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Article

Genome-Wide Analysis of the Almond AP2/ERF Superfamily and Its Functional Prediction during Dormancy in Response to Freezing Stress

1
College of Horticulture, Xinjiang Agricultural University, Urumqi 830000, China
2
Guangzhou Institute of Forestry and Landscape Architecture, Guangzhou 510000, China
*
Author to whom correspondence should be addressed.
These authors contributed equally to this work.
Biology 2022, 11(10), 1520; https://doi.org/10.3390/biology11101520
Submission received: 8 September 2022 / Revised: 11 October 2022 / Accepted: 12 October 2022 / Published: 17 October 2022
(This article belongs to the Special Issue Eco-Physiological and Molecular Basis of Stress Tolerance in Plants)

Abstract

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Simple Summary

The ethylene-responsive element (AP2/ERF) is one of the key and conserved transcription factors (TFs) in plants, and it plays a crucial role in regulating plant growth, development, and stress response. The cultivated almond in Xinjiang is often affected by short-term ultralow temperature freezing stress during the winter dormancy period, resulting in the death of large-scale almond plants. In this study, we conducted the first genome-wide analysis of the PdAP2/ERF family in almond, including protein physicochemical properties, phylogenetic relationships, motif types, gene structures, gene replication types, collinearity relationships, and cis-element types in promoter regions. We further analyzed the expression patterns of the PdAP2/ERF gene in different tissues of almond and under freezing stress at different temperatures in annual dormant branches using transcriptome data. In addition, we also analyzed the expression levels of 13 PdAP2/ERF genes in four tissues of almond and in annual dormant branches treated with freezing stress at different temperatures using fluorescence quantitative technology. This study laid the foundation for further exploring the function of the PdAP2/ERF gene in almond.

Abstract

The AP2/ERF transcription factor family is one of the largest transcription factor families in plants and plays an important role in regulating plant growth and development and the response to biotic and abiotic stresses. However, there is no report on the AP2/ERF gene family in almond (Prunus dulcis). In this study, a total of 136 PdAP2/ERF genes were identified from the almond genome, and their protein physicochemical properties were analyzed. The PdAP2/ERF members were divided into five subgroups: AP2, RAV, ERF, DREB, and Soloist. The PdAP2/ERF members in each subgroup had conserved motif types and exon/intron numbers. PdAP2/ERFS members are distributed on eight chromosomes, with 22 pairs of segmental duplications and 28 pairs of tandem duplications. We further explored the colinear relationship between almond and Arabidopsis thaliana, Oryza sativa, Malus domestica, and Prunus persica AP2/ERF genes and their evolution. The results of cis-acting elements showed that PdAP2/ERF members are widely involved in various processes, such as growth and development, hormone regulation, and stress response. The results based on transcriptome expression patterns showed that PdAP2/ERF genes had significant tissue-specific expression characteristics and were involved in the response of annual dormant branches of almond to low-temperature freezing stress. In addition, the fluorescence quantitative relative expression results of 13 representative PdAP2/ERF genes in four tissues of ‘Wanfeng’ almond and under six low-temperature freezing treatments of annual dormant branches were consistent with the transcriptome results. It is worth noting that the fluorescence quantitative expression level showed that the PdERF24 gene was extremely significant at −30 °C, suggesting that this gene may play an important role in the response of almond dormancy to ultralow temperature freezing stress. Finally, we identified 7424 and 6971 target genes based on AP2 and ERF/DREB DNA-binding sites, respectively. The GO and KEGG enrichment results showed that these target genes play important roles in protein function and multiple pathways. In summary, we conducted bioinformatics and expression pattern studies on PdAP2/ERF genes, including 13 PdAP2/ERF genes, and performed fluorescence quantitative analysis of annual dormant shoots under different low-temperature freezing stress treatments to understand the tolerance of almond dormancy to freezing stress and suggest future improvements.

1. Introduction

Plants often suffer from biotic and abiotic stresses during growth and development, which can cause plant death in severe cases. Therefore, plants have evolved various regulatory mechanisms to resist the harm caused by adverse environmental conditions. Transcription factors, also known as trans-acting factors, are proteins that bind specifically to cis-acting elements in eukaryotic promoters [1]. Under different stress conditions, transcription factors regulate stress-responsive genes by specifically binding to cis-acting elements in their promoters and activating or suppressing their transcription. For example, a variety of transcription factors, such as WRKY, MyB, Mate, BZIP, and AP2/ERF, have been identified in research on plant responses to drought, salt-alkali conditions, temperature, and pathogens [2,3].
AP2/ERF (APETALA2/ethylene-responsive element binding factor) is one of the largest transcription factor families in plants. These factors participate in the regulation of growth and development in plants and responses to biotic and abiotic stresses [4]. The protein sequences of the members of this family all contain at least one conserved AP2 domain consisting of approximately 60 amino acids. AP2/ERF members can be divided into three types based on the number of AP2 domains: AP2, RAV (related to ABI3/VP1), and ERF [5]. Among them, AP2 subgroup members contain two AP2 domains and are usually divided into AP2 and AINTEGUMENTA (ANT) monophyletic groups [6]. Members of the ERF subgroup contain only one AP2 domain and can be divided into ten subgroups, A1~A5 and B1~B5, where A1 to A5 are DREB subgroups and B1 to B5 are ERF subgroups. The RAV subgroup members contain an AP2 conserved domain and a B3 DNA-binding motif [7]. Additionally, different accessions with Ap2-like domains but lacking the extra motif are regularly identified as Soloist subgroup members.
Studies of the AP2/ERF gene family in plants have yielded many important results. In most cases, AP2 subgroup members are mainly involved in regulating the growth and development of different plant organs, such as epidermal leaf cells, spikelet meristems, grain filling and fruit development [8,9]. The RAV subgroup plays an important role in the transduction of plant hormones (including ethylene and brassinolide) and in the response to biotic/abiotic stress [10]. In addition, members of the DREB and ERF subgroups are mainly affected by biotic and abiotic stresses, such as water deficit, low temperature, and high salt stress [11]. The DREB subgroup is sensitive to low temperature (AtCBF1), heat (ZmDREB2A, AtDREB1A), osmosis (CkDREB), drought (OsDREB1), and high water stress (CaDREBLP1) and shows a clear response pattern under stressful environments [12,13]. OsDREB1A and OsDREB1B in rice can be induced by cold stress [14], and OsDREB2A can be induced by drought and salt stress [15]. Overexpression of OsDREB1A enhances the tolerance of transgenic plants to drought, salt, and low-temperature stress [16]. Overexpression of the JcERF gene in Arabidopsis enhances tolerance to salt and cold stress [17].
Almond (Prunus dulcis L.) is one of the most widely planted nut-producing fruit trees in the world, with an annual output of more than 3 million tons worldwide [18]. China’s Xinjiang region is the main planting area of almond, with a planting area of 66,000 hectares. Almond is also an economically important fruit tree in Xinjiang. In the almond planting area of Kashgar, Xinjiang, and the average temperature in winter is −2~8 °C. However, there will also be short-term ultralow temperatures in which the temperature rapidly drops to −20~−30 °C in a short period of time, resulting in large-scale death of almond trees due to freezing damage during the dormant period. Therefore, to fully understand the characteristics of AP2/ERF gene family members in almond and determine whether they are involved in the freezing stress response, we mined AP2/ERF gene family members from the whole almond genome for gene family and expression analysis. Using bioinformatics methods, we analyzed the protein sequences of PdAP2/ERF family members for protein physicochemical properties, phylogenetic tree construction and classification, conserved motifs, gene structure, gene chromosomal location, gene replication type, cis-acting elements, and expression patterns. Thirteen PdAP2/ERF genes were selected for quantitative expression analysis in leaves, annual branches, flowers, and fruits of the Xinjiang almond cultivar ‘Wanfeng’. These 13 PdAP2/ERF genes were also selected for quantitative expression analysis of the annual dormant branches at different temperatures. The purpose of this study was to explore the expression characteristics of PdAP2/ERF gene family members in different organs of almond during development and to determine whether these members were involved in the expression response to freezing stress during the dormant period of almond.

2. Materials and Methods

2.1. Screening of AP2/ERF Gene Family Members

The whole genome data of almond are from the GDR database (https://www.rosaceae.org/analysis/295, accessed on 8 Jul 2022) [19]. The AP2 domain hidden Markov model (PF00847) downloaded from the Pfam database was searched by HMM search based on the whole almond genome protein sequence [20,21]. Protein physicochemical properties were analyzed using the ProtParam online tool (https://web.expasy.org/protparam/, accessed on 8 Jul 2022), and subcellular localization prediction of PdAP2/ERF proteins was performed using BUSCA (http://busca.biocomp.unibo.it, accessed on 8 Jul 2022) [22].

2.2. Phylogenetic Tree Construction and Classification

The Arabidopsis thaliana AP2/ERF protein sequence was obtained using the TAIR database (https://www.arabidopsis.org/, accessed on 9 Jul 2022). Multiple alignments of AP2/ERF protein sequences in almond and Arabidopsis thaliana were performed using the MEGA X tool selection MUSCLE method. In addition, with the Poisson model, complete deletion and 1000 bootstrap replications parameters were selected for neighbor-joining phylogenetic tree construction [23].

2.3. Analysis of the Motifs and Gene Structures of PdAP2/ERF Family Members

PdAP2/ERF protein sequence conserved motifs were annotated using the MEME Suite 5.4.1 (https://meme-suite.org/meme/, accessed on 9 Jul 2022) online tool to select default parameters [24]. PdAP2/ERF protein domains were identified using the NCBI CDD database (https://www.ncbi.nlm.nih.gov/cdd, accessed on 9 Jul 2022). The gene structure information of PdAP2/ERF members was analyzed based on the whole almond genome Generic Feature Format data. Finally, the TBtools tool was used to draw the cluster diagram [25].

2.4. Chromosome Location, Collinearity, and Ka/Ks Value Analysis of the PdAP2/ERF Genes

TBtools was used to extract PdAP2/ERF gene information to draw a chromosome distribution map [25]. We used the MCScanX tool to analyze the fragment duplication and tandem duplication types of PdAP2/ERF members [26] and used the Circos tool to draw a genome circle map to display the fragment duplication gene information [27]. In addition, we further selected AP2/ERF gene family members from Prunus dulcis, Arabidopsis thaliana, Oryza sativa, Malus domestica, and Prunus persica to study the collinear gene distribution relationship, and we used the TBtools tool to calculate collinear genes for selective evolutionary pressure analysis (Ka, Ks, and Ka/Ks).

2.5. Analysis of cis-Elements in PdAP2/ERF Genes

We extracted the 2000-bp promoter sequence upstream of each PdAP2/ERF gene from the almond genome data, and cis-acting element predictions were performed on the PlantCARE online website [28].

2.6. Expression Pattern Analysis

Transcriptome data from four almond leaf tissues (SRR12806975) [29], flowers (SRR16267429) [30], flower buds (SRR11251344) [31], and fruitlets (SRR10189226) [32] were downloaded from the NCBI SRA database to obtain the corresponding fragments per kilobase of exon model per million mapped fragments (FPKM) value, and the expression patterns of PdAP2/ERF genes in different tissues were analyzed. We analyzed the expression patterns of PdAP2/ERF gene members using transcriptome data of one-year dormant branches of almond treated with freezing stress (−5 (CK), −10, −15, −20, and −25 °C) that were obtained by our sequencing team (GSA Number: CRA007323).

2.7. Material Handling and qRT–PCR Analysis

To explore the changes in AP2/ERF gene expression levels in the annual dormant branches of almond subjected to freezing stress, we selected 6-year-old ‘Wanfeng’ almond from the almond resource garden in Shache County, Xinjiang, in January 2022. We selected three trees with robust and similar growth and selected annual dormant branches with similar growth from the middle of the canopy. The notch was sealed with paraffin and taken back to the laboratory for processing. One dormant branch was taken from three trees as three biological replicates, and sets of three dormant branches were used as a treatment group. Finally, freezing stress treatment was performed at six temperatures (−5 (CK), −10, −15, −20, −25, and −30 °C), and materials were stored in liquid nitrogen for future use. In addition, in May 2022, we used the same method to select leaves, annual branches, fruit pulp, and fruit cores from the six-year-old ‘Wanfeng’ almond trees, with three biological replicates for each tissue; samples were stored at −80 °C for future use.
We selected 13 representative PdAP2/ERF genes for qRT–PCR analysis. Three independent biological repeats containing three independent plants were used for qRT–PCR detection. Total RNA was extracted using an Phygene plant RNA extraction kit (PH0233); a reverse transcription reaction kit (RR047Q) produced by Baori Doctor Biotechnology (Beijing, China) Co., Ltd., was used for the reverse process; for quantitative qRT–PCR, the chimeric fluorescence detection enzyme (quantitative kit) (RR820Q) produced by Baori Doctor Biotechnology (Beijing, China) Co., Ltd., was used. Quantitative primers were designed using Primer 5 software, and the primers were synthesized by Wuhan Transduction Biology Laboratory Co., Ltd. (Wuhan, China) (Table S1). qRT–PCR quantification was performed using a YT-PCR2 fluorescence quantitative PCR instrument, and the reaction program was set as follows: 95 °C for 30 s, 95 °C for 5 s, 60 °C for 30 s, and 40 cycles. The obtained cycle threshold (CT) values were quantitatively analyzed by the 2−ΔΔCT method (Table S2) [33].

2.8. Construction of the PdAP2/ERF Protein Interaction Network

PdAP2/ERF protein sequences were uploaded to the STRING database for protein interaction network prediction (Table S3) [22]. Gene Ontology (GO) annotation of PdAP2/ERF genes was performed using Tbtools (Table S4).

2.9. Identification and Annotation of Target Genes of PdAP2/ERF Genes

Based on the protein interaction prediction results, we downloaded data on the AP2 DNA-binding site (MA0571.1) (Figure S1A) and ERF/DREB DNA-binding site (MA0976.2) (Figure S1B) from the JASPA_CORE database (http://jaspar.genereg.net, accessed on 13 Jul 2022) [34]. To obtain the potential downstream target genes regulated by AP2 and ERF/DREB, the upstream 2000-bp promoter sequence of each almond gene was extracted by TBtools. Then, the Motif FIMO (https://meme-suite.org/meme/, accessed on 13 Jul 2022) tool was used to detect the motifs in the almond promoters that bound to AP2 and ERF/DREB family members. Target genes of candidate AP2 and ERF/DREB family members were functionally annotated using GO and the Kyoto Encyclopedia of Genes and Genomes (KEGG) database.

3. Results

3.1. Analysis of the Characteristics of PdAP2/ERF Family Members

A total of 136 AP2/ERF genes were screened from the whole genome of almond, and each protein sequence contained at least one AP2 domain. Based on the results of protein homology alignment with Arabidopsis AP2/ERF members, the PdAP2/ERF genes were renamed according to the order on the 8 almond chromosomes. They are named PdAP2-1 to PdAP2-19, PdRAV1 to PdRAV6, and PdERF1 to PdERF98. In addition, 11 pairs of homologous genes were renamed PdAP2-4a/4b, PdAP2-8a/8b, PdAP2-11a/11b, PdAP2-13a/13b/13c/13d, PdAP2-19a/19b, PdERF2a/2b, PdERF33a/33b, PdERF38a/38b, PdERF70a/70b, PdERF74a/74b, and PdERF89a/89b. The physicochemical properties of PdAP2/ERF family members were analyzed (Table S5). Among them, the length of the protein sequence ranged from 99 aa (PdERF16) to 862 aa (PdAP2-16), and the molecular weight of the protein ranged from 11.913 kDa (PdERF16) to 93.975 kDa (PDAP2-16). The isoelectric points ranged from 4.31 (PdERF46) to 11.57 (PdERF46), and 53 (PI > 7) and 83 (PI < 7) PdAP2/ERF members were basic and acidic proteins, respectively. The GRAVY (grand average of hydropathicity) value for PdAP2/ERF member proteins was less than 0, indicating that they were hydrophilic. The subcellular prediction of PdAP2/ERF proteins showed that 120, 15, and 1 were in the nucleus, chloroplast, and cytoplasm, respectively (Table S5).

3.2. Multiple Sequence Alignments and Phylogenetic Relationships of the PdAP2/ERF Family Members

To explore the phylogenetic and taxonomic relationships of PdAP2/ERF proteins, we constructed two phylogenetic trees of PdAP2/ERF members using neighbor-joining methods. According to the branch clustering results of the phylogenetic tree, the PdAP2/ERF members were clearly clustered into four subgroups, AP2, RAV, ERF, and Soloist, with 26, 6, 103, and 1 member, respectively (Figure 1). Based on the Arabidopsis thaliana AP2/ERF classification results, PdERF members were further divided into two subgroups, DREB (A1~A6) and ERF (B1~B6). Among them, DREB contains four groups, I, II, III, and IV, and ERF contains eight groups, V, VI, VII, VIII, IX, X, Xb-L, and VI-L. In addition, we further compared the number of AP2/ERF members in almond with those in Arabidopsis thaliana, Oryza sativa, Malus domestica, and Prunus persica (Table S6) and found that the number of AP2/ERF members in almond and peach was similar across different subgroups and groups, indicating that the two plants have a low degree of evolutionary separation and a high degree of conservation.

3.3. Motif and Gene Structure Compositions of PdAP2/ERF Family Members

We constructed a neighbor-joining phylogenetic tree of PdAP2/ERF gene members (Figure 2A). Ten motifs in 136 PdAP2/ERF proteins were annotated by the MEME online tool and clustered using phylogenetic trees (Figure 2B). The results showed that the PdAP2/ERF members of the same subgroup had relatively conserved motif types. There are four main types of motifs in the AP2 subgroup: motifs 2, 3, 5, and 6. There are three main types of motifs in the RAV subgroup: motifs 2, 3, and 4. There are five main types of motifs in the DREB and ERF subgroups: motifs 1, 3, 4, 7, and 8. Motifs 1, 2, 3, 4, and 7 are all AP2 types and are all located within the AP2 domain region (Figure 2C,E). Furthermore, all members of the RAV, DREB, and ERF subgroups have only one AP2 domain. In the AP2 subgroup, all members have two AP2 domains, except for PdAP2-16, which has only one AP2 domain (Figure 2C).
The number of exons and introns of the 136 PdAP2/ERF members was counted and clustered using the phylogenetic tree (Figure 2D). The results showed that members in the same subgroup had similar numbers of exons and introns, and the location distribution was highly conserved. Among them, the AP2 subgroup has 6~10 exons and 5~9 introns. PdERF93 in the Soloist subgroup has 6 exons and 5 introns. In the RAV, DREB, and ERF subgroups, 5, 37, and 48 genes have only 1 exon and 0 introns, respectively, while the remaining 19 genes have 2~3 exons and 1~2 introns.

3.4. Gene Mapping, Collinearity, and Ka/Ks Values of PdAP2/ERF Family Members

According to the distribution and location of genes in the almond genome, the chromosomal locations of PdAP2/ERF genes were analyzed. In addition, we further set the genetic spacing to 200 kb to calculate the gene density of each chromosome (Table S7), which is represented by a gradient color from blue (low gene density) to red (high gene density) in Figure 3. Empty regions on chromosomes indicate genetic regions lacking gene distribution information. As shown in Figure 3, 136 PdAP2/ERF genes were unevenly distributed across 8 chromosomes, and Pd01~Pd08 had 28, 18, 16, 6, 25, 20, 15, and 8 genes, respectively. It is worth noting that most of the PdAP2/ERF genes are mainly distributed in regions with a high gene density. Similar to other studies on plant AP2/ERF families, there was no significant correlation between chromosome length and the number of PdAP2/ERF genes.
We further performed collinearity analysis on PdAP2/ERF family members to explore the type of gene duplication. A total of 22 pairs of segmental duplication genes and 28 pairs of tandem duplication genes were identified in the PdAP2/ERF family members (Table S8). Segmental duplication and tandem duplication events occurred on all 8 chromosomes. Pd01~Pd08 have 3, 6, 2, 1, 9, 3, 3, and 1 pairs of tandem repeat genes (Figure 3). We further drew a Circos diagram of the distribution of segmental duplication genes within chromosomes (Figure 4). There were 8, 6, 5, 1, 5, 5, 3, and 2 segmental duplication genes on Pd01~Pd08. Notably, most of the duplicated genes were from two subgroups, DREB and ERF.
To explore the evolutionary history of the members of the PdAP2/ERF family in almond, we constructed a collinear map of the AP2/ERF gene members in almond and those in four species: Arabidopsis thaliana, Oryza sativa, Malus domestica, and Prunus persica (Figure 5). The results showed that there were 56, 26, 164, and 109 pairs of collinear AP2/ERF genes between almond and Arabidopsis thaliana, Oryza sativa, Malus domestica and Prunus persica, respectively (Table S9). It is worth noting that some PdAP2/ERFs have a collinear relationship with two or more AP2/ERF members in Arabidopsis thaliana, Oryza sativa, and Malus domestica, suggesting that these genes play important roles in the evolution of the PdAP2/ERF gene family. There is a one-to-one collinearity in genes from almond and peach. It is speculated that the AP2/ERF genes of these two plants have a low degree of separation during evolution and are highly conserved.
We further calculated the Ka, Ks, and Ka/Ks values of segmental duplication, tandem duplication, and interspecies collinear genes to evaluate the selection on PdAP2/ERF family members during evolution. The results showed that the segmental duplication, tandem duplication, and interspecies collinear gene Ka/Ks values among PdAP2/ERF family members were all less than 1 (Table S10). Therefore, we speculate that members of the almond PdAP2/ERF family may have undergone strong purifying selection during evolution.

3.5. Upstream cis-Regulatory Elements

A total of 123 cis-acting elements were annotated in the 2000-bp upstream promoter region of 136 PdAP2/ERF genes, and 74 elements had well-defined functions (Table S11). The results showed that in addition to CAAT-box and TATA-box, there are also many light-related elements, such as ACE, G-box, and P-box, in the promoter region. In addition, we further mapped the types and locations of hormone regulation-, stress response-, and growth- and development-related elements (Figure 6; Table S12). Among them, hormone regulatory elements include auxin (AuxRE, AuxRR-Core, and TGA-Box), gibberellin (TATC-box, P-box, and GARE-motif), salicylic acid (SARE), and methyl jasmonate (TGACG-motif). The stress response elements include five types: ARE, LTR, TC-rich repeats, MBS, and WUN-motif. The growth and development elements include eight types: CAT-box, O2-site, RY-element, circadian, HD-Zip 1, MSA-like, AACA-motif, and motif I. In conclusion, the promoter element results suggest that PdAP2/ERF members are widely involved in the growth and development of almond.

3.6. Expression Pattern Analysis of the PdAP2/ERF Family Members

Genes with FPKM values less than 1 were removed from datasets generated for the leaves, flowers, flower buds, and fruitlets of almond, and 96 PdAP2/ERF genes were finally retained for tissue expression pattern analysis (Table S13). As shown in Figure 7A, 16, 13, 37, and 28 PdAP2/ERF genes were significantly upregulated in leaves, flowers, flower buds, and fruitlets, respectively. This result indicated that the PdAP2/ERF genes had significant tissue-specific expression characteristics. It is worth noting that three genes, PdERF29, PdERF34, and PdERF78, were highly expressed in leaves; PdERF68 was highly expressed in flowers; PdERF7 was highly expressed in flower buds; and PdERF13, PdERF38b, PdERF48, PdERF51, PdERF54, PdERF88, and PdERF92 were highly expressed in fruitlets. These results suggest that these genes may play an important role in the growth and development of the corresponding tissue in almond.
We further examined the transcriptome data of dormant annual branches treated with freezing stress. After removing genes with FPKM values less than 1, we finally obtained 80 PdAP2/ERF genes to analyze the expression patterns of dormant one-year branches under freezing stress at different temperatures (Table S13). As shown in Figure 7B, 14, 6, 12, 6, and 27 genes were significantly upregulated at −5 (CK), −10, −15, −20, and −25 °C, respectively. It is worth noting that AP2 subgroup members are mainly expressed at −15 and −20 °C, RAV subgroup members are mainly expressed at −10 °C, and ERF and DREB subgroup members are mainly expressed at −25 °C. In conclusion, it is speculated that PdAP2/ERF family members are widely involved in the response of annual dormant almond branches to freezing stress, and ERF and DREB subgroup members may play a major role in the response to ultralow temperature stress.

3.7. PdAP2/ERF Gene Quantitative qRT–PCR Analysis

We used qRT–PCR to analyze the expression changes of 13 PdAP2/ERF genes in four tissues of ‘Wanfeng’ almond: leaves, branches, flesh, and cores. According to the qRT–PCR results, 13 PdAP2/ERF genes had significant tissue-specific expression characteristics (Figure 8). We found that the relative expression levels of eight genes, PdERF21, PdERF24, PdERF35, PdERF39, PdERF44, PdERF48, PdERF51, and PdAP2-6, were significantly increased in branches. The relative expression levels of three genes, PdERF13, PdERF31, and PdERF47, were significantly increased in flesh, and the relative expression levels in the cores were also higher. This result indicated that the PdAP2/ERF genes may be involved in the growth and development of different tissues of almond.
Similarly, the expression changes of 13 PdAP2/ERF genes in annual dormant branches treated with freezing stress at six temperatures were measured by qRT–PCR (Figure 9). According to the qRT–PCR results, eleven genes, PdERF3, PdERF21, PdERF24, PdERF31, PdERF35, PdERF39, PdERF47, PdERF48, PdERF51, PdERF53, and PdAP2-6, showed a relative increase in their expression levels in annual dormant branches under freezing stress at different temperatures. It is worth noting that the relative expression level of the PdERF24 gene was 324 times higher than that of the control under freezing stress at −30 °C. Under −25 °C treatment, the relative expression levels of three genes, PdERF3, PdERF21 and PdERF39, were 12, 15, and 30 times that of the control, respectively. However, the relative expression levels of PdERF35, PdERF47, PdERF48, PdERF51, and PdERF53 showed a similar increase under freezing stress at different temperatures. This indicated that PdAP2/ERF genes may be involved in the effect of almond dormancy under low-temperature freezing stress.

3.8. Protein Interactions and GO Annotations of PdAP2/ERF Members

We predicted potential protein interactions among PdAP2/ERF members using the STRING database. There were 50 nodes in the PdAP2/ERF protein interaction network, and not all nodes interacted with each other (Figure 10). There were 40 PdERF and 10 PdAP2 genes involved in the protein interaction network. Some proteins showed direct interactions, such as PdERF39 and PdAP2-14, while other proteins exhibited more complex multiprotein interactions, such as PdAP2-5, PdERF8, and PdERF63. In addition, PdAP2-14 and PdERF93 were predicted to be central nodes, and there were protein interactions among 16 and 14 genes, respectively. Notably, no protein interactions were predicted for the PdRAV genes.
We further performed GO annotation and enrichment analysis on 50 PdAP2/ERF proteins. The results showed that a total of 18 PdAP2/ERF proteins were annotated to GO functions and distributed in the molecular function and biological process categories. The top 20 significant items were statistically enriched based on p value. In the Molecular Function category, nucleic acid binding transcription factor activity, transcription factor activity, sequence-specific DNA binding, DNA binding, and nucleic acid binding were significant (Figure 11A). In the biological process category, mainly metabolism- and biosynthesis-related items, such as regulation of RNA metabolic process and regulation of cellular biosynthetic process, were significant (Figure 11B).

3.9. Identification and Annotation of PdAP2/ERF Target Genes

To identify the possible downstream target genes regulated by PdAP2/ERF, we searched the 2000-bp upstream promoter sequences of the almond genes using the conserved AP2 and ERF/DREB motifs in the JASPAR database. The results showed that 7424 target genes were found for AP2, 1150 target genes had two types of binding sequences (Table S14), and GO annotations were obtained for 2260 target genes (Table S15). According to the enrichment results (Figure S2), the target genes in the Biological Process category were mainly distributed in cellular process (GO:0009987) and metabolic process (GO:0008152), followed by single-organism process (GO:0044699). The target genes in the cellular component category were mainly distributed in cell (GO:0005623) and cell part (GO:0044464), followed by organelle (GO:0043226) and membrane (GO:0016020). Target genes in the Molecular Function category are mainly distributed in binding (GO:0005488) and catalytic activity (GO:0003824). According to the results of the top 20 GO terms with significant enrichment (Figure 12; Table S16), target genes were mainly enriched in metabolism-related GO terms such as regulation of metabolic process (GO: 0019222) and macromolecule metabolic process (GO: 0044260). Similarly, 3414 target genes were enriched in multiple KEGG pathways (Figure S3; Table S17). Among them, a total of 2492 target genes were enriched in metabolism-related pathways. According to the KEGG pathways with the most enriched target genes, metabolic pathways (KO01100), biosynthesis of secondary metabolites (KO01110), and starch and sucrose were included in metabolism (KO00500) and other pathways.
A total of 6971 target genes were found for ERF/DREB. Different from the AP2 target gene-binding site sequence, there are two or more types of binding sequences in many genes, and these are shorter than the AP2 target gene binding site sequence. There were 1593 identical target genes (Table S14). A total of 2471 target genes had GO annotations (Table S15). The GO enrichment results of the AP2 target genes in the biological process, cellular component, and molecular function categories were similar (Figure S4). Moreover, the top 20 GO terms with significant enrichment of ERF/DREB and AP2 target genes were similar (Figure 12; Table S16). The metabolic process of tRNA (GO:0006399), NADP biosynthetic process (GO:0006739), and hydrogen ion transmembrane were commonly found. A variety of metabolism-related GO terms, such as transport (GO:1902600), were significantly enriched. Similarly, the KEGG metabolic pathways enriched by ERF/DREB and AP2 target genes were basically consistent, and a total of 2238 target genes were enriched in metabolism-related pathways (Figure S5; Table S17). In summary, AP2 and ERF/DREB can affect multiple pathways by regulating downstream target genes, and the two have large differences in the number of target genes and the length of the binding site sequence. The GO and KEGG enrichment results were highly similar. Therefore, we speculate that AP2 and ERF/DREB members in almond have important complementary roles in regulating downstream target genes, thereby responding to changes in various environmental conditions.

4. Discussion

There are various unfavorable factors in nature that affect the growth and development of plants. Therefore, plants have developed a series of response mechanisms, among which transcription factors play an important role. AP2/ERF transcription factors are ubiquitous in plants, and these transcription factors play an important role in plant growth and development and in response to environmental stress [4]. The AP2/ERF gene family has been extensively reported in many plants, such as Arabidopsis thaliana [35], Saccharum spontaneum [36], Triticum durum [37], wheat [38], maize [39], rubber tree [40], and Populus [41]. However, no research has been reported on the almond AP2/ERF family.
The number of PdAP2/ERF genes in almond is similar to that in peach [42]. In addition, based on previous research results, there was no absolute relationship between the genome size of a species and the number of AP2/ERF gene family members. Based on the Arabidopsis AP2/ERF subgroup classification, the PdAP2/ERF family members were clearly divided into four subgroups, AP2, RAV, ERF, and Soloist1, and ERF was further divided into two subgroups, ERF and DREB. It is worth noting that the number of AP2/ERF family members in the subgroups and groups of almond and peach was similar, indicating that the two have a low degree of separation and high conservation.
According to related studies, gene functions and conserved domains in amino acid sequences are closely related. Conserved motifs in AP2/ERF transcription factors are critical for their functions, such as transcriptional activity [35]. A total of 10 motifs were annotated to PdAP2/ERF family members, and members belonging to the same subgroup had more similar motif types. This means that PdAP2/ERF genes within the same subgroup may be highly conserved during evolution. Gene structure (intron–exon) information can provide evolutionary clues for family members [43]. The PdAP2/ERF genes in the AP2 subgroup have more exons and introns, and the number of exons and introns in the three subgroups RAV, ERF, and DREB is more conserved. These results are consistent with the results of the gene structure of peach AP2/ERF family members, and the two AP2 conserved domain sequences found in both species were both broken into multiple segmentals by introns [42].
Gene duplication is the main factor leading to the rapid expansion and evolution of gene families, and it is also an important means to help plants cope with environmental changes during growth and development [44]. At present, gene duplication events of AP2/ERF family members have been studied in a variety of plants. However, the gene duplication events of almond AP2/ERF family members have not been studied. In this study, 22 pairs of segmental duplications and 28 pairs of tandem repeat duplications were identified in PdAP2/ERF family members. The number of duplicated AP2/ERF genes in almond was lower than that in Prunus mume and apple [45,46]. PdAP2/ERF family members were unevenly distributed on eight chromosomes, among which there were at least 6 genes on chromosome Pd04, while there were at most 28 genes on chromosome Pd01. We speculated that this uneven distribution might be caused by gene duplication. The uneven distribution of PdAP2/ERF family members across the eight chromosomes can also be explained by the number of segment duplications and tandem duplications present on different chromosomes. In addition, AP2/ERF family members in almond and Arabidopsis thaliana, Oryza sativa, Malus domestica, and Prunus persica shared 56, 26, 164, and 109 pairs of collinear genes, respectively, indicating that the AP2/ERF genes in Rosaceae were more conserved during evolution and had a high degree of separation from those in monocots. Notably, some PdAP2/ERF genes have a collinear relationship with two or more AP2/ERF genes in Arabidopsis thaliana, Oryza sativa, and Malus domestica, suggesting that these genes play an important role in the evolution of the PdAP2/ERF gene family. Exploring the Ka/Ks ratios of duplicated genes is an effective way to study the effects of duplicated genes on evolution. In the PdAP2/ERF segmental and tandem repeat gene pairs in which values were calculated, the Ka/Ks values of duplicate genes were all less than 1, indicating that these genes mainly underwent purifying selection. Similarly, the results of collinear genes among different species showed that the Ka/Ks values of the collinear genes were all less than 1, indicating that the evolution of AP2/ERF in different species was also under strong purifying selection pressure. The results of cis-acting elements showed that PdAP2/ERF genes were involved in various functions, such as almond growth and development, stress response, and hormone regulation.
Functional annotation of AP2/ERF genes indicated that stress-related AP2/ERF genes were enriched in multiple copies in Arabidopsis thaliana, and the differential retention rate of repeated sequences in the same transcription factor family was higher [35]. The subgroups involved in the environmental response may help plants adapt to changing environmental conditions [47]. We used different RNA-seq data from almond to analyze the expression patterns of PdAP2/ERF family members in different tissues. The results showed that 16, 13, 37, and 28 PdAP2/ERF genes were upregulated in leaves, flowers, buds, and young fruits, respectively. This result indicated that the PdAP2/ERF family members had remarkable tissue-specific expression characteristics. In the DREB subgroup, a specific structure, the cold-inducible element (A/GCCGAC), may function in the response to abiotic stresses such as low temperature [48]. In Arabidopsis, there are three cold-inducible CBF genes, CBF1-3 (CBF1/DREB1B, CBF2/DREB1C, and CBF3/DREB1A), which play an important role in regulating the low-temperature response [49]. We further analyzed the expression patterns of PdAP2/ERF family members under freezing stress at different temperatures. A total of 65 genes were significantly upregulated at different low temperatures. Among them, the expression of PdERF63 increased 22 times compared with CK (−5 °C) after freezing stress at −25 °C. The expression levels of PdERF80, PdERF81, PdERF91, and PdERF98 were also significantly increased. It is speculated that these genes play an important role in the response of almond to freezing stress. In this study, it was found that PdERF-type genes in almond were the most significant genes in response to low temperature and showed similar results to those in alfalfa [50]. According to previous research results, ERF-type genes have higher expression levels under stress than AP2-type genes, which may be due to the fewer introns and faster response speed of ERF members. Therefore, we speculate that the same phenomenon exists in PdAP2/ERF.
The AP2/ERF gene family has been intensively studied in a variety of plants. At present, AP2/ERF gene family studies have found that DREB members are most closely related to chilling stress [48]. Various studies have found that overexpression of homologous DREB genes from rice, maize, and wheat in transgenic tobacco and Arabidopsis can improve their cold tolerance [51,52]. In addition, significant research achievements have been made in crop yield research. It has been identified in rice that an OsDREB1C can drive a transcription program with diverse functions, determining photosynthetic capacity, nitrogen utilization, and flowering time. The yield of rice overexpressing OsDREB1C has increased by 41.3%~68.3% [53]. In this study, we preliminarily explored the relative expression levels of 13 representative PdAP2/ERF genes in four tissues of ‘Wanfeng’ almond and six freezing stress temperature treatments in annual dormant branches based on qRT–PCR technology. The leaves, branches, flesh, and cores of the four almond tissues have significant tissue-specific expression characteristics, indicating that PdAP2/ERF gene members are involved in the tissue-specific growth and development of almond. In addition, the relative expression levels of 13 PdAP2/ERF genes were significantly different in the annual dormant branches of ‘Wanfeng’ almond under different freezing temperatures. Among them, 11 PdAP2/ERF genes showed increased relative expression levels at corresponding temperatures after the annual dormant branches were subjected to freezing stress. Therefore, we speculate that PdAP2/ERF genes are involved in the effect of almond dormancy under freezing stress and improve the tolerance of dormant almond branches to freezing stress. We found that the expression level of PdERF24 gene increased in varying degrees under four freezing stresses of −10, −15, −20, and −25 °C. Compared with CK (−5 °C) and −25 °C, the expression level of PdERF24 gene under −30 °C freezing stress increased 324 and 40 times respectively, reaching 324. It is worth noting that the expression of the PdERF24 gene was also significant in normal growth and development branches. We hypothesized that PdERF24 gene may be an important comprehensive regulatory gene in the growth and development of almond branches, and it is worth further investigating the specific function of this gene.
We predicted potential protein interactions among PdAP2/ERF members. Fifty PdAP2/ERF members formed a protein interaction network with 70 nodes. Among them, PdAP2-14 and PdERF93 were predicted to be central nodes. AP2/ERF genes have been shown to be downstream genes of a series of transcriptional regulatory networks [54,55]. However, to date, few studies have been conducted on the regulation of downstream target genes of AP2/ERF genes, which are widely involved in multiple response mechanisms in plants. Therefore, we selected the target genes of AP2 and ERF/DREB in almond for preliminary research. An EARLY BUD-BREAK gene was identified in Japanese pear, which may be an AP2/ERF target gene that regulates the process of flower bud germination [56]. A total of 7424 and 6971 target genes were identified based on AP2 and ERF/DREB DNA-binding sites, respectively, both of which had 1593 identical target genes and similar GO and KEGG enrichment results. Significant GO enrichment was found in metabolism-related terms, and KEGG enrichment showed that most target genes were enriched in metabolism-related pathways. In addition, we found a difference between the two subgroups. AP2 and ERF/DREB differ greatly in the number of target genes and the length of the binding site sequence. Therefore, we speculate that AP2 and ERF/DREB members have important complementary roles in regulating downstream target genes, thereby responding to changes in various environmental conditions.

5. Conclusions

In this study, 136 PdAP2/ERF genes were identified from the almond genome, and the characteristics of PdAP2/ERF family members, such as phylogenetic tree clustering, motifs, gene structures, collinearity, evolution, and upstream cis-elements, were comprehensively explored by bioinformatics technology. The expression levels of 13 PdAP2/ERF genes in four groups of ‘Wanfeng’ almond leaves, branches, flesh, and cores were investigated by fluorescence quantitative technology. In addition, we also used fluorescence quantitative technology to explore the expression levels of 13 PdAP2/ERF genes in the dormant annual branches of ‘Wanfeng’ almond. In conclusion, this study provides a reference for our subsequent in-depth study of the PdAP2/ERF gene in improving the resistance of almond to freezing stress.

Supplementary Materials

The following supporting information can be downloaded at https://www.mdpi.com/article/10.3390/biology11101520/s1, Figure S1: The consensus motif of the AP2 and ERF/DREB DNA-binding sites from the JASPA CORE database; Figure S2: AP2 target gene protein GO enrichment results; Figure S3: AP2 target gene protein KEGG enrichment results; Figure S4: ERF/DREB target gene protein GO enrichment results; Figure S5: ERF/DREB target gene protein KEGG enrichment results. Table S1: Sequences of primers for qRT–PCR; Table S2: Fluorescence quantitative relative expression levels of 13 PdAP2/ERF genes; Table S3: String interactions; Table S4: GO annotation and enrichment statistics of PdAP2/ERF interacting proteins; Table S5: Characteristics of PdAP2/ERF gene family members in almond genome; Table S6: Comparative analysis of AP2/ERF families in different plant species; Table S7: Gene density of each chromosome of the almond genome; Table S8: Tandemly and segmentally duplicated PdAP2/ERF gene pairs; Table S9: Orthologous relationships of AP2/ERF genes between almond and other four plant species; Table S10: AP2/ERF genes replication and homologous genes Ka/Ks values in almond; Table S11: Cis-element analyses of the PdAP2/ERF genes; Table S12: Cis-element analyses of the PdAP2/ERF genes promoter regions; Table S13: Statistics of FPKM values of PdAP2/ERF family members; Table S14: Prediction and analysis of potential AP2 and ERF/DREB target genes; Table S15: AP2 and ERF/DREB target genes protein GO enrichment analysis; Table S16: AP2 and ERF/DREB target gene GO enriched top 20 items with significant GO enrichment; Table S17: Target genes KEGG pathway enrichment results.

Author Contributions

Conceptualization, Z.Y.; supervision, B.Z.; software, D.Z. and S.H.; benchmarking, W.G., Y.H. and H.Q.; formal analysis, X.L. and X.M.; writing, D.Z. and Z.Y. wrote the manuscript with inputs from all authors. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by the “Xinjiang Uygur Autonomous Region Natural Science Foundation” (Grant Number 2019D01A56) and the “The Key Disciplines Project of Horticulture of Xin-jiang Uygur Autonomous Region” (Grant Number 2016-10758-3).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The data presented in this study are available in the article.

Acknowledgments

We are very grateful to the Key Discipline of Horticulture, College of Horticulture, Xinjiang Agricultural University for their support.

Conflicts of Interest

None of the authors have any competing interest to declare.

References

  1. Xu, Z.-S.; Chen, M.; Li, L.-C.; Ma, Y.-Z. Functions and Application of the AP2/ERF Transcription Factor Family in Crop ImprovementF. J. Integr. Plant Biol. 2011, 53, 570–585. [Google Scholar] [CrossRef] [PubMed]
  2. Liu, J.-H.; Peng, T.; Dai, W. Critical cis-Acting Elements and Interacting Transcription Factors: Key Players Associated with Abiotic Stress Responses in Plants. Plant Mol. Biol. Rep. 2014, 32, 303–317. [Google Scholar] [CrossRef]
  3. Seo, P.J.; Park, M.-J.; Park, C.-M. Alternative splicing of transcription factors in plant responses to low temperature stress: Mechanisms and functions. Planta 2013, 237, 1415–1424. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  4. Wan, R.; Song, J.; Lv, Z.; Qi, X.; Han, X.; Guo, Q.; Wang, S.; Shi, J.; Jian, Z.; Hu, Q.; et al. Genome-Wide Identification and Comprehensive Analysis of the AP2/ERF Gene Family in Pomegranate Fruit Development and Postharvest Preservation. Genes 2022, 13, 895. [Google Scholar] [CrossRef] [PubMed]
  5. Cao, S.; Wang, Y.; Li, X.; Gao, F.; Feng, J.; Zhou, Y. Characterization of the AP2/ERF Transcription Factor Family and Expression Profiling of DREB Subfamily under Cold and Osmotic Stresses in Ammopiptanthus nanus. Plants 2020, 9, 455. [Google Scholar] [CrossRef] [Green Version]
  6. Wu, Z.-J.; Li, X.-H.; Liu, Z.-W.; Li, H.; Wang, Y.-X.; Zhuang, J. Transcriptome-based discovery of AP2/ERF transcription factors related to temperature stress in tea plant (Camellia sinensis). Funct. Integr. Genom. 2015, 15, 741–752. [Google Scholar] [CrossRef]
  7. Luo, Y.-X.; Chen, S.-K.; Wang, P.-D.; Peng, D.; Zhang, X.; Li, H.-F.; Feng, C.-Z. Genome-Wide Analysis of the RAV Gene Family in Wheat and Functional Identification of TaRAV1 in Salt Stress. Int. J. Mol. Sci. 2022, 23, 8834. [Google Scholar] [CrossRef]
  8. Liu, J.; Deng, Z.; Liang, C.; Sun, H.; Li, D.; Song, J.; Zhang, S.; Wang, R. Genome-Wide Analysis of RAV Transcription Factors and Functional Characterization of Anthocyanin-Biosynthesis-Related RAV Genes in Pear. Int. J. Mol. Sci. 2021, 22, 5567. [Google Scholar] [CrossRef]
  9. Sheng, L.; Ma, C.; Chen, Y.; Gao, H.; Wang, J. Genome-Wide Screening of AP2 Transcription Factors Involving in Fruit Color and Aroma Regulation of Cultivated Strawberry. Genes 2021, 12, 530. [Google Scholar] [CrossRef]
  10. Sohn, K.H.; Lee, S.C.; Jung, H.W.; Hong, J.K.; Hwang, B.K. Expression and functional roles of the pepper pathogen-induced transcription factor RAV1 in bacterial disease resistance, and drought and salt stress tolerance. Plant Mol. Biol. 2006, 61, 897–915. [Google Scholar] [CrossRef]
  11. Zhou, L.; Yarra, R. Genome-Wide identification and characterization of AP2/ERF transcription factor family genes in oil palm under abiotic stress conditions. Int. J. Mol. Sci. 2021, 22, 2821. [Google Scholar] [CrossRef] [PubMed]
  12. Li, Y.; Zhang, H.; Zhang, Q.; Liu, Q.; Zhai, H.; Zhao, N.; He, S. An AP2/ERF gene, IbRAP2-12, from sweetpotato is involved in salt and drought tolerance in transgenic Arabidopsis. Plant Sci. 2019, 281, 19–30. [Google Scholar] [CrossRef] [PubMed]
  13. Ahn, H.; Jung, I.; Shin, S.-J.; Park, J.; Rhee, S.; Kim, J.-K.; Jung, W.; Kwon, H.-B.; Kim, S. Transcriptional Network Analysis Reveals Drought Resistance Mechanisms of AP2/ERF Transgenic Rice. Front. Plant Sci. 2017, 8, 1044. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  14. Challam, C.; Ghosh, T.; Rai, M.; Tyagi, W. Allele mining across DREB1A and DREB1B in diverse rice genotypes suggest a highly conserved pathway inducible by low temperature. J. Genet. 2015, 94, 231–238. [Google Scholar] [CrossRef]
  15. Matsukura, S.; Mizoi, J.; Yoshida, T.; Todaka, D.; Ito, Y.; Maruyama, K.; Shinozaki, K.; Yamaguchi-Shinozaki, K. Comprehensive analysis of rice DREB2-type genes that encode transcription factors involved in the expression of abiotic stress-responsive genes. Mol. Genet. Genom. 2010, 283, 185–196. [Google Scholar] [CrossRef]
  16. Mao, D.; Chen, C. Colinearity and Similar Expression Pattern of Rice DREB1s Reveal Their Functional Conservation in the Cold-Responsive Pathway. PLoS ONE 2012, 7, e47275. [Google Scholar] [CrossRef] [Green Version]
  17. Wang, Q.; Guan, Y.; Wu, Y.; Chen, H.; Chen, F.; Chu, C. Overexpression of a rice OsDREB1F gene increases salt, drought, and low temperature tolerance in both Arabidopsis and rice. Plant Mol. Biol. 2008, 67, 589–602. [Google Scholar] [CrossRef]
  18. Gómez, E.M.; Prudencio, S.; Ortega, E. Protein Profiling of Pollen–Pistil Interactions in Almond (Prunus dulcis) and Identification of a Transcription Regulator Presumably Involved in Self-Incompatibility. Agronomy 2022, 12, 345. [Google Scholar] [CrossRef]
  19. Alioto, T.; Alexiou, K.G.; Bardil, A.; Barteri, F.; Castanera, R.; Cruz, F.; Dhingra, A.; Duval, H.; Fernández i Martí, Á.; Frias, L.; et al. Transposons played a major role in the diversification between the closely related almond and peach genomes: Results from the almond genome sequence. Plant J. 2020, 101, 455–472. [Google Scholar] [CrossRef] [Green Version]
  20. Sonnhammer, E.L.; Eddy, S.R.; Birney, E.; Bateman, A.; Durbin, R. Pfam: Multiple sequence alignments and HMM-profiles of protein domains. Nucleic Acids Res. 1998, 26, 320–322. [Google Scholar] [CrossRef]
  21. Finn, R.D.; Clements, J.; Eddy, S.R. HMMER web server: Interactive sequence similarity searching. Nucleic Acids Res. 2011, 39 (Suppl. 2), W29–W37. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  22. Yu, Z.; Zhang, D.; Zeng, B.; Liu, X.; Yang, J.; Gao, W.; Ma, X. Characterization of the WRKY gene family reveals its contribution to the adaptability of almond (Prunus dulcis). PeerJ 2022, 10, e13491. [Google Scholar] [CrossRef] [PubMed]
  23. Kumar, S.; Stecher, G.; Li, M.; Knyaz, C.; Tamura, K. MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms. Mol. Biol. Evol. 2018, 35, 1547–1549. [Google Scholar] [CrossRef] [PubMed]
  24. Bailey, T.L.; Johnson, J.; Grant, C.E.; Noble, W.S. The MEME Suite. Nucleic Acids Res. 2015, 43, W39–W49. [Google Scholar] [CrossRef] [Green Version]
  25. 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]
  26. Wang, Y.; Tang, H.; DeBarry, J.D.; Tan, X.; Li, J.; Wang, X.; Lee, T.-H.; Jin, H.; Marler, B.; Guo, H.; et al. MCScanX: A toolkit for detection and evolutionary analysis of gene synteny and collinearity. Nucleic Acids Res. 2012, 40, e49. [Google Scholar] [CrossRef] [Green Version]
  27. Krzywinski, M.; Schein, J.; Birol, I.; Connors, J.; Gascoyne, R.; Horsman, D.; Jones, S.J.; Marra, M.A. Circos: An information aesthetic for comparative genomics. Genome Res. 2009, 19, 1639–1645. [Google Scholar] [CrossRef] [Green Version]
  28. Lescot, M.; Déhais, P.; Thijs, G.; Marchal, K.; Moreau, Y.; Van de Peer, Y.; Rouzé, P.; Rombauts, S. PlantCARE, a database of plant cis-acting regulatory elements and a portal to tools for in silico analysis of promoter sequences. Nucleic Acids Res. 2002, 30, 325–327. [Google Scholar] [CrossRef]
  29. D’Amico-Willman, K.M.; Niederhuth, C.E.; Willman, M.R.; Gradziel, T.M.; Ouma, W.Z.; Meulia, T.; Fresnedo-Ramírez, J. Integrated analysis of the methylome and transcriptome of twin almonds (Prunus dulcis [Mill.] D.A.Webb) reveals genomic features associated with non-infectious bud failure. BioRxiv 2021. [Google Scholar] [CrossRef]
  30. D’Amico-Willman, K.M.; Ouma, W.Z.; Meulia, T.; Sideli, G.M.; Gradziel, T.M.; Fresnedo-Ramírez, J. Whole-genome sequence and methylome profiling of the almond [Prunus dulcis (Mill.) D.A. Webb] cultivar ‘Nonpareil’. G3 2022, 12, jkac065. [Google Scholar] [CrossRef]
  31. Prudencio Ángela, S.; Hoeberichts Frank, A.; Dicenta, F.; Martínez-Gómez, P.; Sánchez-Pérez, R. Identification of early and late flowering time candidate genes in endodormant and ecodormant almond flower buds. Tree Physiol. 2021, 41, 589–605. [Google Scholar] [CrossRef] [PubMed]
  32. Guo, C.; Wei, Y.; Yang, B.; Ayup, M.; Li, N.; Liu, J.; Liao, K.; Wang, H. Developmental transcriptome profiling uncovered carbon signaling genes associated with almond fruit drop. Sci. Rep. 2021, 11, 3401. [Google Scholar] [CrossRef] [PubMed]
  33. Livak, K.J.; Schmittgen, T.D. Analysis of relative gene expression data using real-time quantitative PCR and the 2−ΔΔCT Method. Methods 2001, 25, 402–408. [Google Scholar] [CrossRef] [PubMed]
  34. Khan, A.; Fornés, O.; Stigliani, A.; Gheorghe, M.; Castro-Mondragon, J.A.; Van Der Lee, R.; Bessy, A.; Chèneby, J.; Kulkarni, S.R.; Tan, G.; et al. JASPAR 2018: Update of the open-access database of transcription factor binding profiles and its web framework. Nucleic Acids Res. 2018, 46, D260–D266. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  35. Nakano, T.; Suzuki, K.; Fujimura, T.; Shinshi, H. Genome-Wide Analysis of the ERF Gene Family in Arabidopsis and Rice. Plant Physiol. 2006, 140, 411–432. [Google Scholar] [CrossRef] [Green Version]
  36. Li, P.; Chai, Z.; Lin, P.; Huang, C.; Huang, G.; Xu, L.; Deng, Z.; Zhang, M.; Zhang, Y.; Zhao, X. Genome-wide identification and expression analysis of AP2/ERF transcription factors in sugarcane (Saccharum spontaneum L.). Bmc Genom. 2020, 21, 685. [Google Scholar] [CrossRef]
  37. Faraji, S.; Filiz, E.; Kazemitabar, S.K.; Vannozzi, A.; Palumbo, F.; Barcaccia, G.; Heidari, P. The AP2/ERF Gene Family in Triticum durum: Genome-Wide Identification and Expression Analysis under Drought and Salinity Stresses. Genes 2020, 11, 1464. [Google Scholar] [CrossRef]
  38. Zhuang, J.; Chen, J.; Yao, Q.; Xiong, F.; Sun, C.; Zhou, X.; Zhang, J.; Xiong, A. Discovery and expression profile analysis of AP2/ERF family genes from Triticum aestivum. Mol. Biol. Rep. 2011, 38, 745–753. [Google Scholar] [CrossRef]
  39. Tang, Y.-X.; Wu, Y.-M. Genome-Wide Analysis of AP2/ERF Transcription Factor Family in Zea Mays. Curr. Bioinform. 2012, 7, 324–332. [Google Scholar] [CrossRef]
  40. Duan, C.; Argout, X.; Gébelin, V.; Summo, M.; Dufayard, J.-F.; Leclercq, J.; Kuswanhadi, N.; Piyatrakul, P.; Pirrello, J.; Rio, M.; et al. Identification of the Hevea brasiliensisAP2/ERF superfamily by RNA sequencing. BMC Genom. 2013, 14, 30. [Google Scholar] [CrossRef]
  41. Zhuang, J.; Cai, B.; Peng, R.; Zhu, B.; Jin, X.; Xue, Y.; Gao, F.; Fu, X.; Tian, Y.; Zhao, W.; et al. Genome-wide analysis of the AP2/ERF gene family in Populus trichocarpa. Biochem. Bioph. Res. Co. 2008, 371, 468–474. [Google Scholar] [CrossRef] [PubMed]
  42. Zhang, C.; Shangguan, L.; Ma, R.; Sun, X.; Tao, R.; Guo, L.; Korir, N.; Yu, M. Genome-wide analysis of the AP2/ERF superfamily in peach (Prunus persica). Genet. Mol. Res. 2012, 11, 4789–4809. [Google Scholar] [CrossRef] [PubMed]
  43. Hu, L.; Liu, S. Genome-wide identification and phylogenetic analysis of the ERF gene family in cucumbers. Genet. Mol. Biol. 2011, 34, 624–634. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  44. Ren, R.; Wang, H.; Guo, C.; Zhang, N.; Zeng, L.; Chen, Y.; Ma, H.; Qi, J. Widespread Whole Genome Duplications Contribute to Genome Complexity and Species Diversity in Angiosperms. Mol. Plant 2018, 11, 414–428. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  45. Du, D.; Hao, R.; Cheng, T.; Pan, H.; Yang, W.; Wang, J.; Zhang, Q. Genome-Wide Analysis of the AP2/ERF Gene Family in Prunus mume. Plant Mol. Biol. Rep. 2013, 31, 741–750. [Google Scholar] [CrossRef]
  46. Girardi, C.L.; Rombaldi, C.V.; Cero, J.D.; Nobile, P.M.; Laurens, F.; Bouzayen, M.; Quecini, V. Genome-wide analysis of the AP2/ERF superfamily in apple and transcriptional evidence of ERF involvement in scab pathogenesis. Sci. Hortic. 2013, 151, 112–121. [Google Scholar] [CrossRef] [Green Version]
  47. Zeng, L.; Zhang, Q.; Sun, R.; Kong, H.; Zhang, N.; Ma, H. Resolution of deep angiosperm phylogeny using conserved nuclear genes and estimates of early divergence times. Nat. Commun. 2014, 5, 4956. [Google Scholar] [CrossRef] [Green Version]
  48. Hayat, F.; Sun, Z.; Ni, Z.; Iqbal, S.; Xu, W.; Gao, Z.; Qiao, Y.; Tufail, M.A.; Jahan, M.S.; Khan, U.; et al. Exogenous Melatonin Improves Cold Tolerance of Strawberry (Fragaria × ananassa Duch.) through Modulation of DREB/CBF-COR Pathway and Antioxidant Defense System. Horticulturae 2022, 8, 194. [Google Scholar] [CrossRef]
  49. Liu, Y.; Dang, P.; Liu, L.; He, C. Cold acclimation by the CBF–COR pathway in a changing climate: Lessons from Arabidopsis thaliana. Plant Cell Rep. 2019, 38, 511–519. [Google Scholar] [CrossRef] [Green Version]
  50. Eshu, Y.; Eliu, Y.; Ezhang, J.; Esong, L.; Eguo, C. Genome-Wide Analysis of the AP2/ERF Superfamily Genes and their Responses to Abiotic Stress in Medicago truncatula. Front. Plant Sci. 2016, 6, 1247. [Google Scholar] [CrossRef]
  51. Medina, J.; Catalá, R.; Salinas, J. The CBFs: Three arabidopsis transcription factors to cold acclimate. Plant Sci. 2011, 180, 3–11. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  52. Rasmussen, S.; Barah, P.; Suarez-Rodriguez, M.C.; Bressendorff, S.; Friis, P.; Costantino, P.; Bones, A.M.; Nielsen, H.B.; Mundy, J. Transcriptome Responses to Combinations of Stresses in Arabidopsis. Plant Physiol. 2013, 161, 1783–1794. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  53. Wei, S.; Li, X.; Lu, Z.; Zhang, H.; Ye, X.; Zhou, Y.; Li, J.; Yan, Y.; Pei, H.; Duan, F.; et al. A transcriptional regulator that boosts grain yields and shortens the growth duration of rice. Science 2022, 377, 2210. [Google Scholar] [CrossRef] [PubMed]
  54. Lyu, J.; Guo, Y.; Du, C.; Yu, H.; Guo, L.; Liu, L.; Zhao, H.; Wang, X.; Hu, S. BnERF114.A1, a Rapeseed Gene Encoding APETALA2/ETHYLENE RESPONSE FACTOR, Regulates Plant Architecture through Auxin Accumulation in the Apex in Arabidopsis. Int. J. Mol. Sci. 2022, 23, 2210. [Google Scholar] [CrossRef] [PubMed]
  55. Seok, H.-Y.; Ha, J.; Lee, S.-Y.; Bae, H.; Moon, Y.-H. Two Alternative Splicing Variants of AtERF73/HRE1, HRE1α and HRE1β, Have Differential Transactivation Activities in Arabidopsis. Int. J. Mol. Sci. 2020, 21, 6984. [Google Scholar] [CrossRef]
  56. Anh Tuan, P.; Bai, S.; Saito, T.; Imai, T.; Ito, A.; Moriguchi, T. Involvement of EARLY BUD-BREAK, an AP2/ERF tran-scription factor gene, in bud break in Japanese pear (Pyrus pyrifolia Nakai) lateral flower buds: Expression, histone modifica-tions and possible target genes. Plant Cell Physiol. 2016, 57, 1038–1047. [Google Scholar] [CrossRef]
Figure 1. Phylogenetic tree of AP2/ERF family members in almond and Arabidopsis. Each color block represents a group. The area between the two green segments represents the ERF subgroup; the area between two purple segments represents DREB subgroup.
Figure 1. Phylogenetic tree of AP2/ERF family members in almond and Arabidopsis. Each color block represents a group. The area between the two green segments represents the ERF subgroup; the area between two purple segments represents DREB subgroup.
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Figure 2. Phylogenetic clustering of PdAP2/ERF members based on motifs and gene structures. (A) Neighbor-joining phylogenetic tree of members of the PdAP2/ERF family. Different colored areas represent different groups. (B) Conserved protein motifs. (C) AP2 domains. (D) Gene structures. (E) Motif LOGO. The ruler at the bottom of B and C figures represents the length of amino acids. The ruler at the bottom of D figure represents the number of nucleotides (base pair: bp).
Figure 2. Phylogenetic clustering of PdAP2/ERF members based on motifs and gene structures. (A) Neighbor-joining phylogenetic tree of members of the PdAP2/ERF family. Different colored areas represent different groups. (B) Conserved protein motifs. (C) AP2 domains. (D) Gene structures. (E) Motif LOGO. The ruler at the bottom of B and C figures represents the length of amino acids. The ruler at the bottom of D figure represents the number of nucleotides (base pair: bp).
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Figure 3. Chromosome localization of almond PdAP2/ERF family members. The green lines show tandem duplicated genes. The scale on the left shows the chromosome length information, and the chromosome names are listed on the right. The blue regions in the chromosome segments represent low gene density, and the red regions represent high gene density.
Figure 3. Chromosome localization of almond PdAP2/ERF family members. The green lines show tandem duplicated genes. The scale on the left shows the chromosome length information, and the chromosome names are listed on the right. The blue regions in the chromosome segments represent low gene density, and the red regions represent high gene density.
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Figure 4. Interchromosomal relationships of the PdAP2/ERF genes in the almond genome. The red lines link the segmentally duplicated PdAP2/ERF gene pairs.
Figure 4. Interchromosomal relationships of the PdAP2/ERF genes in the almond genome. The red lines link the segmentally duplicated PdAP2/ERF gene pairs.
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Figure 5. Synteny analysis of AP2/ERF family members in almond compared to those from four other plant species. (A) Prunus dulcis vs. Arabidopsis thaliana, (B) Prunus dulcis vs. Oryza sativa, (C) Prunus dulcis vs. Malus domestica, and (D) Prunus dulcis vs. Prunus persica. Each horizontal line represents a chromosome, and the red lines represent collinear genes. Eight chromosomes of Prunus dulcis are represented by red segments. Five chromosomes of Arabidopsis thaliana are represented by green segments. Twelve chromosomes of Oryza sativa are represented by yellow segments. Seventeen chromosomes of Malus domestica are represented by light pink segments. Eight chromosomes of Prunus persica are represented by pink fragments. The number represents the corresponding chromosome name.
Figure 5. Synteny analysis of AP2/ERF family members in almond compared to those from four other plant species. (A) Prunus dulcis vs. Arabidopsis thaliana, (B) Prunus dulcis vs. Oryza sativa, (C) Prunus dulcis vs. Malus domestica, and (D) Prunus dulcis vs. Prunus persica. Each horizontal line represents a chromosome, and the red lines represent collinear genes. Eight chromosomes of Prunus dulcis are represented by red segments. Five chromosomes of Arabidopsis thaliana are represented by green segments. Twelve chromosomes of Oryza sativa are represented by yellow segments. Seventeen chromosomes of Malus domestica are represented by light pink segments. Eight chromosomes of Prunus persica are represented by pink fragments. The number represents the corresponding chromosome name.
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Figure 6. Cis-acting elements in the promoter regions of PdAP2/ERF family members. Each color square represents a cis-element type.
Figure 6. Cis-acting elements in the promoter regions of PdAP2/ERF family members. Each color square represents a cis-element type.
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Figure 7. Heatmap of the expression patterns of PdAP2/ERF gene family members. (A): Heatmap of expression patterns in different tissues. (B): Expression heatmap of annual dormant branches under freezing stress at different temperatures. The ROW normalization method was used to draw the heatmap. Red squares indicate upregulation of expression, black squares indicate no expression, and green squares indicate downregulated expression.
Figure 7. Heatmap of the expression patterns of PdAP2/ERF gene family members. (A): Heatmap of expression patterns in different tissues. (B): Expression heatmap of annual dormant branches under freezing stress at different temperatures. The ROW normalization method was used to draw the heatmap. Red squares indicate upregulation of expression, black squares indicate no expression, and green squares indicate downregulated expression.
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Figure 8. Fluorescence quantitative relative expression of 13 representative PdAP2/ERF genes in leaves, branches, flesh, and cores of ‘Wanfeng’ almond. The ordinate represents the relative expression level of genes, and the abscissa represents leaves, branches, flesh, and cores from left to right.
Figure 8. Fluorescence quantitative relative expression of 13 representative PdAP2/ERF genes in leaves, branches, flesh, and cores of ‘Wanfeng’ almond. The ordinate represents the relative expression level of genes, and the abscissa represents leaves, branches, flesh, and cores from left to right.
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Figure 9. Fluorescence quantitative relative expression of 13 representative PdAP2/ERF genes under six temperature gradient freezing stress treatments in the annual dormant branches of ‘Wanfeng’ almond. CK, T1, T2, T3, T4, and T5 represent −5, −10, −15, −20, −25, and −30 °C, respectively. The ordinate represents the relative expression level of genes, and the abscissa represents CK, T1, T2, T3, T4, and T5 from left to right.
Figure 9. Fluorescence quantitative relative expression of 13 representative PdAP2/ERF genes under six temperature gradient freezing stress treatments in the annual dormant branches of ‘Wanfeng’ almond. CK, T1, T2, T3, T4, and T5 represent −5, −10, −15, −20, −25, and −30 °C, respectively. The ordinate represents the relative expression level of genes, and the abscissa represents CK, T1, T2, T3, T4, and T5 from left to right.
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Figure 10. Protein–protein interaction network of PdAP2/ERF members. Red gene names represent central genes. The black dashed line represents the interaction between different proteins.
Figure 10. Protein–protein interaction network of PdAP2/ERF members. Red gene names represent central genes. The black dashed line represents the interaction between different proteins.
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Figure 11. Top 20 significantly enriched GO terms for PdAP2/ERF-interacting proteins. (A): Molecular Function. (B): Biological Process.
Figure 11. Top 20 significantly enriched GO terms for PdAP2/ERF-interacting proteins. (A): Molecular Function. (B): Biological Process.
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Figure 12. The top 20 significantly enriched GO terms for target genes. (A): Top 20 significantly enriched GO terms for AP2 target genes. (B): Top 20 significantly enriched GO terms for ERF/DREB target genes.
Figure 12. The top 20 significantly enriched GO terms for target genes. (A): Top 20 significantly enriched GO terms for AP2 target genes. (B): Top 20 significantly enriched GO terms for ERF/DREB target genes.
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Yu, Z.; Zhang, D.; Hu, S.; Liu, X.; Zeng, B.; Gao, W.; He, Y.; Qin, H.; Ma, X. Genome-Wide Analysis of the Almond AP2/ERF Superfamily and Its Functional Prediction during Dormancy in Response to Freezing Stress. Biology 2022, 11, 1520. https://doi.org/10.3390/biology11101520

AMA Style

Yu Z, Zhang D, Hu S, Liu X, Zeng B, Gao W, He Y, Qin H, Ma X. Genome-Wide Analysis of the Almond AP2/ERF Superfamily and Its Functional Prediction during Dormancy in Response to Freezing Stress. Biology. 2022; 11(10):1520. https://doi.org/10.3390/biology11101520

Chicago/Turabian Style

Yu, Zhenfan, Dongdong Zhang, Shaobo Hu, Xingyue Liu, Bin Zeng, Wenwen Gao, Yawen He, Huanxue Qin, and Xintong Ma. 2022. "Genome-Wide Analysis of the Almond AP2/ERF Superfamily and Its Functional Prediction during Dormancy in Response to Freezing Stress" Biology 11, no. 10: 1520. https://doi.org/10.3390/biology11101520

APA Style

Yu, Z., Zhang, D., Hu, S., Liu, X., Zeng, B., Gao, W., He, Y., Qin, H., & Ma, X. (2022). Genome-Wide Analysis of the Almond AP2/ERF Superfamily and Its Functional Prediction during Dormancy in Response to Freezing Stress. Biology, 11(10), 1520. https://doi.org/10.3390/biology11101520

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