Abstract
As the first defence for cells to counteract the toxicity of active oxygen, superoxide dismutase (SOD) plays an important role in the response of living organisms to stress and cell differentiation. One extracellular Cu-ZnSOD (ecCu-ZnSOD), and two MnSODs, were identified based on the Volvariella volvacea genome sequence. All three genes have complicated alternative splicing modes during transcription; only when the fourth intron is retained can the Vv_Cu-Znsod1 gene be translated into a protein sequence with SOD functional domains. The expression levels of the three sod genes in the pilei are higher than in the stipe. The Vv_Cu-Znsod1 and the Vv_Mnsod2 are co-expressed in different developmental stages of the fruiting body, with the highest level of expression in the pilei of the egg stage, and they show a significant, positive correlation with the efficiency of karyogamy, indicating the potential role of these two genes during karyogamy. The expression of the ecCu-Znsod and two Vv_Mnsod genes showed a significant up-regulated when treated by cold stress for one hour; however, the lack of the intracellular Cu-ZnSOD encoding gene (icCu-Znsod) and the special locus of the ecCu-Znsod gene initiation codon suggested a possible reason for the autolysis phenomenon of V. volvacea in cold conditions.
Keywords: straw mushroom, alternative splicing modes, gene differential expression, cold stress, fruiting-body development
1. Introduction
Superoxide dismutases (SOD, EC 1.15.1.1) constitute a family of important enzymes that scavenge oxygen free radicals. As the first defence in cells to counteract the toxicity of active oxygen, these enzymes exist in various aerobic organisms [1,2]. SODs are classified into four groups according to their binding metal ions: Fe, Ni, Mn, and Cu-Zn. MnSOD and Cu-ZnSOD are found in eukaryotes and in most prokaryotes. FeSOD, however, is found mostly in prokaryotes and in a few plants, and NiSOD is only found in Streptomyces and cyanobacteria [3,4,5]. Many studies have indicated that although Cu-ZnSOD and MnSOD have different crystal structures, metal cofactors, catalytic mechanisms and amino acid sequences, they play similar and important roles in biological processes, including scavenging of reactive oxygen species (ROS), environmental stress responses, cell differentiation and ageing [6,7,8,9,10,11,12,13].
Volvariella volvacea is an important edible mushroom cultivated seasonally in tropical and subtropical areas, and the growth of the fruiting body is susceptible to environmental stress [14,15,16]. It is very sensitive to cold conditions that cause deterioration or even autolysis of hyphae, and have a negative impact on mushroom production and preservation [17,18]. Li et al. [19] determined the SOD enzyme activity and developed isozyme electrophoretograms for the different developmental stages of the fruiting body of V. volvacea. They found that the SOD enzyme activity increases gradually as the fruiting body matures, and the number of isozyme bands is the smallest when the activity of the enzyme is the highest. Li et al. [20] also found differences among SOD isozyme patterns in V. volvacea mycelia at different ages, in different growth periods of the fruiting body and in the fruiting body stored at a low temperature for different time periods. All of these results show that SOD is involved in regulating biological processes, including mycelial aging, fruiting body development and response to cold stress. Although, the sod genes of several mushrooms were studied [21,22], there has been no report of the identification of SOD encoding genes or of gene regulation at the transcriptional level in V. volvacea. Under laboratory conditions, we sequenced the genome and transcriptome of V. volvacea and identified genes encoding SOD using a bioinformatics annotation method. By analyzing the sod genetic structure and detecting its expression in different samples, we initiated studies of the biological function of SOD at the gene level and at the transcriptional level in V. volvacea.
2. Results
2.1. Annotation and Sequence Accuracy Verification of SOD Encoding Genes
The protein-protein BLAST (BLASTP) results showed that the V. volvacea genome contained one Cu-ZnSOD (encoding gene prediction No. GME1978) and two MnSODs (encoding gene prediction Nos. GME5987 and GME8899), but no FeSOD or NiSOD.
The DNA sequences encoding the three SODs were obtained from the genome based on the gene prediction numbers and gene models were annotated as described in the supplementary methods (S1). The results suggested that the lengths of GME1978 (Vv_Cu-Znsod1), GME5987 (Vv-Mnsod1), and GME8899 (Vv-Mnsod2) were 1255 bps, 1110 bps, and 1589 bps, respectively. The elongated sequences were mapped by the reads obtained by genome sequencing, and the results are shown in supplementary Figure S1. The base pairs of the full-length gene sequences had at least nine reads mapped. The sequencing results using the Sanger method confirmed that the three sod gene sequences were correct and could be used for further study.
2.2. Genetic Structure and Alternative Splicing Analysis
The result of remapping the transcriptome reads indicated that all three sod genes possessed introns, and several intron regions were alternatively spliced (see Supplementary Figure M-6 to Figure M-8). The results are shown in Figure 1, and the sequences are shown in supplementary sequences S1 to S3. All the verified nucleotide sequences from this study have been submitted to GenBank under the accession ID numbers KP747453, KP747454, and KP747455.
The Vv_Cu-Znsod1 possessed eight introns, I1-I8, with lengths of 52, 76, 80, 125, 57, 58, 54, and 55 bp. Among them, intron retention existed for I1, I4, I7, and I8; I2 contained an alternative 3’ splice site, and I3 showed either intron retention or alternative 3’ splicing. The Vv_Mnsod1 contained three introns (I1-I3) of 154, 57 and 56 bp, among which I1 and I2 had alternative splicing modes for intron retention, and I1 also had the 5’ alternative splice site. The Vv_Mnsod2 contained seven introns. The sizes of I1–I7 were 47, 72, 126, 119, 88, 61, and 87, among which I1, I3, I4, I5, and I7 had alternative splicing sites for intron retention.
2.3. Alignment and Phylogenetic Analysis of Amino Acid Sequences
As shown in Figure 2, 35 microorganism SOD sequences can be gathered into four branches of Cu-ZnSOD, MnSOD, FeSOD, and NiSOD by the Neighbor-joining (NJ) phylogenetic tree. Among them, Volvariella volvacea_MnSOD1, Volvariella volvacea_MnSOD2, and Ganoderma microsporum_Q92429 were on the same branch, and the branch support degree was up to 86%. The Volvariella volvacea_Cu-ZnSOD1 and the Cu-ZnSODs of other fungi were on the same branch, with 85% of the support degree. The tree revealed that, although attached to the Cu-ZnSOD branch, the Aspergillus japonicus_Q12548 was markedly different from the Cu-ZnSOD sequences of other fungi.
Based on the findings of several studies [23,24], the Cu-ZnSOD and the MnSOD amino acid sequences of Aspergillus fumigatus and Candida albicans were downloaded from the NCBI database, and the multiple sequence alignment of the three SOD amino acid sequences of the V. volvacea was performed using the multiple sequence comparison by log-expectation (MUSCLE) method. As shown in Figure 3, the results indicated that all three SOD amino acid sequences of V. volvacea possess conserved amino acid residues involved in metal ion binding. The N terminus of the Vv_MnSOD2 contains a 24 amino acid residues mitochondrial targeting sequence (MTS), which is not detected in the Vv_MnSOD1. This observation indicates that the two MnSODs in V. volvacea play roles in the mitochondria and cytoplasm, respectively, which is consistent with the prediction of their subcellular localization. According to its subcellular localization, the Vv_Cu-ZnSOD1 participates in the secretory pathway. The prediction of the signal peptide also indicated that the Vv_Cu-ZnSOD1 has a 17 amino acid residues signal peptide sequence belonging to a secretory protein, which indicated that the Vv_Cu-Znsod1 gene encoding an extracellular Cu-ZnSOD protein (supplementary Figure S2).
2.4. Differential Expression of Sod Genes under Short-Term Cold Stress
To test the transcriptional responses of three Vv-sod genes to cold stress, the V. volvacea colonies submerged in phosphate buffer were switched from an incubation temperature of 34 to 4 °C. After 1 h of cold stress, transcript levels of Vv_Cu-Znsod1, Vv_Mnsod1, and Vv_Mnsod2 in the cold-treated mycelia were increased by 5.1-fold, 4.6-fold, and 2.6-fold, respectively (Figure 4).
2.5. Expression Patterns of Sod Genes during the Fruiting-body Development Stages of V. volvacea
All three SOD-encoding genes showed significantly different levels of expression in different growth stages of the fruiting body of V. volvacea. The statistical analysis indicated that the expression patterns of Vv_Cu-Znsod1 and Vv_Mnsod2 show similar expression patterns in different tissues of V. volvacea. The correlation coefficient, 0.949, indicates a very good correlation [25]. Both genes show the highest level of expression in the pileus of the egg stage and are thought to be correlated with the morphogenesis of the pileus at this stage. However, the Vv_Mnsod1 showed to be less tissue-specific since the highest expression tissue (button stage fruiting body) was only 5.6-fold than the lowest expression tissue (the stipe of elongation stage). Although, the expression level in the pileus was higher than in the stipe, the expression pattern of Vv_Mnsod1 was different from the other two sod genes (correlation coefficients of 0.385 and 0.421) (Figure 5). Furthermore, the expression of Vv_Cu-Znsod1 and Vv_Mnsod2 in the lamellae showed good correlation with each other (correlation coefficient of 1), and the level of expression in the egg stage was much higher than in the elongation stage or the maturation stage. However, the expression of Vv_Mnsod1 in the lamellae of egg stage showed no significant differences with elongation stage and maturation stage. (Figure 6).
3. Discussion
Alternative splicing was first described by Walter Gilbert in 1978 and was believed to be one of the important reasons for the functional diversity of proteins [26,27]. Lin et al. [28] cloned six different sod splice variants from longan somatic embryos and thought they could lead to the diversity of SOD sequences and functions. By mapping the reads obtained from the V. volvacea mixed sample transcriptome sequencing with the gene sequences, we found the Vv-sod genes also possess two alternative splicing modes of intron retention and 3’-terminal alternative splicing in the growth and development process of V. volvacea. By randomly combining with these alternative splicing modes, five potential Cu-Znsod1, four potential Mnsod1 and ten potential Mnsod2 amino acid sequences with different lengths and sequence motifs could be obtained (supplementary Figure S3). Chen et al. (2014) [29] isolated two different transcripts of 6-phosphogluconate dehydrogenase encoding gene in V. volvacea caused by sixth intron retention alternative splicing by using RT-PCR method, and the results suggest that both transcripts could be detected in the same sample, but with different expression levels. We guessed that V. volvacea also can indirectly or directly cause the increase, decrease or even the disappearance of SOD enzyme activity, by changing the content of the different transcripts in vivo. In addition, the results of Li et al. [19] showed that the V. volvacea can generate a maximum of eight SOD isozyme bands during low-temperature stress. V. volvacea only possesses three SOD encoding genes, and the other isozyme bands could be the alternative splicing products of the sod genes.
Tao et al. (2015) [30] found that the fifth intron of glucose-6-phosphate dehydrogenase encoding gene in V. volvacea contained a termination codon which could be retained during transcription process and made the conserved domain incomplete. In this study, intron I4 of the Vv_Cu-Znsod1 contains one initiation codon. Only when I4 is retained can the sequence be translated into a functional Cu-ZnSOD amino acid sequence. This means that whether I4 is retained or not directly determines whether cells encode the Cu-ZnSOD or not. Such a special alternative splicing mode is rarely observed in the edible mushrooms or even in other living organisms. This finding provides important evidence that alternative splicing regulates functional Vv_Cu-ZnSOD1 during fruiting body development of V. volvacea.
The Cu-ZnSODs can be classified into two groups, intracellular Cu-ZnSOD (icCu-ZnSOD) and extracellular Cu-ZnSOD (ecCu-ZnSOD), according to the locations of the proteins [31]. Only ecCu-ZnSOD was found in decapod crustaceans; only icCu-ZnSOD was found in bacteria, fungi (although some Saccharomycetes, e.g., Histoplasma capsulatum contain both icCu-ZnSOD and ecCu-ZnSOD), plants, platyhelminths, molluscs and fish; and both icCu-ZnSOD and ecCu-ZnSOD were found in cnidarians, nematodes, insects, and mammals [4,32,33,34,35,36]. This study identified an ecCu-ZnSOD encoding gene in the basidiomycetes (V. volvacea) for the first time, whereas no icCu-ZnSOD encoding gene was found, which means that the antioxidant system of V. volvacea is different from that of other fungi.
To avoid missing some of the genes that encode SOD because of splicing errors, we downloaded the genome data [37] of V. volvacea V23 from the Joint Genome Institute (JGI) fungi portal (http://genome.jgi.doe.gov/programs/fungi/index.jsf) and identified the SOD-encoding genes by the local BLASTP method. The findings indicated that only one ecCu-ZnSOD encoding gene was found in V23, and no icCu-ZnSOD encoding gene existed; in addition to MnSOD1 and MnSOD2, a suspected MnSOD3 (sequence No. 121275) was found in V23 but with only a partial SOD domain. After further analysis, we found the sequence GME5781 in PYd21 genome, which was highly similar to the suspected MnSOD3 sequence. Using Sanger method to verify the DNA sequence, then using the transcriptome reads to obtain the accurate transcripts. The amino acid sequence of the protein were predicted using the ORF finder and then submitted to the NCBI for structural domain prediction, as shown in Figure S4. This sequence contains a PIdB domain but no conserved SOD motif, and the suspected MnSOD3 was annotated because of the wrong predicted amino acid.
Many studies of the important role of the expression levels of the sod genes during the infection of a host by pathogenic fungi have been carried out [24,38,39,40,41]. However, there are only a few reports of the function of SOD proteins during fungus growth and development and response to abiotic stress [42,43]. This study used the RT-qPCR method to detect the expression of the three sod genes during the cold stress response and fruiting body growth and development. The results showed that all three sod genes participate in the fruiting body development and cold stress response in V. volvacea.
Interestingly, the results of the expression levels in different fruiting-body samples showed that the expression levels of the Cu-Znsod1 and the Mnsod2 in the pilei of the egg stage were significantly higher than in other samples; although not the highest, the expression level of Mnsod1 in the egg stage of the pileus was significantly higher than in the stipe, and it gradually decreased during maturation. The pileus is the primary place for sexual propagation of V. volvacea. From the button stage, the lamellae start differentiating, and a series of sexual differentiation steps, including basidium formation, cell nucleus integration, meiosis and production of basidiospores occur on the lamellae. Li et al. [44] studied about the behaviour of cell nuclei during meiosis and basidiospore formation indicated that V. volvacea needs approximately 30 h from the differentiation of the lamellae to full maturity of the fruiting-body. During this process, approximately 80% of the basidia proceeded with karyogamy. By 3 h of the egg stage, 37.5% of the basidia had proceeded to karyogamy. However, only approximately 30% and 0.1% of the basidia had proceeded with karyogamy by 9 h of the elongation stage and 7 h of the maturation stage, respectively. The Pearson correlation coefficient method suggested that the efficiency of karyogamy was correlated with both Cu-Znsod1 and Mnsod2 gene expression (correlation coefficients of 0.983 and 0.981, respectively). Therefore, we speculated that the high expression levels of the sod genes in the pilei in the egg stage were associated with the regulation of karyogamy of the basidia.
The low temperature autolysis of the V. volvacea is always one of the major factors that impede the industrial development and product distribution of V. volvacea. Sun et al. [45] used mRNA differential display PCR to identify four cold inducible genes. Bao et al. [37] used the transcriptome sequencing method to detect the differential expression of these genes during low temperature induction at different times and obtained 25 genes that were up-regulated and 55 that were down-regulated. By analyzing the antioxidase isozyme electrophoreogram of V. volvacea under cold stress at different times, Wang et al. [46] found that the SOD of V. volvacea was involved in the cold response. The expression levels of the isozymes of SOD showed a pattern of increase followed by a decrease. In addition, the crucial free radical scavenger Cu-ZnSOD could defend against oxidative stress and protect the membrane from ROS damage [47]. However, in our study, we found that V. volvacea lacks icCu-ZnSOD, and the ecCu-ZnSOD can be encoded only when the first intron retained, which suggested a possible reason for the autolysis of V. volvacea under cold conditions. In the future, transforming the exogenous icCu-Znsod gene into V. volvacea may be conducive to improving the cold resistance.
4. Materials and Methods
4.1. Strains
The fungal strain H1521 (collection number ACCC52633) is a heterokaryon able to fruit normally and was formed by crossing PYd15 (ACCC52631) with PYd21 (ACCC52632), two homokaryon strains with opposite mating types. All three strains are now preserved in the Agricultural Culture Collection of China (ACCC) with preservation No. ACCC52633.
4.2. Genome and Transcriptome Sequencing Data
De novo sequencing of the whole genome of the single spore strain PYd21 as well as the transcriptome sequencing of balanced mixed mRNA of eight samples, i.e., the mycelia of PYd15, PYd21 and H1521 and the primordium, button-stage stipe, egg-stage stipe, elongated-stage stipe, and maturation-stage stipe after fruiting of H1521, was performed on the Solexa/Illumina platform at the Shenzhen Huada Gene Research Institute. The draft genome of PYd21 was assembled using a SOAPdenovo assembler [48] and is available under accession no. PRJNA171553 at NCBI.
4.3. Identification of the SOD Proteins of V. volvacea
The reviewed amino acid sequences of Fe mitochondrial superoxide dismutase, Mn mitochondrial superoxide dismutase, Ni mitochondrial superoxide dismutase and Cu-Zn superoxide dismutase were downloaded from the UniProt database (http://www.uniprot.org/) and locally compared with the 11,534 amino acid sequences of V. volvacea [49] using BLASTP after a standardized library was constructed. Amino acid sequences with an e-value ≤ 1 × e−2 were extracted using Perl scripts and submitted to NCBI for domain prediction to eliminate the sequences without any SOD superfamily conserved domains.
4.4. Acquisition, Accuracy Verification and Structural Analysis of Full-Length Gene Sequences
Based on the method of Yan et al. [50], the acquisition, accuracy verification and structural analysis were performed by using the predicted SOD encoding DNA sequences of V. volvacea together with the 2000 bp upstream and downstream sequences as references to map the reads in 500 bp read pools of transcriptome sequencing using the ZOOM software [51]. Using the paired-end method to determine the transcription start site and termination site of the genes, the fragment between the transcription start site and termination site was considered to be the full-length gene sequence.
The full-length gene sequence and its upstream and downstream 500 bp was used as the reference sequence, and the ZOOM software was applied to map the reads in the 500 bp read pools obtained by genome sequencing with the paired end method to verify the accuracy of the sequence. It proved to be accurate if all the base pairs of a gene were covered by reads. If they were not, it indicated that the sequence acquired some errors during splicing or sequencing. All the gene sequences were sequenced again by the Sanger method to guarantee the accuracy of the sequences.
The verified sequence was used as the reference for remapping the reads obtained by the transcriptome sequencing by means of the paired end method and ZOOM software and for determining introns, exons, and alternative splicing sites according to the GT-AG rule. An open reading frame (ORF), a 5’ untranslated region (5’UTR) and a 3’ untranslated region (3’UTR) of the gene can be predicted from the website, ORF Finder.
The parameters of the ZOOM software were set as follow: the distance of the adjacent paired reads was 1–2000 bp, and the data format was the Illumina type. The tolerance for mismatched base pair(s) between the reference sequence and the reads was 40 bp and 0 bp for mapping the transcriptome and genome reads, respectively. The other parameters were set to the defaults. The detailed method of gene sequence verification and structural analysis can be observed in the supplementary method S1.
4.5. Bioinformatics Analysis
Multiple sequence alignment was performed using the MUSCLE method, and the neighbor-joining (NJ) phylogenetic tree was constructed using MEGA5.1 software [52]. The conserved domains of the amino acid sequences were coloured using GeneDoc software [53]. Subcellular localization of the proteins was performed using TargetP 1.1 (http://www.cbs.dtu.dk/services/TargetP) and MITOPROT (http://ihg.gsf.de/ihg/mitoprot.html), and signal peptides were predicted using SignalP 4.1 (http://www.cbs.dtu.dk/services/SignalP/) [54,55].
4.6. Cold Stress Treatment
The buffer solution was prepared according to the biological characteristics of the organism. Our preliminary test suggested that the mycelia suffered the least abiotic stress when they were at 34 °C and the pH value was 8. Therefore, we chose 0.02 mol/L PBS (phosphate buffered saline) (pH 8) as the incubation buffer used for unstressed mycelia.
For cold stress, the mycelia of strain H1521 were inoculated on glass papers, which were placed directly on the surface of solid PDA plates (Φ = 6 cm), and cultured at 34 °C in the dark for three days. When the plates were fully covered in colonies, the cold stress test was performed. To prevent the interference of other stresses, about 10 mL of sterile PBS buffer (0.02 mol/L, pH 8, 34 °C) was first added to each plate to completely submerge the colonies in the buffer and the plates were incubated at 34 °C, followed by exchanging the warm PBS buffer with cold PBS buffer (4 °C) and incubating at 4 °C. Hyphae incubated in sterile PBS buffer (0.02 mol/L, pH 8) at 34 °C for 1.5 h was used as the control.
After treatment, mycelia were quickly scraped from the plates, blot-dried and stored at −80 °C for RNA extraction after removing the incubation solution and the inoculation agar blocks. All treatments were repeated in at least four independent experiments.
4.7. Mycelia and Fruiting-Body Growth and Sample Collection
The strain PYd21 was cultured in liquid PDA medium at 34 °C. After nine days, the mycelia were collected and stored at −80 °C for DNA extraction. The strain H1521 was used for producing fruiting bodies according to the Chen’s method [56]. A total of 11 samples were collected, including primordia stage fruiting bodies (PR), button stage fruiting bodies (BU), the stipe, pileus and lamellae of the egg stage (EG-stipe, EG-pileus, EG-lamellae), the stipe, pileus, and lamellae of the elongation stage (EL-stipe, EL-pileus, EL-lamellae), and the stipe, pileus, and lamellae of the maturation stage (MA-stipe, MA-pileus, MA-lamellae). In terms of the standard of Tao et al. [57], at least three independent replicates were collected for each sample and immediately frozen in liquid nitrogen for RNA extraction.
4.8. DNA Extraction, PCR Amplification, and Sequence Determination
Using the cetyltrimethyl ammonium bromide (CTAB) method [58], genomic DNA was extracted from PYd21 mycelia; the PCR amplification was conducted on a BIO-REDS1000™ Thermal Cycler PCR amplifier (Bio-Rad Laboratories, Inc., Hercules, CA, USA), and the primer sequences and the annealing temperatures are listed in Table 1.
Table 1.
Gene | Primer Sequence(5’-3’) | Annealing Temperature for PCR |
---|---|---|
Vv_Cu-Znsod1 | GGTTGCCGTCCTGTCCTTCTT | 58.0 °C |
CGCCTGTAGTATTCTTGCCCTCAT | ||
Vv_Mnsod1 | GACCAACGACCTTGATCCATC | 54.6 °C |
GGACAACCAACGCCTGATG | ||
Vv_Mnsod2 | GGTGAGAGTTGGAAGCGGTA | 54.9 °C |
GGCACTGGACAGAGCGTAT | ||
GME5781 | TTCCTTTACGCTGCCAACT | 55.4 °C |
GTACGGCTGTGAATATGTCGA |
4.9. RNA Extraction and Reverse Transcription
The total RNA of the samples was extracted using the E.Z.N.A.™ Plant RNA kit (from Omega Bio-Tek, Norcross, GA, USA) according to the common sample extraction method. The first strand cDNA was synthesized using the TransScript All-in-one First-Strand cDNA Synthesis SuperMix for qPCR (One Step gDNA Removal) kit (from TransGen Biotech, Beijing, China) and the TransScript One-Step gDNA Removal and cDNA Synthesis SuperMix kit (from TransGen Biotech) according to the manufacturer’s instructions.
4.10. RT-qPCR Assay of Gene Expression
The RT-qPCR assay was performed with a quantitative reagent kit, TransStart Top Green qPCR SuperMix (from TransGen Biotech, Beijing, China) and the CFX real-time RT-qPCR amplifier (Bio-Rad Laboratories, Inc.). The PCR reaction systems and procedures were conducted according to the manufacturer's instructions, and qPCR was performed using the two-step method to improve specific amplification. The annealing temperature was 60 °C and the cycle number was 40; the relative expression of the gene was calculated using the 2−ΔΔCt method [59]. Glyceraldehyde-3-dehydrogenase encoding gene (gapdh) was used as the reference gene. The qPCR primers were designed using Primer premier 6.0 and synthesized by Sangon Biotech Co., Ltd. (Shanghai, China). See Table 2 for the primer sequences.
Table 2.
Gene | Forward Sequence (5’-3’) | Reverse Sequence (5’-3’) |
---|---|---|
Vv_Cu-Znsod1 | ACATTCGTCGCTGCTCTCCT | GTGAAGTTGACTGTGCCTGTGA |
Vv_Mnsod1 | CGTTACCACCGCCAACCAAGA | TTAGGAGAGACCCAACCCTTAAAGC |
Vv_Mnsod2 | TGCTCGCCATCGCCAGAACT | GGTGGTGCTTGGTGTGGTGAAG |
gapdh | CATCTTCCACTGGTGCGGCTAAG | GGCTTCTCAAGGCGAACGACAA |
4.11. Statistical Analysis
The significance of gene expression was analyzed using SPSS Statistics v20 software. The correlations of different gene expression patterns was analyzed using the Pearson correlation coefficient method, and a histogram was drawn using Excel 2013.
Acknowledgments
This work was supported by China Agriculture Research System (CARS24), and the National Key Basic Research Program of China (2014CB138302). The authors thank the Fujian Edible Fungi Engineering Technology Research Center and the National Fungi Breeding Center (Fujian Branch) for providing the experimental facilities.
Supplementary Materials
Supplementary materials can be found at http://www.mdpi.com/1422-0067/17/1/34/s1.
Author Contributions
Bao-Gui Xie and Jun-Jie Yan conceived and designed the experiments; Jun-Jie Yan, Lei Zhang, Rui-Qing Wang, Bin Xie, Xiao Li, Ren-Liang Chen and Li-Xian Guo performed the experiments; Jun-Jie Yan, Rui-Qing Wang and Bao-Gui Xie analyzed the data; Jun-Jie Yan, Lei Zhang, Bin Xie, Xiao Li contributed the reagents, materials, and analytical tools; Jun-Jie Yan wrote the paper; Bao-Gui Xie edited the paper; and all authors reviewed the manuscript.
Conflicts of Interest
The authors declare no conflict of interest.
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