals candidate genes associated with fruit set in pumpkin. Sci. Hortic. 2021, 288, 110255. [Google Scholar] [CrossRef]
  65. Malwina, P.; Hamilton, R.S.; Hong, W.Y.; Sharkey, A.M.; Paul, R.; Erlyani, A.H.N.; Eric, J.; Stephen, C.D.; Burton, G.J.; Tereza, C. RNA-Seq reveals changes in human placental metabolism, transport and endocrinology across the first-second trimester transition. Biol. Open 2021, 10, bio058222. [Google Scholar]
  66. Zhang, H.W.; Li, M.; Kong, M.; Dunwell, J.M.; Zhang, Y.Y.; Yue, C.; Wu, J.Y.; Zhang, S.L. Study on the differences of gene expression between pear and apple wild cultivation materials based on RNA-seq technique. BMC Plant Biol. 2021, 21, 256–269. [Google Scholar] [CrossRef] [PubMed]
  67. Zuzic, M.; Arias, J.E.R.; Wohl, S.G.; Busskamp, V. Retinal miRNA functions in health and disease. Genes 2019, 10, 377. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  68. Tang, J.; Wang, F.; Hou, X.L.; Wang, Z.; Huang, Z.N. Genome-wide fractionation and identification of WRKY transcription factors in Chinese Cabbage (Brassica rapa ssp. pekinensis) reveals collinearity and their expression patterns under abiotic and biotic stresses. Plant Mol. Biol. Rep. 2014, 32, 781–795. [Google Scholar] [CrossRef]
  69. Wang, L.N.; Zhu, W.; Fang, L.C.; Sun, X.M.; Su, L.Y.; Liang, Z.C.; Wang, N.; Londo, J.P.; Li, S.H.; Xin, H.P. Genome-wide identification of WRKY family genes and their response to cold stress in Vitis vinifera. BMC Plant Biol. 2014, 14, 103. [Google Scholar] [CrossRef] [Green Version]
  70. Ling, J.; Jiang, W.J.; Zhang, Y.; Yu, H.J.; Mao, Z.C.; Gu, X.F.; Huang, S.W.; Xie, B.Y. Genome-wide analysis of WRKY gene family in Cucumis sativus. BMC Genom. 2011, 12, 471. [Google Scholar] [CrossRef] [Green Version]
  71. Hu, Z.R.; Wang, R.; Zheng, M.; Liu, X.B.; Meng, F.; Wu, H.L.; Yao, Y.Y.; Xin, M.M.; Peng, H.R.; Ni, Z.F.; et al. Ta WRKY 51 promotes lateral root formation through negative regulation of ethylene biosynthesis in wheat (Triticum aestivum L.). Plant J. 2018, 96, 372–388. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  72. Nevaiah, B.N.; Karthikeyan, A.S.; Raghothama, K.G. WRKY75 transcription factor is a modulator of phosphate acquisition and root development in Arabidopsis. Plant Physiol. 2007, 143, 1789–1801. [Google Scholar]
  73. Zhang, J.; Peng, Y.L.; Guo, Z.J. Constitutive expression of pathogen-inducible OsWRKY31 enhances disease resistance and affects root growth and auxin response in transgenic rice plants. Cell Res. 2008, 18, 508–521. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  74. Zhou, L.X.; Yarra, R.; Jin, L.F.; Cao, H.X. Genome-wide identification and expression analysis of MYB gene family in oil palm (Elaeis guineensis Jacq.) under abiotic stress conditions. Environ. Exp. Bot. 2020, 180, 104245. [Google Scholar] [CrossRef]
  75. Ambawat, S.; Sharma, P.; Yadav, N.R.; Yadav, R.C. MYB transcription factor genes as regulators for plant responses: An overview. Physiol. Mol. Biol. Plants 2013, 19, 307–321. [Google Scholar] [CrossRef] [Green Version]
  76. Chen, L.P.; Zhao, Y.; Xu, S.J.; Zhang, Z.Y.; Xu, Y.Y.; Zhang, J.Y.; Chong, K. OsMADS57 together with OsTB1 coordinates transcription of its target OsWRKY94 and D14 to switch its organogenesis to defense for cold adaptation in rice. New Phytol. 2018, 218, 219–231. [Google Scholar] [CrossRef] [Green Version]
  77. Zou, C.S.; Jiang, W.B.; Yu, D.Q. Male gametophyte-specific WRKY34 transcription factor mediates cold sensitivity of mature pollen in Arabidopsis. J. Exp. Bot. 2010, 61, 3901–3914. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  78. He, Y.J.; Mao, S.S.; Gao, Y.L.; Zhu, L.Y.; Wu, D.M.; Cui, Y.X.; Li, J.N.; Qian, W. Genome-wide identification and expression analysis of WRKY transcription factors under multiple stresses in Brassica napus. PLoS ONE 2016, 11, e0157558. [Google Scholar] [CrossRef] [Green Version]
Figure 1. Phylogenetic tree of the AtruWRKY proteins from Acer truncatum. The NJ tree was constructed from the amino acid sequences of AtruWRKY using MEGA6.0 with 1000 bootstrap replicates. The A. truncatum WRKY proteins were grouped into three groups (Ⅰ, Ⅱ, Ⅲ), which were decorated with different colors.
Figure 1. Phylogenetic tree of the AtruWRKY proteins from Acer truncatum. The NJ tree was constructed from the amino acid sequences of AtruWRKY using MEGA6.0 with 1000 bootstrap replicates. The A. truncatum WRKY proteins were grouped into three groups (Ⅰ, Ⅱ, Ⅲ), which were decorated with different colors.
Genes 12 01867 g001
Figure 2. Conserved motifs of the proteins arranged according to their phylogenetic relationships with nine subgroups. The motifs in the AtruWRKY were identified using MEME5.3.2 online program version. The 10 conserved motifs are shown in diverse colors.
Figure 2. Conserved motifs of the proteins arranged according to their phylogenetic relationships with nine subgroups. The motifs in the AtruWRKY were identified using MEME5.3.2 online program version. The 10 conserved motifs are shown in diverse colors.
Genes 12 01867 g002
Figure 3. AtruWRKY gene distribution across 13 chromosomes of the A. truncatum genome. Tandemly duplicated genes are marked with red.
Figure 3. AtruWRKY gene distribution across 13 chromosomes of the A. truncatum genome. Tandemly duplicated genes are marked with red.
Genes 12 01867 g003
Figure 4. The gene structure of A. truncatum WRKY genes according to the phylogenetic relationship. The phylogenetic tree was constructed with the full length sequences of A. truncatum WRKY proteins using MEGA6.0, and three groups were marked with different colors. Introns, exons and UTR are represented by black lines, green boxes and yellow boxes respectively.
Figure 4. The gene structure of A. truncatum WRKY genes according to the phylogenetic relationship. The phylogenetic tree was constructed with the full length sequences of A. truncatum WRKY proteins using MEGA6.0, and three groups were marked with different colors. Introns, exons and UTR are represented by black lines, green boxes and yellow boxes respectively.
Genes 12 01867 g004
Figure 5. Synteny analyses between the WRKY genes of A. truncatum. The collinear gene pairs with AtruWRKY genes are highlighted in the red lines, while the collinear blocks are marked by gray lines.
Figure 5. Synteny analyses between the WRKY genes of A. truncatum. The collinear gene pairs with AtruWRKY genes are highlighted in the red lines, while the collinear blocks are marked by gray lines.
Genes 12 01867 g005
Figure 6. Tissue-specific expression of WRKY genes in A. truncatum. The color scale shows increasing expression levels from blue to red, which represents log2-transformed FPKM. Gene expression was normalized using Z-scores of fragments per kilobase of exon per million fragments mapped (FPKM) for mean valued.
Figure 6. Tissue-specific expression of WRKY genes in A. truncatum. The color scale shows increasing expression levels from blue to red, which represents log2-transformed FPKM. Gene expression was normalized using Z-scores of fragments per kilobase of exon per million fragments mapped (FPKM) for mean valued.
Genes 12 01867 g006
Figure 7. Statistical results for GO annotations of coexpressing genes.
Figure 7. Statistical results for GO annotations of coexpressing genes.
Genes 12 01867 g007
Figure 8. qRT-PCR analysis of WRKY genes in A. truncatum under cold stress. The Y-axis and X-axis represent the relative expression level and the time course of stress treatment, respectively. Leaves were sampled at 0, 6, 12, 24, 36 and 48 h after 4 °C cold treatments. Data represent the mean ± SD of three technical repetitions.
Figure 8. qRT-PCR analysis of WRKY genes in A. truncatum under cold stress. The Y-axis and X-axis represent the relative expression level and the time course of stress treatment, respectively. Leaves were sampled at 0, 6, 12, 24, 36 and 48 h after 4 °C cold treatments. Data represent the mean ± SD of three technical repetitions.
Genes 12 01867 g008
Table 1. Information on the WRKY gene family in A. truncatum.
Table 1. Information on the WRKY gene family in A. truncatum.
Gene NameGene IDSL 1CDS (Length)AA 2PI 3MW (D) 4Group
AtruWRKY1Atru.chr5.112cytosol6932307.3125,946.49Ⅱ b
AtruWRKY2Atru.chr5.580nucleus11223736.1340,527.27Ⅲ c
AtruWRKY3Atru.chr5.640nucleus11073685.3540,969.65Ⅲ a
AtruWRKY4Atru.chr5.983nucleus7982655.2430,044.15Ⅲ c
AtruWRKY5Atru.chr5.585cytosol9303096.3233,994.84Ⅰ a
AtruWRKY6Atru.chr5.856nucleus11643878.5040,844.83Ⅲ e
AtruWRKY7Atru.chr5.965nucleus9453146.5034,739.92Ⅱ b
AtruWRKY8Atru.chr5.562nucleus11223736.1340,527.27Ⅲ c
AtruWRKY9Atru.chr5.1597nucleus10443479.6738,515.61Ⅲ b
AtruWRKY10Atru.chr11.1895nucleus18786256.6668,360.37Ⅲ e
AtruWRKY11Atru.chr11.1706nucleus15515168.8556,006.74Ⅰ b
AtruWRKY12Atru.chr11.1674nucleus8072685.7329,060.95Ⅱ b
AtruWRKY13Atru.chr11.1669nucleus9153046.1232,948.26Ⅱ b
AtruWRKY14Atru.chr7.2541nucleus10293427.6238,513.83Ⅲ d
AtruWRKY15Atru.chr7.1919nucleus4921635.6318,559.46Ⅱ a
AtruWRKY16Atru.chr7.53nucleus14824935.6253,646.88Ⅰ b
AtruWRKY17Atru.chr7.2542nucleus8192728.7030,682.41Ⅲ d
AtruWRKY18Atru.chr7.2657nucleus10203399.3336,585.20Ⅲ b
AtruWRKY19Atru.chr13.744nucleus11403799.4541,219.55Ⅲ b
AtruWRKY20Atru.chr2.3906nucleus22417465.7880,810.51Ⅰ b
AtruWRKY21Atru.chr2.3616nucleus17255746.8861,806.15Ⅰ b
AtruWRKY22Atru.chr2.840nucleus10863619.8440,045.18Ⅲ b
AtruWRKY23Atru.chr2.3488nucleus16565517.8460,264.59Ⅲ e
AtruWRKY24Atru.chr2.3873cytosol216718.958012.95Ⅱ a
AtruWRKY25Atru.chr10.684nucleus15485156.0555,775.07Ⅲ c
AtruWRKY26Atru.chr10.1574nucleus6932305.5625,497.48Ⅲ c
AtruWRKY27Atru.chr10.1366nucleus9843276.4636,108.74Ⅱ b
AtruWRKY28Atru.chr10.2262nucleus18456146.0765,386.01Ⅲ e
AtruWRKY29Atru.chr10.2411nucleus10383458.5738,343.75Ⅲ d
AtruWRKY30Atru.chr8.2579nucleus17405795.9062,385.94Ⅲ e
AtruWRKY31Atru.chr8.2526nucleus8312769.5629,968.99Ⅰ b
AtruWRKY32Atru.chr8.2350nucleus16925636.1061,892.15Ⅰ b
AtruWRKY33Atru.chr8.95nucleus10503495.5039,460.85Ⅲ a
AtruWRKY34Atru.chr8.344nucleus14584856.8453,270.12Ⅰ b
AtruWRKY35Atru.chr8.1995nucleus9813264.8236,337.09Ⅲ a
AtruWRKY36Atru.chr1.2580nucleus17885957.7365,397.05Ⅰ b
AtruWRKY37Atru.chr1.252nucleus8282758.9330,322.86Ⅲ a
AtruWRKY38Atru.chr9.2113nucleus10113365.4137,384.57Ⅲ c
AtruWRKY39Atru.chr9.2017nucleus10893625.5140,377.47Ⅲ a
AtruWRKY40Atru.chr9.2304nucleus16625537.2259,525.46Ⅲ e
AtruWRKY41Atru.chr4.410nucleus6212066.5922,872.99Ⅱ a
AtruWRKY42Atru.chr4.480nucleus6992328.7826,451.89Ⅱ b
AtruWRKY43Atru.chr4.3047nucleus12964315.8046,645.38Ⅱ b
AtruWRKY44Atru.chr6.3354nucleus16895626.0761,083.23Ⅰ b
AtruWRKY45Atru.chr6.3220nucleus19116366.2569,112.06Ⅲ e
AtruWRKY46Atru.chr6.1828nucleus5581859.4121,199.56Ⅰ a
AtruWRKY47Atru.chr6.2590nucleus6122039.3222,806.53Ⅰ a
AtruWRKY48Atru.chr6.2076nucleus10353446.7337,984.86Ⅱ b
AtruWRKY49Atru.chr6.1003nucleus12244076.1845,486.52Ⅲ e
AtruWRKY50Atru.chr3.267nucleus10473489.7437,932.62Ⅲ b
AtruWRKY51Atru.chr3.2384nucleus4351446.4316,327.83Ⅰ b
AtruWRKY52Atru.chr12.203nucleus11133705.8739,919.36Ⅲ a
AtruWRKY53Atru.chr12.1782nucleus23077685.3183,984.96Ⅰ b
AtruWRKY54Atru.chr12.201_Atru.chr12.202nucleus10173385.7837,079.06Ⅲ a
Subcellular localization 1. The length of the amino acid sequence 2. Isoelectric point 3. Molecular weight 4.
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Li, Y.; Li, X.; Wei, J.; Cai, K.; Zhang, H.; Ge, L.; Ren, Z.; Zhao, C.; Zhao, X. Genome-Wide Identification and Analysis of the WRKY Gene Family and Cold Stress Response in Acer truncatum. Genes 2021, 12, 1867. https://doi.org/10.3390/genes12121867

AMA Style

Li Y, Li X, Wei J, Cai K, Zhang H, Ge L, Ren Z, Zhao C, Zhao X. Genome-Wide Identification and Analysis of the WRKY Gene Family and Cold Stress Response in Acer truncatum. Genes. 2021; 12(12):1867. https://doi.org/10.3390/genes12121867

Chicago/Turabian Style

Li, Yan, Xiang Li, Jiatong Wei, Kewei Cai, Hongzhi Zhang, Lili Ge, Zengjun Ren, Chunli Zhao, and Xiyang Zhao. 2021. "Genome-Wide Identification and Analysis of the WRKY Gene Family and Cold Stress Response in Acer truncatum" Genes 12, no. 12: 1867. https://doi.org/10.3390/genes12121867

APA Style

Li, Y., Li, X., Wei, J., Cai, K., Zhang, H., Ge, L., Ren, Z., Zhao, C., & Zhao, X. (2021). Genome-Wide Identification and Analysis of the WRKY Gene Family and Cold Stress Response in Acer truncatum. Genes, 12(12), 1867. https://doi.org/10.3390/genes12121867

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop