Effects of parental genetic divergence on gene expression patterns in interspecific hybrids of Camellia
The merging of two divergent genomes during hybridization can result in the remodeling of parental gene expression in hybrids. A molecular basis underling expression change in hybrid is regulatory divergence, which may change with the parental genetic divergence. However, there still no unanimous conclusion for this hypothesis.
Three species of Camellia with a range of genetic divergence and their F1 hybrids were used to study the effect of parental genetic divergence on gene expression and regulatory patterns in hybrids by RNA-sequencing and allelic expression analysis. We found that though the proportion of differentially expressed genes (DEGs) between the hybrids and their parents did not increase, a greater proportion of DEGs would be non-additively (especially transgressively) expressed in the hybrids as genomes between the parents become more divergent. In addition, the proportion of genes with significant evidence of cis-regulatory divergence increased, whereas with trans-regulatory divergence decreased with parental genetic divergence.
The discordance within hybrid would intensify as the parents become more divergent, manifesting as more DEGs would be non-additively expressed. Trans-regulatory divergence contributed more to the additively inherited genes than cis, however, its contribution to expression difference would be weakened as cis mutations accumulated over time; and this might be an important reason for that the more divergent the parents are, the greater proportion of DEGs would be non-additively expressed in hybrid.
KeywordsCamellia Allelic expression Hybridization Transcriptome shock Cis- and trans- regulation
Differentially expressed genes
Hybridization is an important power facilitating adaptive evolution . In nature, hybridization is ubiquitous. It has been reported that over 25% of plant species and 10% of animal species are involved in hybridization or potential introgression with other species [2, 3]. Although most hybrids are infertile, some can possess novel phenotypic traits, like stronger stress tolerance and improved growth rate, which are better for their adaptation to hostile environments or expansion into new habitats; under natural selection, they also have the opportunity to evolve into new species [4, 5, 6].
Novel phenotypes can arise from changes of protein sequences. However, the variation of protein sequence is insufficient to explain so abundant morphological types present in nature . Alternatively, the change of gene expression provides another source of phenotypic novelty . There is growing evidence that merging of two divergent genomes during hybridization can result in the remodeling of parental gene expression patterns in hybrids, a phenomenon called “transcriptome shock” [9, 10, 11, 12]. As manifestations, many genes would be non-additively expressed in hybrids (diverge from the mid-parental value), which contribute to their transgressive phenotypes at some extent [13, 14].
Broadly speaking, gene expression is controlled by the interactions between cis- and trans-acting elements, so transcriptome shock is likely in large part due to the variation of cis- and trans-regulation [15, 16]. Cis- and trans-regulatory divergence can be distinguished by measuring the allelic expression between two genotypes and their F1 hybrid. In F1 hybrid, two parental alleles are exposed to a common cellular environment, so trans-regulatory change has same effect on the two alleles, and their imbalanced expression is a readout of the relative cis-regulatory divergence . Based on this strategy, a substantial effort has been made and revealed variable roles that cis- and trans-regulatory changes would play in reshaping gene expression. Previous studies on Drosophila showed that cis-regulatory change tended to result in the additive inheritance of gene expression [18, 19], but opposite result appeared in plant for that trans-regulatory change contributed more to the additive expression of the Cirsium hybrids . In addition, the relative frequency of cis- and trans-regulatory divergence among studies was always inconsistent. Shi et al.’s study on Arabidopsis found that a greater proportion of genes showed significant evidence of cis- than trans-regulatory divergence , whereas Combes et al.’s study on Coffea got the opposite result . Tirosh et al. found that cis-regulatory divergence seemed to be more common between than within species . That means the divergence of regulatory patterns revealed by different works may be related to the genetic divergence of the parental species they used, and parental genetic divergence may have great effect on the regulation of gene expression patterns in hybrids [18, 23, 24]. To validate these hypotheses, three species of Camellia L, including C. azalea Z. F. Wei, C. chekiangoleosa Hu and C. amplexicaulis (Pit.) Cohen-Stuart as well as their F1 hybrids [C. azalea (♀) × C. chekiangoleosa (♂) and C. azalea (♀) × C. amplexicaulis (♂)] were used in this study to detect the influence of parental genetic divergence on gene expression and regulatory patterns in hybrids. Two crosses represent the intra- and inter-sectional hybridization of Camellia, respectively. Through RNA sequencing and allelic expression analysis, we are arming to investigate how cis- and trans-regulations change with parental genetic divergence as well as their effect on gene expression in hybrid.
Sequencing and mapping
Changes of parental gene expression patterns in different F1 hybrids
Allelic expression tests reveal cis- and trans-regulatory divergence in different crosses
Regulatory difference underling expression divergence between species
Regulatory divergence underling gene expression patterns in different F1 hybrids
Contributions of regulatory divergence to gene expression patterns in F1 hybrids
Camellia azalea × C. chekiangoleosa
C. azalea × C. amplexicaulis
Cis + trans
Cis × trans
Transcriptome shock in hybrid intensifies with parental genetic divergence
As described above, the merging of two divergent genomes during hybridization can result in “transcriptome shock”. Many studies reported the altered expression patterns in hybrids. Bell et al.’s study on the intraspecific hybridization of Cirsium found that 70.0% of the studied genes were differentially expressed between the F1 hybrid and at least one of its parents, of which 92.5% were non-additively expressed . Combes et al.’s study on the interspecific hybridization of Coffea canephora × C. eugenioides found that DEGs between hybrids and the parents accounted for ~ 27% of the studied genes, of which 87.1% presented a non-additive pattern . While for the study of Drosophila melanogaster and D. sechellia, the percent was 96%, of which 84% were non-additively expressed . When it come to our study, ~ 50% of the genes were differentially expressed between the hybrids and at least one of their parents in either the intra-sectional or the inter-sectional hybridization, and most of them were non-additively expressed in the hybrids (Fig. 2). Based on the fragments which are available at NCBI and widely used for phylogenetic analysis (Additional file 1: Table S3), we calculated the genetic distances between the parental species of different studies. Regardless of the intraspecific hybridization of Cirsium, genetic distance between C. canephora and C. eugenioides is 0.025, between D. melanogaster and D. sechellia is 0.048, while between C. chekiangoleosa, C. amplexicaulis and C. azalea are 0.025 and 0.050, respectively. We found there are no linear relationship between the percent of DEGs and the parental genetic distance. A potential reason for this maybe that these works were conducted under different experimental systems. However, in our study, under the same experimental system, we found that the percent of DEGs between the hybrids and their parents did not increase linearly as genetic distance between the parents become bigger, too. This seems doesn’t meet our expectation that the more divergent the parents are, the greater proportion of genes would be differentially expressed between the offspring and the parents. In fact, Coolon et al. also found that the DEGs did not increase consistently with divergence time, and they speculated that increasing magnitudes of expression differences rather than increasing numbers of genes with divergent expression drive the overall increase in expression differences with divergence time . A potential model may be that, in a definite scope, DEGs between hybrids and their parents would increase with parental genetic distance. However, beyond this scope, new pattern may appear. Our results support this hypothesis. In our study, although the proportion of DEGs decreased to some extant in the inter-sectional hybrid, a greater proportion of DEGs would be non-additively expressed in the inter-sectional hybrid than that in the intra-sectional hybrid. Specifically, more DEGs were transgressively expressed in the inter-sectional hybrid than that in the intra-sectional hybrid. That means the relative proportion of non-additively (especially transgressively) expressed gene within DEGs in hybrids would increase with parental genetic divergence. Correspondingly, the total expression level of genes in the inter-sectional hybrid was more diverge from its parents than that in the intra-sectional hybrid as shown in Additional file 1: Figure S1. These results could serve as important evidence that transcriptome shock in hybrid would intensify with parental genetic divergence.
Relative frequency of cis- and trans-regulatory divergence in different hybrids
According to previous studies, cis- and trans-regulatory divergence have their own ways in affecting gene expression . So, the relative frequency of cis- and trans-regulatory divergence has great influence on the inheritance of gene expression patterns in hybrid . The relative frequency of cis- and trans-regulatory divergence revealed by different studies is always variable. Taking Drosophila for example, McManus et al.’s study on the hybrids of D. melanogaster × D. sechellia found that more genes showed significant evidence of trans- than cis-regulatory divergence . In plants, Combes et al.’s study on Coffea canephora × C. eugenioides and Bell et al.’s study on the intraspecific hybridization of Cirsium, also found more genes were subjected to trans-regulatory divergence [20, 22]. However, when it came to the interspecific hybridization of Arabidopsis thaliana × A. arenosa more genes were significantly influenced by cis- rather than trans- regulatory divergence . Denver et al. speculated that natural selection would eliminate most trans-acting mutations and accumulate cis-regulatory mutations over time . That means the relative frequency of cis- and trans-regulatory changes in hybrids may be related to the divergence time between the parental species. To validate this inference, we calculated the genetic distances of the parental species involved in different studies. According to the nrDNA fragments, the genetic distance between D. melanogaster and D. sechellia is 0.048, between C. canephora and C. eugenioides is 0.025, while between Arabidopsis thaliana and A. arenosa is 0.050. According to these data, cis-regulatory changes tend to be dominant when the parental genetic distance is enough big.
When it came to our study, the cis- and trans-regulatory divergences in different crosses were distinguished using the same method with unified criterions. However, the results were completely different for that the proportions of genes with significant evidence of cis- and trans-regulatory divergence in the intra-sectional cross (C. azalea × C. chekiangoleosa) were 8.09 and 13.34%, respectively, whereas in the inter-sectional cross of C. azalea × C. amplexicaulis were 10.31 and 8.24%, respectively. In other words, trans-regulatory divergence was more prevailing than cis- in the intra-sectional cross, while in the inter-sectional cross was just the opposite. These results indicate that the proportion of genes with significant evidence of cis-regulatory divergence would increase, while with significant evidence of trans-regulatory divergence would decrease with genetic divergence between species. A potential reason for this phenomenon may be that cis-regulatory mutations are more likely to be fixed than trans- under natural selection. This seems to be inconsistent with a neutral model assuming equal probabilities of fixation for cis- and trans-regulatory polymorphisms. In fact, cis-acting mutations in the promoter region may simply alter the transcript levels of gene(s) downstream, whereas a trans-acting mutation in a transcription factor may result in multiple downstream regulatory changes . For selection, it must act more strongly against mutations with pleiotropic effects to operate more efficiently . So trans-regulatory mutations with multiple effects are more likely to be eliminated. Specifically, as Wittkopp et al.  speculated, trans-acting mutations may include both highly pleiotropic changes as well as some with limited effects, the former ones are more likely to be eliminated, while the later ones could be accumulated by mutation-selection balance. This may be an important pattern for the evolution of cis- and trans-regulation.
Cis- and trans-regulatory differences underlying expression divergence between species
McManus et al.’s study on the hybrid of Drosophila showed that the median significant of trans-regulatory divergence was larger than that of cis-regulatory divergence between species, and trans-regulatory divergence correlated more highly with the expression difference between species . Same profile also appeared in the study of Cirsium . Similarly, our results showed that trans-regulatory change contributed more to the expression divergence between C. azalea and the other two species than cis-regulatory change. Correspondingly, the expression differences between C. azalea and the other two species correlated more highly with trans-regulatory changes, too. That means trans-regulatory change plays a larger role than cis-regulatory change in promoting the differentiation of gene expression between species. We also detected the changes of the % cis with the absolute magnitude of total expression divergence between species. As shown in Fig. 4b, the relative percent of cis-regulatory divergence decreased with the absolute magnitude of total expression divergence between C. azalea and the other two species. In other words, genes which were more deeply affected by trans-regulatory change would be more divergently expressed between species. This was consistent with the result generated from previous studies [20, 24]. However, as cis-regulatory mutation accumulates over time, its influence on expression divergence increases, too. This could be deduced from the fact that the contribution of cis-regulatory change (% cis) to the expression divergence between C. azalea and C. amplexicaulis at any level was obviously higher than that between C. azalea and C. chekiangoleosa (Fig. 4b).
Cis- and trans-regulatory divergence are not mutually exclusive, many genes would be significantly influenced by both cis- and trans-regulatory changes [19, 20, 22, 24, 29]. In our study, 3.62% of the studied genes between C. azalea and C. chekiangoleosa and 3.07% between C. azalea and C. amplexicaulis showed significant evidence of both cis- and trans-regulatory divergence. Interactions between cis- and trans-regulatory divergences can result in quite divergent expression patterns between species. As shown in Fig. 4c and d, cis- and trans- regulatory changes promoting expression of the same allele (cis + trans) could greatly stimulate the expression divergence between species. Conversely, if two regulatory categories act on the alternate alleles (cis × trans), the divergence of gene expression between species would be relieved to some extent. Specifically, the compensatory effect of cis- and trans-regulatory changes tended to eliminate expression divergence between species. These findings are consistent with the results generated from Coffea  and Arabidopsis . According to previous studies, genes significantly influenced by “cis + trans” might be driven by directional selection , whereas regulated by “cis × trans” as well as “compensatory” are likely to be driven by stabilizing selection . In our study, the proportion of genes with significant evidence of both cis- and trans-regulatory divergence was lower in the cross of C. azalea × C. amplexicaulis than that in C. azalea × C. chekiangoleosa, mainly because of that fewer genes were affected by “cis × trans” (Fig. 3). This may just reflect the evolutionary history of the three Camellia species: C. azalea and C. chekiangoleosa, as two closely related species, have more genes experienced stabilizing selection; while for species from two divergent sections (C. azalea and C. amplexicaulis), fewer genes between them are driven by stabilizing selection.
Contribution of regulatory divergence to gene expression patterns in hybrid
As described above, molecular basis underlying gene-expression difference is the variation of cis- and trans-regulations. Previous studies on Drosophila  and yeast  showed that cis-regulatory divergence appeared to result in additive inheritance of gene expression more often than trans-regulatory divergence. However, latest studies based on transcriptome analysis reported the opposite result, for that trans-regulatory divergence in these studies accounted for a greater proportion of the regulatory divergence at sites with additive than that with non-additive inheritance patterns [20, 24]. In our study, in the F1 hybrid of C. azalea × C. chekiangoleosa, the median of % trans was significant higher for genes showing additive expression pattern than that showing non-additive expression pattern (Fig. 5). However, in the hybrid of C. azalea × C. amplexicaulis, there was no significant difference in the relative percent of cis- and trans-regulatory divergence for neither additively nor non-additively expressed genes. We speculate that the relative contribution of cis- and trans-regulatory divergence (% cis and % trans) to the inheritance of gene expression may depend on the parental genetic divergence. A potential mode is that trans-regulatory divergence is more likely to lead to additive inheritance than cis-regulatory divergence. For hybrids whose parents are closely related species, the relative frequency of trans-regulatory divergence is higher than that of cis-regulatory divergence; however, as genomes between the two parents become more divergent, trans-regulatory mutations are eliminated to some extent and cis-regulatory divergence becomes dominant. This could be used to explain why a higher proportion of genes would be non-additively (especially transgressively) expressed in the F1 hybrid of inter-sectional than that of intra-sectional hybridization.
The interactions between cis- and trans-regulatory divergences can greatly affect gene expression patterns between species. There were studies showed that “cis × trans” regulatory divergence was more common in transgressively expressed genes [19, 29]. However, study on the hybrids of Cirsium found that genes with transgressive expression pattern were mainly regulated by “cis + trans” . In our study, neither “cis × trans” nor “cis + trans” regulation was the major reason leading to the transgressive expression patterns in hybrids (Table 1). Instead, most of the DEGs between the hybrids and their parents followed a “conserved” or “ambiguous” manner. In addition, compared with the intra-sectional hybridization, a greater proportion of DEGs were subjected to “cis only” effect in the inter-sectional hybridization for any expression patterns. So, inheritance of gene expression patterns is more likely to be the result of the comprehensive effects of different regulatory mechanisms, and the change of relative frequency of cis- and trans-regulatory divergence plays an important role in the formation of divergent expression patterns in hybrid.
In this study, by comparing the gene expression patterns between the Camellia hybrids and their parents, we found that the relative proportion of DEGs with non-additively expressed patterns in hybrid would increase with parental genetic divergence, which indicated that the discordance within hybrid would intensify as the parents become more divergent. Meanwhile, the proportion of genes with significant evidence of cis-regulatory divergence increased, while with trans-regulatory divergence decreased with parental genetic divergence. Trans-regulatory change contributes more to the additively inherited genes in hybrid than cis-. So, the weakening of trans-regulatory effect and the strengthen of cis-regulatory effect provide a major reason for the phenomenon that the more divergent the parents are, the greater proportion of DEGs would be non-additively expressed in hybrid.
Plant materials and hybridization
Three species including C. azalea (2n = 30), C. chekiangoleosa (2n = 30) and C. amplexicaulis (2n = 30) were used in this study (Fig. 1). According to morphological and molecular studies, both C. azalea and C. chekiangoleosa belong to the Sect. Camellia of Camellia, while C. amplexicaulis belongs to the Sect. Archecamellia of Camellia [32, 33]. Hybridizations were carried out by Palm Eco-Town Development Co. Ltd. in 2007 following the technique described by Gao et al. . For all the hybridization experiments, C. azalea was served as the female parent, and the other two species were served as the male parents. All the plants in this study are grown in a same greenhouse of Palm Eco-Town Development Co. Ltd. at Guangzhou, China. To improve pollination efficiency, pollens from different individuals of the two paternal species were collected together, respectively. The mixed pollens were then used to pollinate the flowers of C. azalea plants. So, the F1 hybrids may be not from the identical parents, but their parents came from individuals of one wild population, respectively. Finally, two F1 hybrid series, C. azalea (♀) × C. chekiangoleosa (♂) and C. azalea (♀) × C. amplexicaulis (♂), representing intra-sectional and inter-sectional hybrids, were successfully obtained. Flower buds of the F1 hybrids and their parents at same stage were harvested and frozen in liquid nitrogen immediately, then transferred to − 80 °C refrigerator for storage.
RNA extraction and sequencing
Total RNA was extracted from the flower buds using the RNAprep Puree Plant Kit DP441 (TIANGEN, Beijing, China) according to the manufacturer’s instructions. For each species and hybrid, three biologic replicates (from three individuals, respectively) were set up as parallel experiments. Nanodrop 1000 spectrophotometer (Thermo Fisher Scientific, Wilmington, DE, USA) was used to detect the quantity and quality of RNA. RNA-seq library was constructed for each sample. In total, 15 libraries were constructed, and then paired-end (2 × 150 bp) sequenced using Illumina HiSeq X-ten platform (Illumina Inc., San Diego, CA, USA) by Beijing Genomics Institute (BGI, Shenzhen, China) with the standard Illumina RNA-seq protocols.
Mapping transcriptome reads to the reference genome
Clean reads were obtained by removing reads with adapter contamination and ploy-Ns (≥ 5%) as well as low quality reads with over 20% of low-quality bases (Phred < 15). Since the reference genomes of the species in our study were not available, filtered reads from the parental libraries were first mapped to the genome of C. sinensis var. assamica  using STAR software  with default parameters, and only uniquely mapped reads were retained. According to the ITS sequences (Additional file 1: Table S3), the genetic distances between C. azalea, C. chekiangoleosa, C. amplexicaulis and C. sinensis was 0.044, 0.045 and 0.046, respectively. Though with genetic divergence at some extant, according to Vijayan ‘s study , they are still closely related species. So, C. sinensis is appropriate as reference for the RNA-seq analysis. Then, SAMtools  and VarScan  software were orderly used for SNP calling. SNP sites at which three replicates were consistent were marked. For allelic expression research, a tough problem deserving consideration is mapping bias. To relieve mapping bias, three pseudo-genomes, representing the female and the two male parents, were constructed by replacing the reference alleles in the C. sinensis genome with the corresponding alternative alleles at the SNP sites, respectively. Then, transcriptome reads from the parental libraries were realigned to their pseudo-genomes using the same parameters to obtain the final read counts at the SNP sites. When it came to the F1 hybrid series, reads from each library were mapped to the two pseudo-genomes of their parents, respectively. To relieve mapping bias, for each parental allele in the hybrids, we chose the maximum value of the two mapping results as the final reads count at each SNP site, and the sum of the two alleles as the total reads count at one site. To identify reliable SNP sites, quality controls were applied as follows: (i) the SNP sites in the two parents must be homozygous for difference; (ii) each SNP site in the F1 hybrid must consist of only two alleles (one for the male parent, another for the female parent); (iii) the read count of the minor parental allele in the hybrid at each SNP site must be ≥2; and (iv) the total read count at each SNP site must be ≥20.
Gene expression quantitation
We wrote a R script to identify species-specific SNP sites from the mapping results. Finally, 37,078 SNPs, representing 7629 genes were identified from the cross of C. azalea × C. chekiangoleosa; and 81,477 SNPs, representing 9566 genes, were identified from the cross of C. azalea × C. amplexicaulis. Transcript abundances of genes were evaluated as the normalized reads mapped per SNP site. Trimmed Mean of M-values (TMM) method  implemented in the edgeR package  was used for data normalization across libraries based on the assumption that most genes are not differentially expressed. Gene expression level was independently quantified for each cross, taking the biological replicates into consideration. The normalized gene expression for each cross is provided in the supporting information (Additional file 1: Tables S4 and S5). Cluster analysis was then carried out to examine the repeatability of the three biological replicates. As shown in Additional file 1: Figure S2, nearly all the biological replicates for each species and hybrid were clustered together (with R2 > 0.90) except for amp1 and aza_che3, and these two samples were removed in the following analyses.
Classification of gene expression patterns
The edgeR package  was used for pairwise expression comparison, taking the three biological replicates into consideration. A fold change of 1.25 and the FDR < 0.05 were used as thresholds for differentially expressed gene (DEG) identification. DEGs between the hybrids and their parental species were further classed into eight clusters according to previous studies. Specifically, DEGs whose expression in the hybrid were higher than one of the parents but lower than another were classified as additivity (including additivity male > female and male < female); DEGs which were up/down-regulated in the hybrid compared with one of the parents but not differentially expressed with another were classified as male/female expression level dominance-up/down; DEGs whose expression level in the hybrid were significantly higher/lower than both of the parents were classified as transgressivity (overdominance/underdominance).
Allelic expression patterns and cis- and trans-regulatory divergence assignment
Based on the species-specific SNP information, relative expression of the parental alleles in hybrids was evaluated. For each allele, the mean value of the three biological replicates was used for allelic expression as well as the subsequent regulatory divergence analysis. Expression divergence between the parental species is mainly caused by the combination of cis- and trans-regulatory changes, which could be quantified as log2 (parent1/parent2). In F1 hybrid, two parental alleles are exposed to a common trans-regulatory environment, and are equally affected by the trans-regulatory change. So, the log2-transformed radio of allelic expression in hybrid was used to quantify the degree of cis-effect: cis = log2 (F1Aparent1/F1Aparent2). Binomial exact test with FDR correction (FDR: 5%) was used to determine the significant cis-effect with a null hypothesis F1Aparent1 = F1Aparent2. Then trans-regulatory divergence was calculated as the difference between log2-transformed ratios of species-specific reads in the parents and the hybrids: trans = log2(parent1/parent2) - log2(F1Aparent1/F1Aparent2). Fisher’s exact test with FDR corrections (FDR: 5%) was used to identify the statistically significant trans-effects with a null hypothesis parent1/parent2 = F1Aparent1/ F1Aparent2. The relative proportion of total regulatory divergence attributable to cis-regulatory divergence (% cis) was calculated as (% cis) = [|cis|/(|cis| + |trans|)] × 100%, similarly, % trans. In addition, binomial exact test (FDR: 5%) was used to detect the significantly different expression between the two parental species. Regulatory divergence for different genes was then identified based on the results of binomial and Fisher’s tests as well as the direction of changes. According to previous studies , seven regulatory types were further identified (Additional file 1: Table S2). (i) cis only: the parental alleles were unequally expressed in the same ratio in F1 hybrid and between the two parents. (ii) trans only: the parental alleles were equally expressed in F1 hybrid but unequally expressed between the two parents. (iii) cis + trans: the parental alleles were unequally expressed both in F1 hybrid and between the two parents, but have the same direction (species with higher expression contributed the higher expressing allele in the F1 hybrid). (iv) cis × trans: the parental alleles are unequally expressed both in F1 hybrid and between the two parents, but have the opposite direction (species with higher expression contribute the lower expressing allele in the F1 hybrid). (v) Compensatory: the two parental alleles are equally expressed between the two parents but unequally in the F1 hybrid. (vi) conserved: the parental alleles are equally expressed both between the two parents and within the F1 hybrid. (vii) ambiguous: other situations not included in the above six categories.
Pearson correlation analysis was carried out to detect the relationship of gene expression between the hybrids and their parents. Wilcoxon’s rank-sum test was performed to compare the median parental expression divergence attributable to cis and trans-regulation. Kendall’s test was used to detect the relative contribution of cis- and trans-regulation to the divergent gene expression between different species. All the test statistics were calculated in R programe (v 3.3.2, CRAN). The main scripts used in this study are available in the supporting information.
MZ, WJZ, and JQ conceived and designed the study. XKL, DFY, NSZ, and JYG were responsible for the cultivation of all the materials. MZ and NQT performed the experiments. MZ and YWT analyzed and interpreted the data. WJZ supervised the research. MZ, WJZ, JQ, YGW, ZPS, and JY wrote, reviewed, and revised the manuscript. All authors read and approved the final manuscript.
This work was supported by the National Natural Science Foundation of China (grant number 31670223 and 31270407) and the Key Research and Development Program of Guangdong Province (grant number: 2018B0202020002).
Ethics approval and consent to participate
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The authors declare that they have no competing interests.
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