Skip to main content

ORIGINAL RESEARCH article

Front. Ecol. Evol., 04 November 2021
Sec. Evolutionary and Population Genetics

The BAHD Gene Family in Cacao (Theobroma cacao, Malvaceae): Genome-Wide Identification and Expression Analysis

  • 1Faculty of Biological Sciences, Department of Biochemistry, Quaid-I-Azam University, Islamabad, Pakistan
  • 2Faculty of Crop Sciences, Department of Plant Breeding, Sari Agricultural Sciences and Natural Resources University (SANRU), Sari, Iran
  • 3Faculty of Agriculture, Shahrood University of Technology, Shahrood, Iran
  • 4Finnish Museum of Natural History, University of Helsinki, Helsinki, Finland
  • 5Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland

The benzyl alcohol O-acetyl transferase, anthocyanin O-hydroxycinnamoyl transferase, N-hydroxycinnamoyl anthranilate benzoyl transferase, and deacetylvindoline 4-O-acetyltransferase (BAHD) enzymes play a critical role in regulating plant metabolites and affecting cell stability. In the present study, members of the BAHD gene family were recognized in the genome of Theobroma cacao and characterized using various bioinformatics tools. We found 27 non-redundant putative tcBAHD genes in cacao for the first time. Our findings indicate that tcBAHD genes are diverse based on sequence structure, physiochemical properties, and function. When analyzed with BAHDs of Gossypium raimondii and Corchorus capsularis clustered into four main groups. According to phylogenetic analysis, BAHD genes probably evolved drastically after their divergence. The divergence time of duplication events with purifying selection pressure was predicted to range from 1.82 to 15.50 MYA. Pocket analysis revealed that serine amino acid is more common in the binding site than other residuals, reflecting its key role in regulating the activity of tcBAHDs. Furthermore, cis-acting elements related to the responsiveness of stress and hormone, particularly ABA and MeJA, were frequently observed in the promoter region of tcBAHD genes. RNA-seq analysis further illustrated that tcBAHD13 and tcBAHD26 are involved in response to Phytophthora megakarya fungi. In conclusion, it is likely that evolutionary processes, such as duplication events, have caused high diversity in the structure and function of tcBAHD genes.

Introduction

Theobroma cacao L. is an economically important species of the plant family Malvaceae (Purseglove, 1968) due to its use in chocolate production, cosmetics, and confectionery (Litz et al., 2020). The chocolate of cacao contains 45–55% fats, and its quality is determined by the aroma (Mustiga et al., 2019), which differs among varieties due to the presence and quantity of specific compounds such as ethyl phenylacetate, ethyl octanoate, phenylethyl alcohol, 3-methylbutanal, and 2-heptanol (Castro-Alayo et al., 2019). The cacao tree grows in up to fifty countries in the humid tropics, providing an important source of income to these economies (Motamayor et al., 2013). However, the high humidity of the growing regions predisposed this plant to various fungal diseases (McElroy et al., 2018). For example, the species of Phytophthora fungus (Phytophthora palmivora, Phytophthora megakarya, and Phytophthora capsici) cause black rod/pod rot, which leads to a 20–30% loss in yield and 10% mortality of cacao (Bridgemohan and Mohammed, 2019).

The benzylalcohol O-acetyl transferase, anthocyanin O-hydroxycinnamoyl transferase, N-hydroxycinnamoyl anthranilate benzoyl transferase, and deacetylvindoline 4-O-acetyltransferase (BAHD) superfamily (St-Pierre, 2000) is composed of enzymes with two common domains (HXXXD and DFGWG), and similar amino acid sequences (Molina and Kosma, 2015). The HXXXD motif exists in the reaction center and contributes to catalysis, whereas the DFGWG motif exists far from the active site but is crucial for normal function (El-Sharkawy et al., 2005). This gene family plays a vital role in the biosynthesis of lipids and catalyzes acyl transfer reactions between CoA-activated hydroxycinnamic acid derivatives and hydroxylated aliphatics (Molina and Kosma, 2015). Specifically, these genes transfer CoA conjugates (e.g., malonyl-acetyl-, β-phenylalanine, anthraniloyl, tiglyl, and benzoyl-groups) to acceptor compounds for modification (D'Auria, 2006; Bontpart et al., 2015), whereas they use hydroxyl (OH) or amine (NH2) group as an acceptor of different CoA donor substrates in the O- or N-acylation reaction (Bontpart et al., 2015). They are also involved in synthesizing a variety of polymers and secondary metabolites like volatiles, lignin, cutin, suberin, pigments, and defense-related compounds (D'Auria, 2006). Several BAHD enzymes have been characterized, including the following: isoflavone malonyltransferases (GmIMaT1 and GmIMaT3), which can differentially modify isoflavone glucosides under various stresses in soybean (Ahmad et al., 2017); glycosyltransferase; and malonyltransferase (GmMT7), which is also important for isoflavonoidin in soybean seeds (Dhaubhadel et al., 2008). Similarly, nucleocytoplasmic-localized acyltransferases (MtMaT1, 2, 3) catalyze the malonylation of 7-O-glycosidic (iso) flavones in Medicago truncatula (Yu et al., 2008).

Several BAHD genes that catalyze the formation of diverse metabolites have been characterized in plant species. Whole-genome analyses provide information about the genetic basis of response to abiotic and biotic stresses (Motamayor et al., 2013). In particular, genome-wide studies of the BAHD family have been reported in various species, including Populus (Yu et al., 2009), Arabidopsis (Yu et al., 2009), soybean (Ahmad et al., 2020b), Cynara cardunculus (Moglia et al., 2016), and in some species of Rosaceae (Zhang et al., 2019; Liu et al., 2020a). The chromosome-level genome assembly of T. cacao (Motamayor et al., 2013; Argout et al., 2017) provides resources for the characterization of gene families, which has led to the identification and characterization of WRKY (Dayanne et al., 2017), NAC (Shen et al., 2020), GASA (Abdullah et al., 2021a), and MGT (Heidari et al., 2021a) in cacao. However, genome-wide characterization of the BAHD gene family has not been reported to date.

The aim of the current study is to identify and characterize BAHD genes of T. cacao, since BAHDs play an important role in fat biosynthesis, and chocolate an important product of the cacao seed, comprises up to 55% fats. Here, we provide the first insight into the chromosome-wide distribution of BAHD genes, chemical properties, cis-regulatory elements of promoter regions, subcellular localization, and protein structure in cacao. We also aim to explore the possible role of BAHDs against P. megakarya that causes black rot.

Materials and Methods

Identification of BAHD Genes in the T. cacao Genome and the Analysis of BAHD Conserved Domains

In the present study, the BAHD family characteristic domain (Pfam: PF02458) was used as a query using the BLAST tool in Ensembl database with an expected value of E−10 to identify BAHD genes in the T. cacao genome (T. cacao Belizian Criollo B97-61/B2) (Argout et al., 2017) and some identified BAHD genes of cacao for further confirmation and validations of previously identified genes. The same procedure was employed to identify BAHD genes in Gossypium raimondii and Corchorus capsularis for phylogenetic analysis. All protein sequences were further analyzed to confirm the presence of conserved domains (Pfam: PF02458) using the Pfam server (http://pfam.xfam.org/) and the Conserved Domains Database (CDD: https://www.ncbi.nlm.nih.gov/Structure/cdd/cdd.shtml) of the National Center for Biotechnology (NCBI). The presence of two other important domains (HXXXD and DFGWG) was confirmed by performing multiple alignments using ClustalW (Larkin et al., 2007) and visualizing in MEGA X (Kumar et al., 2018). Finally, all the sequences that lacked these domains were not included for downstream analyses following the previous study (Liu et al., 2020a) as these are important for the function of BAHD enzymes. We also retrieved coding DNA sequences (CDS), genomic sequences, promoter sequences (1,500 bp upstream of the gene), and protein sequences to study the sequence structure of BAHD genes.

Chromosome Mapping and Characterization of Physiochemical Properties

The position of each BAHD gene and chromosome number has been recorded. We renamed all genes based on the chromosome number and position, as shown in Supplementary Table 1. A phenogram was constructed to show the position of each gene on the chromosome along with duplicated genes using TBtools (Chen et al., 2020). We also determined physiochemical properties of proteins including protein length, isoelectric point (pI), and molecular weight (MW) using the ExPASy tool (Gasteiger et al., 2005). In addition, we predicted the subcellular localization of BAHD genes using the BUSCA webserver (Savojardo et al., 2018).

Promoter Site Analysis

We retrieved regions 1,500 bp upstream of BAHD genes and considered these to be promoter sites. PlantCare (Lescot et al., 2002) was used to analyze sequences of these promoter regions to study cis-regulatory elements. Each cis-regulatory element was classified into either hormone responsive elements (REs), stress REs, growth REs, or light REs based on its annotation in the PlantCare database.

Phylogenetic Inference and Analyses of Conserved Proteins Motif

A maximum likelihood tree was constructed for BAHD genes, first in cacao alone and then combined with BAHD genes of two other species (Gossypium raimondii and Corchorus capsularis). The maximum likelihood tree was constructed using IQ-tree (Nguyen et al., 2015) with default parameters and the best fit model JTT+I+G4 based on predictions of ModelFinder (Kalyaanamoorthy et al., 2017). The visualization of both the trees was improved using the interactive tree of life (Letunic and Bork, 2019) and MEGA X (Kumar et al., 2018). The distribution of conserved protein motifs was elucidated in BAHD proteins using MEME v5.3.0 server (http://meme-suite.org/tools/meme) (Bailey et al., 2009), which searched for 10 conserved motifs with a minimum width of motif 6 and a maximum width of motif 30.

Gene Duplications and Synteny Analyses

The BAHD genes of cacao were pairwise aligned in Geneious R8.1 (Kearse et al., 2012), and gene pairs that had similarity of 85% or higher were considered duplicated genes following previous studies (Zheng et al., 2010; Musavizadeh et al., 2021). Duplicated genes that occurred within 200 kb region were considered tandemly duplicated genes, whereas those that were separated >200 kb region or located on different chromosomes were considered segmentally duplicated genes following a recent study (Ahmad et al., 2020a). The rate of synonymous (Ks) and non-synonymous substitutions (Ka) and events of gene duplication were determined using DnaSP v.6 (Rozas et al., 2017). The selection pressure on duplicated genes was determined based on the ratio of Ka/Ks and interpreted as negative (<1), neutral (=1), and positive (>1) (Lawrie et al., 2013). The divergence time of duplication was calculated by a synonymous mutation rate of λ substitutions per synonymous site per year as T = (Ks/2λ) (λ = 6.5 × 10−9) × 10−6 (Yang et al., 2008). We also analyzed synteny relationships of cacao BAHD genes with G. raimondii and C. capsularis and drawn at chromosome level using Circos software (Krzywinski et al., 2009).

Three-Dimensional Protein Modeling and Molecular Docking

The three-dimensional structure of BAHD proteins was estimated by the protein homology/analogy Recognition Engine Version 2.0 (Phyre2) server (Kelley et al., 2015). The predicted structure of proteins was validated using the Ramachandran plot (Lovell et al., 2003) following a previous study (Abdullah et al., 2021a). The Beta Cavity webserver (Kim et al., 2015) was used to estimate molecular voids and pockets in proteins. We also used the ProSA server (Wiederstein and Sippl, 2007) to estimate errors in protein structure and validate 3D-modeled proteins. The P2Rank in PrankWeb software (Jendele et al., 2019) and CASTp tool (Tian et al., 2018) were used for docking analysis of the ligand-binding regions in the modeled proteins. Finally, the results were analyzed using PyMOL (DeLano, 2002).

Expression Analysis of BAHD Genes Under Biotic Stress

The available already processed RNAseq data of biotic stress related to P. megakarya infection is available in GEO DataSets under accession number GSE116041 for tolerant and susceptible cultivars of cacao. The data have been reported in the National Center for Biotechnology Information (NCBI) by Pokou et al. (2019) after doing RNA sequencing of both cultivars after inoculating with fungus at 0, 6, 24, and 72 h. They trimmed the raw reads by trimmomatic (Bolger et al., 2014) and mapped the high-quality trimmed reads by HISAT2 (Kim et al., 2015) to the reference genome of cacao (Criollo genome v2.0) (Argout et al., 2017). The differential expression patterns of genes were determined using DESeq2 with the default setting. The complete details can be seen at Pokou et al. (2019). We downloaded the processed RNAseq data of the aforementioned method and analyzed that to extract the data of BAHD using their gene IDs. The heatmaps of all expressed BAHD genes were drawn by the TBtools package (Chen et al., 2020) after log2 transformation for 0, 6, 24, and 72 h fungus inoculation. In the heatmaps, the control condition was 0 h (before infection).

Coexpression Network of BAHD Genes

A coexpression network of tcBAHDs was constructed by String database (Szklarczyk et al., 2019) using their orthologs in Arabidopsis thaliana. The network was created with an interaction score of more than 0.30 and a number of interactors was set to >20 in the first shell and >5 in the second shell. Finally, the network was provided by Cytoscap software (Franz et al., 2016).

Results

Identification of tcBAHD Genes and Their Distributions on Chromosomes Within Genomes

We spotted 27 BAHD genes in cacao genomes (tcBAHD) with functional domains of HXXXD and DFGWG (Figure 1A) distributed across nine of ten chromosomes (Figure 1B). The gene ID was renamed from tcBAHD1 to tcBAHD27 based on the existence on the chromosome and the position starting from chromosome 1. If, two or more genes were located on the same chromosome, the gene located first was renamed as first (Supplementary Table 1). Among 27 genes, eight were located on chromosome V, four each on chromosomes III and chromosome IX, three on chromosome II, two each on chromosome IV, VI, and VIII, and one each on chromosome I and X. No BAHD gene was found on chromosome VII. This data revealed the unequal distribution of tcBAHD genes across the cacao genome (Supplementary Table 1, Figure 1B).

FIGURE 1
www.frontiersin.org

Figure 1. Multiple alignment and phenogram of tcBAHD proteins. (A) the multiple alignment of tcBAHD proteins indicates the presence of HXXXD and DFGWG domain. (B) location of each tcBAHD gene on the chromosome of Theobroma cacao. The color indicates the phylogenetic grouping of the gene and the link between genes shows duplicate pairs.

Physiochemical Characterization of tcBAHD Proteins

The molecular weight of BAHDs ranged from 46.83 kDa (tcBAHD01) to 55.74 kDa (tcBAHD14) with a length of 364 (tcBAHD11) to 504 (tcBAHD14) amino acids. The isoelectric point (pI), as an indicator to determine the optimal pH, varied among tcBAHD proteins from 4.69 (tcBAHD07) to 8.72 (tcBAHD25). Overall, 14 proteins predicted with pI <6.5, highlighting that some BAHD enzymes are alkaline and some are acidic in nature. Subcellular localization analysis showed the localization of these enzymes in the cytoplasm, chloroplast, mitochondria, and organellar membrane (Supplementary Table 1). Overall, these results illustrate that tcBAHDs are diverse based on their sequence and physiochemical properties.

Evolutionary Analyses of tcBAHD Proteins

Maximum likelihood analysis demonstrated that 65 BAHD sequences of three species were clustered into four groups, including 27 sequences of cacao, 18 of G. raimondii, and 20 of C. capsularis (Figure 2). Groups II and IV were further divided into three and four subgroups, respectively. The tcBAHD proteins of cacao were found distributed in all four groups. Group I comprised three tcBAHDs, group II included five tcBAHDs, one each in II-a and II-b, and three in II-c, group III had six tcBAHDs, and group IV included 13 tcBAHDs one each in IV-a and IV-c, and other eleven in IV-d. Most of the cacao sequences showed sister relationships with the sequences of C. capsularis rather than G. raimondii. Each group contained enzymes of the same functions or of diverse functions, such as group I contained all benzyl alcohol O-benzoyltransferase, whereas group II-a contained putative 10-deacetylbaccatin III 10-O-acetyltransferase (tcBAH01), II-b contained putative omega-hydroxypalmitate O-feruloyl transferase (tcBAHD26), and II-c had all omega-hydroxypalmitate O-feruloyl transferase BAHD enzymes (tcBAHD03, tcBAHD07, and tcBAHD09) as shown in Supplementary Table 1. Group IV was highly diverse, in which IV-a included putative shikimate O-hydroxycinnamoyltransferase (tcBAHD20), IV-c comprised putative brassino steroid-related acyltransferase 1 (tcBAHD04), and IV-d comprised putative vinorine synthase (tcBAHD06, 08, 12, 13, 22, 27), putative salutaridinol 7-O-acetyltransferase (tcBAHD05, 17, 18), putative acetyl-CoA-benzylalcohol acetyltransferase (tcBAHD02), and putative acylsugar acyltransferase 3 (tcBAHD21). The phylogenetic relationship was also correlated with the gain and loss of protein motifs and introns. Hence, a separate tree of tcBAHD was constructed (Figure 3A). The analysis of protein motifs also revealed high similarities among the sequences that cluster together (Figure 3). Ten conserved motifs were recognized in the protein sequence of tcBAHDs (Figure 3B). The sequences of group I, II-c, and III contained the same motif patterns and included all other motifs, except motif 7 which was only found in group IV-b and IV-d and was absent in the sequences of all other groups. In group II-a, tcBAHD01 lacked four motifs (motifs 7, 8, 9, and 10), whereas in group II-b tcBAHD26 lacked three motifs (motifs 7, 8, and 10). In group IV, nine sequences contained all 10 motifs. Hence, the four sequences that lacked some protein motifs are tcBAHD20 of IV-a (lacked motifs 7, 9, and 10), tcBAHD04 of IV-b (lacked motifs 9 and 10), and tcBAHD08 and tcBAHD13 of IV-d lacked motif 10 and 9, respectively. The conserved motifs were more distributed in the region of the conserved transferase domain (Table 1). The gain and loss of introns showed different results across the four clusters of the maximum likelihood tree (Figure 3C). The gene of group I and IV showed high similarities i.e., all three genes of group I contained one intron, whereas single genes of group IV-a and IV-c contained one and two intron(s), respectively. All the 11 genes of group IV-d lacked introns. The genes of group II and III showed some diversity as the number of introns varied from 0 to 2 within the same cluster, such as single gene of group II-a contains one intron, single gene of II-b lacked intron, and genes of II-c had either one or two introns. The five genes of group III varied not only in the number of introns (0–2 introns) but also in the pattern of distribution (Figure 2C and Supplementary Table 1).

FIGURE 2
www.frontiersin.org

Figure 2. Phylogeny analysis of 65 BAHDs in three species including Theobroma cacao, Gossypium raimondii, and Corchorus capsularis. Overall, 27 tcBAHDs (black circles), 20 BAHDs of C. capsularis (yellow circles), and 18 BAHDs of G. raimondii (red circles) were classified into four main groups. The percentage of bootstrap values is provided in the branches.

FIGURE 3
www.frontiersin.org

Figure 3. Evolutionary analysis of tcBAHD proteins. Maximum likelihood analysis of tcBAHD proteins (A), distribution of conserved motifs into tcBAHD proteins (B), and gene structure of tcBAHDs (C).

TABLE 1
www.frontiersin.org

Table 1. The conserved protein motifs predicted in tcBAHD proteins of cacao.

BAHD Genes Duplication and Synteny Analyses

The paralogous relationships among tcBAHD genes were analyzed along with orthologous relationships by comparing them with the BAHD sequences of G. raimondii and C. capsularis. The duplication events were recorded for 14 pairs of genes, ten of which led to the generation of gene with different functions based on predicted physicochemical properties and their reported annotation (Table 2). These results showed that gene duplications are responsible for the expansion and diversification of function in BAHD genes. Evidence of purifying selection pressure on these genes was seen by estimating the ratio of non-synonymous and synonymous substitutions in DnaSP v.6. The purifying selection pressure indicates that these genes are expressed regularly under high selection pressure. Hence avoiding incorporation of any new amino acid that may either cause malfunctioning or completely disturb the protein structure. The divergence time analyses showed that duplication events mainly occurred recently and ranged from 1.82 to 15.50 MYA (Table 2). The intraspecies synteny of BAHDs was drawn between cacao and G. raimondii and between cacao and C. capsularis (Figure 4). The 27 tcBAHDs in cacao showed eight syntenic block relationships with BAHDs in G. raimondii (Figure 4A) and 12 syntenic block relationships with BAHDs in C. capsularis (Figure 4B). These results showed that tcBAHDs have more syntenic relationships with BAHDs of C. capsularis than G. raimondii.

TABLE 2
www.frontiersin.org

Table 2. Predicted Ka/Ks values for the duplicated gene pairs of tcBAHD in cacao genome.

FIGURE 4
www.frontiersin.org

Figure 4. Synteny analysis of BAHD genes. The syntenic blocks of Theobroma cacao BAHD genes are compared with Gossypium raimondii (A) and Corchorus capsularis (B). The percentage identity of syntenic blocks shows under the color spectrum that red to blue, the %identity is reducing. The gray stack bars with green and red tips indicate genes of Gossypium raimondii (A) and Corchorus capsularis (B), whereas the white stack bars with orange and green tips indicate genes of T. cacao. The presence of red, orange, or green stack bars on T. cacao and the presence of one or two types of stack bars on genes of G. raimondii and C. capsularis are to show the cover rate between syntenic blocks with the genes of other species.

Pocket Analysis of tcBAHD Proteins

In the present study, the predicted 3D structure analysis of tcBAHDs showed diverse structures (Supplementary Figure 1). Pocket sites related to activation or binding site were highlighted in the structure of tcBAHDs (Figure 5A). The amino acid residues serine (SER), glycine (GLY), proline (PRO), lysine (LYS), threonine (THR), cysteine (CYS), and arginine (ARG) were more commonly recognized as the critical binding sites in the pocket sites of tcBAHDs (Figures 5A,B). In particular, SER amino acid was more abundant in the binding site of proteins, indicating that it may have potential roles that affect the function of tcBAHDs.

FIGURE 5
www.frontiersin.org

Figure 5. Pocket sites analysis of the tcBAHD proteins. (A) Docking analysis of the major protein pocket sites into the structure of tcBAHDs. (B) Frequency of amino acids in the predicted pocket sites.

Promoter Regions and Structure Analyses of tcBAHD

We identified several key responsive elements in the promoter region of tcBAHDs. The most prominent responsive elements included those related to stress (45%), hormone (27%), light (21%), and growth (7%) (Figure 6A). Elements related to DNA and protein-binding sites were also recorded (Supplementary Table 2). Regulatory sites were found for numerous hormones, such as salicylic acid, auxin, gibberellin, MeJA, and ABA (Supplementary Table 2, Figure 6B). We found that tcBAHD genes may be more induced by ABA and MeJA based on the distribution of cis-acting elements in their promoter site. Similarly, regulatory elements were identified for drought, anoxic inducibility, elicitor, seed-specific regulation, anaerobic induction, low temperature, circadian control, and plant defense/stress (Supplementary Table 2, Figure 6C).

FIGURE 6
www.frontiersin.org

Figure 6. Distribution of cis-regulatory elements into promoter regions of tcBAHD genes. (A) Classification of identified regulatory elements based on function and their response to hormone, light, stress, and growth. (B) Distribution of different types of hormone-related cis-regulatory elements. (C) Cis-regulatory elements are related to various types of stresses.

Expression Analyses of tcBAHDs in Biotic Stress (Response to P. megakarya)

The role of tcBAHDs was also elucidated against P. megakarya using RNA-seq data of cacao at 0 hours (0 h), 6, 24, and 72 h in fungal resistant cultivars (Scavina; SCA6) and susceptible cultivars (Nanay; NA32) (Figure 7). In the susceptible cultivars, tcBAHD01 was up-regulated after 6 h compared to 0 h (as a control condition), while after 24 h, tcBAHD25 was more induced (Figure 7A). In the fungal resistant cultivars, tcBAHD13 showed up-regulation after 6 h, and 24 h compared to 0 h; after 72 h, tcBAHD26 was more up-regulated in response to P. megakarya infection (Figure 7B). The expression profile also confirmed that tcBAHDs have diverse functions as well as physicochemical properties.

FIGURE 7
www.frontiersin.org

Figure 7. Expression analyses of tcBAHD genes in cacao plants under inoculation with P. megakarya after 0, 6,24, and 72 h. Nanay (NA-32) susceptible cultivar (A), Scavina (SCA6) tolerant cultivar (B).

Coexpression Analyses of tcBAHDs

Co-expression analysis revealed that orthologs of tcBAHD genes interact with genes involved in the phenylpropanoid pathway, lignin metabolic process, coumarin biosynthetic process, flavonoid biosynthetic process, response to karrikin and abiotic stress (Figure 8 and Supplementary Table 3). The hydroxycinnamoyl-Coenzyme A shikimate/quinate hydroxycinnamoyltransferase (HCT), as an ortholog of tcBAHDs, showed a high interaction score in co-expression network with 4-coumarate: CoA ligase (4CL), and phenylalanine ammonia-lyases (PALs), which are both involved in phenylpropanoid metabolic process and response to UV (Figure 8). These findings reveal that BAHDs are associated with several metabolic pathways, which may increase the resistance of plants to abiotic stresses. In addition, the endoplasmic reticulum was identified as a cellular component for the activity of BAHDs and their interactors (Supplementary Table 3).

FIGURE 8
www.frontiersin.org

Figure 8. Coexpression network of tcBAHD genes based on their orthologous in Arabidopsis.

Discussion

Transfer of acetyl to cellular metabolites can affect their activity and stability. BAHD is an important plant gene family that affects the acetylation of many metabolites (D'Auria, 2006). In the present study, 27 non-redundant putative tcBAHD genes were recognized in the cacao genome for the first time. These genes are lowered in number as compared to previous reports of the Rosaceae family, in which 69–141 genes were reported (Zhang et al., 2019; Liu et al., 2020a). However, the number of genes within a gene family can vary among species (Rezaee et al., 2020; Song et al., 2020; Abdullah et al., 2021a; Faraji et al., 2021). The identified tcBAHDs showed high diversity based on sequence structure, physicochemical properties, functions, and distribution across the chromosome, which is in agreement with previous reports of the BAHD gene family (Moglia et al., 2016; Zhang et al., 2019; Ahmad et al., 2020b; Liu et al., 2020a). The annotation retrieved from the Ensembl indicates the identified tcBAHD enzymes have high diversity in the function of tcBAHD. The benzyl alcohol benzoyl transferase synthesizes the minor constituent of floral aroma benzyl benzoate and other volatile esters in esters, and also provides support during leaf damage and phytopathogenic bacteria stress (D'Auria et al., 2002). The omega-hydroxypalmitate O-feruloyl transferase synthesizes suberin aromatics and also reinforce barrier against the pathogen (Balestrini et al., 2020). Brassino steroid-related acyltransferase is important for plant development and regulation of various biological pathways including the development of flowers and seeds (Singh and Savaldi-Goldstein, 2015) and also protect against various biotic and abiotic stresses (Krishna, 2003). Shikimate O-hydroxycinnamoyl transferase accepts p-coumaroyl-CoA and caffeoyl-CoA as substrates and transfers the acyl group on both quinate and shikimate acceptors (Levsh et al., 2016) and is involved specifically in lignin and phenylpropanoid biosynthesis to support plant growth (Hoffmann et al., 2004). These examples indicate the diverse role of the identified tcBAHDs in cacao growth and development. The recognized BAHDs in cacao, G. raimondii, and C. capsularis clustered into four groups that each contained enzymes with similar or diverse functions. Previous studies also revealed that phylogenetic clustering in the same group is not an indication of the same function (Nawaz et al., 2019; Abdullah et al., 2021a). Interestingly, unlike G. raimondii, the BAHD genes of C. capsularis and T. cacao were closely related in each cluster of the tree. This finding agrees with previous phylogenetic studies of the family Malvaceae which indicate cacao among the earlier diverged species while Gossypium is recently diverged (Abdullah et al., 2019, 2020, 2021b). The tcBAHD genes also differed in terms of intron number and protein motifs. These variations may be responsible for the diverse functions, as they can affect the function of homologous genes and protein-protein interactions (Heidari et al., 2020; Faraji et al., 2021). Hence, it has been suggested that BAHD genes rapidly evolved after divergence (Yu et al., 2009).

Tandem and segmental duplication are helpful for domestication, survival, and resistance to biotic and abiotic stresses in plants as they generate structural and functional diversity within genes (Liu et al., 2020b; Schilling et al., 2020; Zan et al., 2020). We identified 14 duplication events within BAHD genes, which mainly led to the generation of genes with diverse functions (Table 2). This genes duplication may also play a significant role in the evolution and domestication of cacao. The purifying selection on duplicated genes indicates that these genes play important functions in cacao growth and development. Hence, they are expressed regularly and avoid deleterious mutations that cause malfunctions/structure modifications that can terminate/decrease the function of these genes (Page and Holmes, 2009; Cvijović et al., 2018). Moreover, the prediction of subcellular localization revealed that tcBAHDs localize in the cytoplasm, chloroplast, and mitochondria, which further supports the diverse function of these enzymes within the different cell compartments, important for the regulation of cacao.

Surface pocket analysis of tcBAHDs is considered important because this provide insight into the key binding site of protein structures that affecting the enzymatic activity and protein-protein interaction (Stank et al., 2016). Serine, glycine, and proline were highly observed amino acids at pocket sites, revealing that tcBAHDs may also respond to adverse conditions, including abiotic and biotic stresses (Faraji et al., 2020; Heidari et al., 2021b). Serine was observed in the pocket site of most BAHDs suggesting its key role in regulating the activity of tcBAHDs and cellular pathways belonging to this gene family. Furthermore, a high amount of cis-acting elements related to stress-response in the promoter region of tcBAHD genes suggests that members of this gene family may be induced by transcription factors related to stress stimuli, as observed in other studies (Ahmadizadeh and Heidari, 2014; Heidari et al., 2019). Cis-acting elements related to ABA and MeJA hormones are frequently observed in promoter sites, indicating that tcBAHD genes are more induced by hormones associated with response to stress stimuli. Previous studies also reported that BAHD acyltransferases are involved in diverse pathways related to regulation of plant structure and function, cell stability, and the production of secondary metabolites (Luo et al., 2007; Grienenberger et al., 2009; Li et al., 2018; Kusano et al., 2019). Besides, the coexpression network illustrated that BAHDs are involved in the biosynthesis of secondary metabolites, which may relate to response to abiotic stress. Hence, these may also be important in resistance to biotic and abiotic stresses. We further studied the expression pattern of tcBAHD genes in resistant (Scavina; SCA6) and susceptible (Nanay; NA32) cultivars of cacao in response to fungal infection (P. megakarya). Our results revealed two BAHD genes, tcBAHD13 (a vinorine synthase) and tcBAHD26 (an Omega-hydroxypalmitate O-feruloyl transferase) that were upregulated specifically in resistant cultivars, indicating that these two genes are potentially involved in the P. megakarya fungi response. Although, these results were not validated from qualitative PCR (qPCR), previous studies reported high consistency between the result of RNA-seq and qPCR, i.e., in the GASA gene family in soybean (Ahmad et al., 2019) and apple (Fan et al., 2017), extensin genes in tomato (Ding et al., 2020), papain-like cysteine proteases in rice (Niño et al., 2020) and cotton (Zhang et al., 2019), and auxin/indole-3-acetic acid in pepper (Waseem et al., 2018). Nevertheless, a functional study is required to draw a complete conclusion.

Conclusions

In the present study, we identified and characterized 27 tcBAHD genes in the cacao genome using bioinformatics tools. Our findings indicated that tcBAHDs have a high degree of structural diversity and a wide range of functions. Various duplication events can be attributed to evolutionary process that produce this increased diversity. Further investigations are required to confirm the role of tcBAHDs in cacao growth and response to biotic/abiotic stresses.

Data Availability Statement

The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.

Author Contributions

A and PH: manuscript drafting. A and SF: data analyses and data curation. A, SF, PH, and PP: data interpretation. A, PP, and PH: conceptualization. PH and PP: review and editing of the first draft and supervision. All authors contributed to the article and approved the submitted version.

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher's Note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fevo.2021.707708/full#supplementary-material

Supplementary Figure 1. 3D structure analyses of tcBAHD proteins.

Supplementary Table 1. List of the identified tcBAHD genes and their characteristics in the cacao genome.

Supplementary Table 2. Promoter important cis-elements engaged in various developmental and stress-responsive pathways in the tcBAHD genes.

Supplementary Table 3. List of significant GO terms based on the co-expression network of orthologs of tcBAHD genes in the Arabidopsis.

References

Abdullah, Faraji, S., Mehmood, F., Malik, H. M. T., Ahmed, I., Heidari, P., et al. (2021a). The GASA gene family in cacao (Theobroma cacao, Malvaceae): genome wide identification and expression analysis. Agronomy 11:1425. doi: 10.3390/agronomy11071425

CrossRef Full Text | Google Scholar

Abdullah, Mehmood, F., Shahzadi, I., Ali, Z., Islam, M., Naeem, M., et al. (2021b). Correlations among oligonucleotide repeats, nucleotide substitutions and insertion-deletion mutations in chloroplast genomes of plant family Malvaceae. J. Syst. Evol. 59, 388–402. doi: 10.1111/jse.12585

CrossRef Full Text | Google Scholar

Abdullah, Mehmood, F., Shahzadi, I., Waseem, S., Mirza, B., Ahmed, I., et al. (2020). Chloroplast genome of Hibiscus rosa-sinensis (Malvaceae): comparative analyses and identification of mutational hotspots. Genomics 112, 581–591. doi: 10.1016/j.ygeno.2019.04.010

PubMed Abstract | CrossRef Full Text | Google Scholar

Abdullah, Shahzadi, I., Mehmood, F., Ali, Z., Malik, M. S., Waseem, S., et al. (2019). Comparative analyses of chloroplast genomes among three Firmiana species: identification of mutational hotspots and phylogenetic relationship with other species of Malvaceae. Plant Gene 19:100199. doi: 10.1016/j.plgene.2019.100199

CrossRef Full Text | Google Scholar

Ahmad, B., Yao, J., Zhang, S., Li, X., Zhang, X., Yadav, V., et al. (2020a). Genome-wide characterization and expression profiling of GASA genes during different stages of seed development in grapevine (Vitis vinifera L.) predict their involvement in seed development. Int. J. Mol. Sci. 21, 1–16. doi: 10.3390/ijms21031088

PubMed Abstract | CrossRef Full Text | Google Scholar

Ahmad, M. Z., Li, P., Wang, J., Rehman, N. U., and Zhao, J. (2017). Isoflavone malonyltransferases GmIMaT1 and GmIMaT3 differently modify isoflavone glucosides in soybean (Glycine max) under various stresses. Front. Plant Sci. 8:735. doi: 10.3389/fpls.2017.00735

PubMed Abstract | CrossRef Full Text | Google Scholar

Ahmad, M. Z., Sana, A., Jamil, A., Nasir, J. A., Ahmed, S., Hameed, M. U., et al. (2019). A genome-wide approach to the comprehensive analysis of GASA gene family in Glycine max. Plant Mol. Biol. 100, 607–620. doi: 10.1007/s11103-019-00883-1

PubMed Abstract | CrossRef Full Text | Google Scholar

Ahmad, M. Z., Zeng, X., Dong, Q., Manan, S., Jin, H., Li, P., et al. (2020b). Global dissection of the BAHD acyltransferase gene family in soybean: expression profiling, metabolic functions, and evolution. doi: 10.21203/rs.2.21482/v1

CrossRef Full Text | Google Scholar

Ahmadizadeh, M., and Heidari, P. (2014). Bioinformatics study of transcription factors involved in cold stress. Biharean Biol. 8, 83–86.

Google Scholar

Argout, X., Martin, G., Droc, G., Fouet, O., Labadie, K., Rivals, E., et al. (2017). The cacao Criollo genome v2.0: an improved version of the genome for genetic and functional genomic studies. BMC Genomics 18:730. doi: 10.1186/s12864-017-4120-9

PubMed Abstract | CrossRef Full Text | Google Scholar

Bailey, T. L., Boden, M., Buske, F. A., Frith, M., Grant, C. E., Clementi, L., et al. (2009). MEME suite: tools for motif discovery and searching. Nucleic Acids Res. 37, W202–W208. doi: 10.1093/nar/gkp335

PubMed Abstract | CrossRef Full Text | Google Scholar

Balestrini, R., Ghignone, S., Quiroga, G., Fiorilli, V., Romano, I., and Gambino, G. (2020). Long-term impact of chemical and alternative fungicides applied to Grapevine cv Nebbiolo on Berry Transcriptome. Int. J. Mol. Sci. 21:6067. doi: 10.3390/ijms21176067

PubMed Abstract | CrossRef Full Text | Google Scholar

Bolger, A. M., Lohse, M., and Usadel, B. (2014). Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30, 2114–2120. doi: 10.1093/bioinformatics/btu170

PubMed Abstract | CrossRef Full Text | Google Scholar

Bontpart, T., Cheynier, V., Ageorges, A., and Terrier, N. (2015). BAHD or SCPL acyltransferase? What a dilemma for acylation in the world of plant phenolic compounds. New Phytol. 208, 695–707. doi: 10.1111/nph.13498

PubMed Abstract | CrossRef Full Text | Google Scholar

Bridgemohan, P., and Mohammed, M. (2019). The ecophysiology of abiotic and biotic stress on the pollination and fertilization of cacao (Theobroma cacao L.; formerly Sterculiaceae family). Abiotic Biotic Stress Plants 524, 141–157. doi: 10.5772/intechopen.84528

CrossRef Full Text | Google Scholar

Castro-Alayo, E. M., Idrogo-Vásquez, G., Siche, R., and Cardenas-Toro, F. P. (2019). Formation of aromatic compounds precursors during fermentation of Criollo and Forastero cocoa. Heliyon 5:e01157. doi: 10.1016/j.heliyon.2019.e01157

PubMed Abstract | CrossRef Full Text | Google Scholar

Chen, C., Chen, H., Zhang, Y., Thomas, H. R., Frank, M. H., He, Y., et al. (2020). TBtools: an integrative toolkit developed for interactive analyses of big biological data. Mol. Plant 13, 1194–1202. doi: 10.1016/j.molp.2020.06.009

PubMed Abstract | CrossRef Full Text | Google Scholar

Cvijović, I., Good, B. H., and Desai, M. M. (2018). The effect of strong purifying selection on genetic diversity. Genetics 209:235. doi: 10.1534/genetics.118.301058

PubMed Abstract | CrossRef Full Text | Google Scholar

D'Auria, J. C. (2006). Acyltransferases in plants: a good time to be BAHD. Curr. Opin. Plant Biol. 9, 331–340. doi: 10.1016/j.pbi.2006.03.016

PubMed Abstract | CrossRef Full Text | Google Scholar

D'Auria, J. C., Chen, F., and Pichersky, E. (2002). Characterization of an acyltransferase capable of synthesizing benzylbenzoate and other volatile esters in flowers and damaged leaves of Clarkia breweri. Plant Physiol. 130:466. doi: 10.1104/pp.006460

PubMed Abstract | CrossRef Full Text | Google Scholar

Dayanne, S. M. D. A., Oliveira Jordão Do Amaral, D., Del-Bem, L. E., Bronze Dos Santos, E., Santana Silva Raner, J., Peres Gramacho, K., et al. (2017). Genome-wide identification and characterization of cacao WRKY transcription factors and analysis of their expression in response to witches' broom disease. PLoS ONE 12:e0187346. doi: 10.1371/journal.pone.0187346

PubMed Abstract | CrossRef Full Text | Google Scholar

DeLano, W. L. (2002). Pymol: an open-source molecular graphics tool. CCP4 Newsl. protein Crystallogr. 40, 82–92.

Google Scholar

Dhaubhadel, S., Farhangkhoee, M., and Chapman, R. (2008). Identification and characterization of isoflavonoid specific glycosyltransferase and malonyltransferase from soybean seeds. J. Exp. Bot. 59, 981–994. doi: 10.1093/jxb/ern046

PubMed Abstract | CrossRef Full Text | Google Scholar

Ding, Q., Yang, X., Pi, Y., Li, Z., Xue, J., Chen, H., et al. (2020). Genome-wide identification and expression analysis of extensin genes in tomato. Genomics 112, 4348–4360. doi: 10.1016/j.ygeno.2020.07.029

PubMed Abstract | CrossRef Full Text | Google Scholar

El-Sharkawy, I., Manríquez, D., Flores, F. B., Regad, F., Bouzayen, M., Latché, A., et al. (2005). Functional characterization of a melon alcohol acyl-transferase gene family involved in the biosynthesis of ester volatiles. Identification of the crucial role of a threonine residue for enzyme activity. Plant Mol. Biol. 59, 345–362. doi: 10.1007/s11103-005-8884-y

PubMed Abstract | CrossRef Full Text | Google Scholar

Fan, S., Zhang, D., Zhang, L., Gao, C., Xin, M., Tahir, M. M., et al. (2017). Comprehensive analysis of GASA family members in the Malus domestica genome: identification, characterization, and their expressions in response to apple flower induction. BMC Genomics 18:827. doi: 10.1186/s12864-017-4213-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Faraji, S., Ahmadizadeh, M., and Heidari, P. (2021). Genome-wide comparative analysis of Mg transporter gene family between Triticum turgidum and Camelina sativa. Biometals 34, 639–660. doi: 10.1007/s10534-021-00301-4

PubMed Abstract | CrossRef Full Text | Google Scholar

Faraji, S., Filiz, E., Kazemitabar, S. K., Vannozzi, A., Palumbo, F., Barcaccia, G., et al. (2020). The AP2/ERF gene family in Triticum durum: genome-wide identification and expression analysis under drought and salinity stresses. Genes 11:1464. doi: 10.3390/genes11121464

PubMed Abstract | CrossRef Full Text | Google Scholar

Franz, M., Lopes, C. T., Huck, G., Dong, Y., Sumer, O., and Bader, G. D. (2016). Cytoscape. js: a graph theory library for visualisation and analysis. Bioinformatics 32, 309–311. doi: 10.1093/bioinformatics/btv557

PubMed Abstract | CrossRef Full Text | Google Scholar

Gasteiger, E., Hoogland, C., Gattiker, A., Wilkins, M. R., Appel, R. D., and Bairoch, A. (2005). “Protein identification and analysis tools on the ExPASy server,” in The Proteomics Protocols Handjournal, 571–607.

PubMed Abstract | Google Scholar

Grienenberger, E., Besseau, S., Geoffroy, P., Debayle, D., Heintz, D., Lapierre, C., et al. (2009). A BAHD acyltransferase is expressed in the tapetum of Arabidopsis anthers and is involved in the synthesis of hydroxycinnamoyl spermidines. Plant J. 58, 246–259. doi: 10.1111/j.1365-313X.2008.03773.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Heidari, P., Abdullah F.araji, S., and Poczai, P. (2021a). Magnesium transporter Gene family: genome-wide identification and characterization in Theobroma cacao, Corchorus capsularis and Gossypium hirsutum of family Malvaceae. Agronomy 11:1651. doi: 10.3390/agronomy11081651

CrossRef Full Text | Google Scholar

Heidari, P., Ahmadizadeh, M., Izanlo, F., and Nussbaumer, T. (2019). In silico study of the CESA and CSL gene family in Arabidopsis thaliana and Oryza sativa: focus on post-translation modifications. Plant Gene 19:100189. doi: 10.1016/j.plgene.2019.100189

CrossRef Full Text | Google Scholar

Heidari, P., Faraji, S., Ahmadizadeh, M., Ahmar, S., and Mora-Poblete, F. (2021b). New insights into structure and function of TIFY genes in Zea mays and Solanum lycopersicum: a genome-wide comprehensive analysis. Front. Genet. 12:534. doi: 10.3389/fgene.2021.657970

PubMed Abstract | CrossRef Full Text | Google Scholar

Heidari, P., Mazloomi, F., Nussbaumer, T., and Barcaccia, G. (2020). Insights into the SAM synthetase gene family and its roles in tomato seedlings under abiotic stresses and hormone treatments. Plants 9:586. doi: 10.3390/plants9050586

PubMed Abstract | CrossRef Full Text | Google Scholar

Hoffmann, L., Besseau, S., Geoffroy, P., Ritzenthaler, C., Meyer, D., Lapierre, C., et al. (2004). Silencing of hydroxycinnamoyl-coenzyme A shikimate/quinate hydroxycinnamoyltransferase affects phenylpropanoid biosynthesis. Plant Cell 16, 1446–1465. doi: 10.1105/tpc.020297

PubMed Abstract | CrossRef Full Text | Google Scholar

Jendele, L., Krivak, R., Skoda, P., Novotny, M., and Hoksza, D. (2019). PrankWeb: a web server for ligand binding site prediction and visualization. Nucleic Acids Res. 47, W345–W349. doi: 10.1093/nar/gkz424

PubMed Abstract | CrossRef Full Text | Google Scholar

Kalyaanamoorthy, S., Minh, B. Q., Wong, T. K. F., von Haeseler, A., and Jermiin, L. S. (2017). ModelFinder: fast model selection for accurate phylogenetic estimates. Nat. Methods 14, 587–589. doi: 10.1038/nmeth.4285

PubMed Abstract | CrossRef Full Text | Google Scholar

Kearse, M., Moir, R., Wilson, A., Stones-Havas, S., Cheung, M., Sturrock, S., et al. (2012). Geneious basic: an integrated and extendable desktop software platform for the organization and analysis of sequence data. Bioinformatics 28, 1647–1649. doi: 10.1093/bioinformatics/bts199

PubMed Abstract | CrossRef Full Text | Google Scholar

Kelley, L. A., Mezulis, S., Yates, C. M., Wass, M. N., and Sternberg, M. J. E. (2015). The Phyre2 web portal for protein modeling, prediction and analysis. Nat. Protoc. 10, 845–858. doi: 10.1038/nprot.2015.053

PubMed Abstract | CrossRef Full Text | Google Scholar

Kim, J.-K., Cho, Y., Lee, M., Laskowski, R. A., Ryu, S. E., Sugihara, K., et al. (2015). BetaCavityWeb: a webserver for molecular voids and channels. Nucleic Acids Res. 43, W413–W418. doi: 10.1093/nar/gkv360

PubMed Abstract | CrossRef Full Text | Google Scholar

Krishna, P. (2003). Brassinosteroid-mediated stress responses. J. Plant Growth Regul. 22, 289–297. doi: 10.1007/s00344-003-0058-z

PubMed Abstract | CrossRef Full Text | Google Scholar

Krzywinski, M., Schein, J., Birol, I., Connors, J., Gascoyne, R., Horsman, D., et al. (2009). Circos: an information aesthetic for comparative genomics. Genome Res. 19, 1639–1645. doi: 10.1101/gr.092759.109

PubMed Abstract | CrossRef Full Text | Google Scholar

Kumar, S., Stecher, G., Li, M., Knyaz, C., and Tamura, K. (2018). MEGA X: molecular evolutionary genetics analysis across computing platforms. Mol. Biol. Evol. 35, 1547–1549. doi: 10.1093/molbev/msy096

PubMed Abstract | CrossRef Full Text | Google Scholar

Kusano, H., Li, H., Minami, H., Kato, Y., Tabata, H., and Yazaki, K. (2019). Evolutionary developments in plant specialized metabolism, exemplified by two transferase families. Front. Plant Sci. 10:794. doi: 10.3389/fpls.2019.00794

PubMed Abstract | CrossRef Full Text | Google Scholar

Larkin, M. A., Blackshields, G., Brown, N. P., Chenna, R., McGettigan, P. A., McWilliam, H., et al. (2007). Clustal W and Clustal X version 2.0. Bioinformatics 23, 2947–2948. doi: 10.1093/bioinformatics/btm404

PubMed Abstract | CrossRef Full Text | Google Scholar

Lawrie, D. S., Messer, P. W., Hershberg, R., and Petrov, D. A. (2013). Strong purifying selection at synonymous sites in D. melanogaster. PLoS Genet. 9:e1003527. doi: 10.1371/journal.pgen.1003527

PubMed Abstract | CrossRef Full Text | Google Scholar

Lescot, M., Déhais, P., Thijs, G., Marchal, K., Moreau, Y., Van De Peer, Y., et al. (2002). PlantCARE, a database of plant cis-acting regulatory elements and a portal to tools for in silico analysis of promoter sequences. Nucleic Acids Res. 30, 325–327. doi: 10.1093/nar/30.1.325

PubMed Abstract | CrossRef Full Text | Google Scholar

Letunic, I., and Bork, P. (2019). Interactive tree of life (iTOL) v4: recent updates and new developments. Nucleic Acids Res. 47, W256–W259. doi: 10.1093/nar/gkz239

PubMed Abstract | CrossRef Full Text | Google Scholar

Levsh, O., Chiang, Y., Tung, C., Noel, J., Wang, Y., and Weng, J. (2016). Dynamic conformational states dictate selectivity toward the native substrate in a substrate-permissive acyltransferase. Biochemistry 55, 6314–6326. doi: 10.1021/acs.biochem.6b00887

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, G., Jones, K. C., Eudes, A., Pidatala, V. R., Sun, J., Xu, F., et al. (2018). Overexpression of a rice BAHD acyltransferase gene in switchgrass (Panicum virgatum L.) enhances saccharification. BMC Biotechnol. 18:54. doi: 10.1186/s12896-018-0464-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Litz, R. E., Pliego-Alfaro, F., and Hormaza, J. I., (2020). Biotechnology of Fruit and Nut Crops. CABI. Available online at: https://www.cabi.org/cabejournals/ejournal/20083015400

Google Scholar

Liu, C., Qiao, X., Li, Q., Zeng, W., Wei, S., Wang, X., et al. (2020a). Genome-wide comparative analysis of the BAHD superfamily in seven Rosaceae species and expression analysis in pear (Pyrus bretschneideri). BMC Plant Biol. 20:14. doi: 10.1186/s12870-019-2230-z

PubMed Abstract | CrossRef Full Text | Google Scholar

Liu, C., Wu, Y., Liu, Y., Yang, L., Dong, R., Jiang, L., et al. (2020b). Genome-wide analysis of tandem duplicated genes and their contribution to stress resistance in pigeonpea (Cajanus cajan). Genomics 113(1 Pt 2), 728–735. doi: 10.1016/j.ygeno.2020.10.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Lovell, S. C., Davis, I. W., Arendall, W. B. III., De Bakker, P. I. W., Word, J. M., Prisant, M. G., et al. (2003). Structure validation by Cα geometry: φ, ψ and Cβ deviation. Proteins Struct. Funct. Bioinform. 50, 437–450. doi: 10.1002/prot.10286

PubMed Abstract | CrossRef Full Text | Google Scholar

Luo, J., Nishiyama, Y., Fuell, C., Taguchi, G., Elliott, K., Hill, L., et al. (2007). Convergent evolution in the BAHD family of acyl transferases: identification and characterization of anthocyanin acyl transferases from Arabidopsis thaliana. Plant J. 50, 678–695. doi: 10.1111/j.1365-313X.2007.03079.x

PubMed Abstract | CrossRef Full Text | Google Scholar

McElroy, M. S., Navarro, A. J. R., Mustiga, G., Stack, C., Gezan, S., Peña, G., et al. (2018). Prediction of Cacao (Theobroma cacao) resistance to Moniliophthora spp. Diseases via genome-wide association analysis and genomic selection. Front. Plant Sci. 9;343. doi: 10.3389/fpls.2018.00343

PubMed Abstract | CrossRef Full Text | Google Scholar

Moglia, A., Acquadro, A., Eljounaidi, K., Milani, A. M., Cagliero, C., Rubiolo, P., et al. (2016). Genome-wide identification of bahd acyltransferases and in vivo characterization of HQT-like enzymes involved in caffeoylquinic acid synthesis in globe artichoke. Front. Plant Sci. 7:1424. doi: 10.3389/fpls.2016.01424

PubMed Abstract | CrossRef Full Text | Google Scholar

Molina, I., and Kosma, D. (2015). Role of HXXXD-motif/BAHD acyltransferases in the biosynthesis of extracellular lipids. Plant Cell Rep. 34, 587–601. doi: 10.1007/s00299-014-1721-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Motamayor, J. C., Mockaitis, K., Schmutz, J., Haiminen, N., Livingstone, D., Cornejo, O., et al. (2013). The genome sequence of the most widely cultivated cacao type and its use to identify candidate genes regulating pod color. Genome Biol. 14:r53. doi: 10.1186/gb-2013-14-6-r53

PubMed Abstract | CrossRef Full Text | Google Scholar

Musavizadeh, Z., Najafi-Zarrini, H., Kazemitabar, S. K., Hashemi, S. H., Faraji, S., Barcaccia, G., et al. (2021). Genome-wide analysis of potassium channel genes in rice: expression of the OsAKT and OsKAT genes under salt stress. Genes 12:784. doi: 10.3390/genes12050784

PubMed Abstract | CrossRef Full Text | Google Scholar

Mustiga, G. M., Morrissey, J., Stack, J. C., DuVal, A., Royaert, S., Jansen, J., et al. (2019). Identification of climate and genetic factors that control fat content and fatty acid composition of Theobroma cacao L. Beans. Front. Plant Sci. 10:1159. doi: 10.3389/fpls.2019.01159

PubMed Abstract | CrossRef Full Text | Google Scholar

Nawaz, Z., Kakar, K. U., Ullah, R., Yu, S., Zhang, J., Shu, Q. Y., et al. (2019). Genome-wide identification, evolution and expression analysis of cyclic nucleotide-gated channels in tobacco (Nicotiana tabacum L.). Genomics 111, 142–158. doi: 10.1016/j.ygeno.2018.01.010

PubMed Abstract | CrossRef Full Text | Google Scholar

Nguyen, L.-T., Schmidt, H. A., von Haeseler, A., and Minh, B. Q. (2015). IQ-TREE: A fast and effective stochastic algorithm for estimating Maximum-likelihood phylogenies. Mol. Biol. Evol. 32, 268–274. doi: 10.1093/molbev/msu300

PubMed Abstract | CrossRef Full Text | Google Scholar

Niño, M. C., Kang, K. K., and Cho, Y. G. (2020). Genome-wide transcriptional response of papain-like cysteine protease-mediated resistance against Xanthomonas oryzae pv. oryzae in rice. Plant Cell Rep. 39, 457–472. doi: 10.1007/s00299-019-02502-1

PubMed Abstract | CrossRef Full Text | Google Scholar

Page, R. D., and Holmes, E. C. (2009). Molecular Evolution: A Phylogenetic Approach. John Wiley & Sons.

Google Scholar

Pokou, D. N., Fister, A. S., Winters, N., Tahi, M., Klotioloma, C., Sebastian, A., et al. (2019). Resistant and susceptible cacao genotypes exhibit defense gene polymorphism and unique early responses to Phytophthora megakarya inoculation. Plant Mol. Biol. 99, 499–516. doi: 10.1007/s11103-019-00832-y

PubMed Abstract | CrossRef Full Text | Google Scholar

Purseglove, J. W. (1968). Tropical crops: dicotyledons 1 and 2. Trop. Crop. Dicotyledons 1 2. Available online at: https://www.cabdirect.org/cabdirect/abstract/19691701550 (accessed September 16, 2018).

Google Scholar

Rezaee, S., Ahmadizadeh, M., and Heidari, P. (2020). Genome-wide characterization, expression profiling, and post- transcriptional study of GASA gene family. Gene Reports 20:100795. doi: 10.1016/j.genrep.2020.100795

CrossRef Full Text | Google Scholar

Rozas, J., Ferrer-Mata, A., Sanchez-DelBarrio, J. C., Guirao-Rico, S., Librado, P., Ramos-Onsins, S. E., et al. (2017). DnaSP 6: DNA sequence polymorphism analysis of large data sets. Mol. Biol. Evol. 34, 3299–3302. doi: 10.1093/molbev/msx248

PubMed Abstract | CrossRef Full Text | Google Scholar

Savojardo, C., Martelli, P. L., Fariselli, P., Profiti, G., and Casadio, R. (2018). BUSCA: An integrative web server to predict subcellular localization of proteins. Nucleic Acids Res. 46, W459–W466. doi: 10.1093/nar/gky320

PubMed Abstract | CrossRef Full Text | Google Scholar

Schilling, S., Kennedy, A., Pan, S., Jermiin, L. S., and Melzer, R. (2020). Genome-wide analysis of MIKC -type MADS -box genes in wheat: pervasive duplications, functional conservation and putative neofunctionalization. New Phytol. 225, 511–529. doi: 10.1111/nph.16122

PubMed Abstract | CrossRef Full Text | Google Scholar

Shen, S., Zhang, Q., Shi, Y., Sun, Z., Zhang, Q., Hou, S., et al. (2020). Genome-wide analysis of the NAC domain transcription factor gene family in Theobroma cacao. Genes 11:35. doi: 10.3390/genes11010035

PubMed Abstract | CrossRef Full Text | Google Scholar

Singh, A. P., and Savaldi-Goldstein, S. (2015). Growth control: brassinosteroid activity gets context. J. Exp. Bot. 66, 1123–1132. doi: 10.1093/jxb/erv026

PubMed Abstract | CrossRef Full Text | Google Scholar

Song, X., Li, E., Song, H., Du, G., Li, S., Zhu, H., et al. (2020). Genome-wide identification and characterization of nonspecific lipid transfer protein (nsLTP) genes in Arachis duranensis. Genomics 112, 4332–4341. doi: 10.1016/j.ygeno.2020.07.034

PubMed Abstract | CrossRef Full Text | Google Scholar

Stank, A., Kokh, D. B., Fuller, J. C., and Wade, R. C. (2016). Protein binding pocket dynamics. Acc. Chem. Res. 49, 809–815. doi: 10.1021/acs.accounts.5b00516

PubMed Abstract | CrossRef Full Text | Google Scholar

St-Pierre, B. (2000). Evolution of acyltransferase genes: origin and diversification of the BAHD superfamily of acyltransferases involved in secondary metabolism. in Recent Advances in Phytochemistry (Elsevier Inc.) 285–315. doi: 10.1016/S0079-9920(00)80010-6

CrossRef Full Text | Google Scholar

Szklarczyk, D., Gable, A. L., Lyon, D., Junge, A., Wyder, S., Huerta-Cepas, J., et al. (2019). STRING v11: protein–protein association networks with increased coverage, supporting functional discovery in genome-wide experimental datasets. Nucleic Acids Res. 47, D607–D613. doi: 10.1093/nar/gky1131

PubMed Abstract | CrossRef Full Text | Google Scholar

Tian, W., Chen, C., Lei, X., Zhao, J., and Liang, J. (2018). CASTp 3.0: computed atlas of surface topography of proteins. Nucleic Acids Res. 46, W363–W367. doi: 10.1093/nar/gky473

PubMed Abstract | CrossRef Full Text | Google Scholar

Waseem, M., Ahmad, F., Habib, S., and Li, Z. (2018). Genome-wide identification of the auxin/indole-3-acetic acid (Aux/IAA) gene family in pepper, its characterisation, and comprehensive expression profiling under environmental and phytohormones stress. Sci. Rep. 8, 1–12. doi: 10.1038/s41598-018-30468-9

PubMed Abstract | CrossRef Full Text | Google Scholar

Wiederstein, M., and Sippl, M. J. (2007). ProSA-web: interactive web service for the recognition of errors in three-dimensional structures of proteins. Nucleic Acids Res. 35, W407–W410. doi: 10.1093/nar/gkm290

PubMed Abstract | CrossRef Full Text | Google Scholar

Yang, S., Zhang, X., Yue, J. -X., Tian, D., and Chen, J. -Q. (2008). Recent duplications dominate NBS-encoding gene expansion in two woody species. Mol. Genet. Genomics 280, 187–198. doi: 10.1007/s00438-008-0355-0

PubMed Abstract | CrossRef Full Text | Google Scholar

Yu, X.-H., Chen, M.-H., and Liu, C.-J. (2008). Nucleocytoplasmic-localized acyltransferases catalyze the malonylation of 7- O- glycosidic (iso)flavones in Medicago truncatula. Plant J. 55, 382–396. doi: 10.1111/j.1365-313X.2008.03509.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Yu, X. H., Gou, J. Y., and Liu, C. J. (2009). BAHD superfamily of acyl-CoA dependent acyltransferases in Populus and Arabidopsis: bioinformatics and gene expression. Plant Mol. Biol. 70, 421–442. doi: 10.1007/s11103-009-9482-1

PubMed Abstract | CrossRef Full Text | Google Scholar

Zan, T., Li, L., Xie, T., Zhang, L., and Li, X. (2020). Genome-wide identification and abiotic stress response patterns of abscisic acid stress ripening protein family members in Triticum aestivum L. Genomics 112, 3794–3802. doi: 10.1016/j.ygeno.2020.04.007

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, T., Huo, T., Ding, A., Hao, R., Wang, J., Cheng, T., et al. (2019). Genome-wide identification, characterization, expression and enzyme activity analysis of coniferyl alcohol acetyltransferase genes involved in eugenol biosynthesis in Prunus mume. PLoS ONE 14:e0223974. doi: 10.1371/journal.pone.0223974

PubMed Abstract | CrossRef Full Text | Google Scholar

Zheng, L., Ying, Y., Wang, L., Wang, F., Whelan, J., and Shou, H. (2010). Identification of a novel iron regulated basic helix-loop-helix protein involved in Fe homeostasis in Oryza sativa. BMC Plant Biol. 10:166. doi: 10.1186/1471-2229-10-166

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: BAHD superfamily, in silico analysis, phylogenetics, Phytophthora megakarya, biotic stresses, Theobroma cacao, Malvaceae

Citation: Abdullah, Faraji S, Heidari P and Poczai P (2021) The BAHD Gene Family in Cacao (Theobroma cacao, Malvaceae): Genome-Wide Identification and Expression Analysis. Front. Ecol. Evol. 9:707708. doi: 10.3389/fevo.2021.707708

Received: 10 May 2021; Accepted: 20 September 2021;
Published: 04 November 2021.

Edited by:

Jiasheng Wu, Zhejiang Agriculture and Forestry University, China

Reviewed by:

Sayaka Miura, Temple University, United States
Zhi Gang Meng, Biotechnology Research Institute of Chinese Agricultural Sciences, China
Roxana Yockteng, Colombian Agricultural Research Corporation (CORPOICA), Colombia

Copyright © 2021 Abdullah, Faraji, Heidari and Poczai. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Parviz Heidari, aGVpZGFyaXAmI3gwMDA0MDtzaGFocm9vZHV0LmFjLmly; Péter Poczai, cGV0ZXIucG9jemFpJiN4MDAwNDA7aGVsc2lua2kuZmk=

ORCID: Abdullah orcid.org/0000-0003-1628-8478

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.