Next Article in Journal
Characterization of Virulence Factors in Candida Species Causing Candidemia in a Tertiary Care Hospital in Bangkok, Thailand
Next Article in Special Issue
Biotechnology of Edible Fungi
Previous Article in Journal
Yeast Ribonucleotide Reductase Is a Direct Target of the Proteasome and Provides Hyper Resistance to the Carcinogen 4-NQO
Previous Article in Special Issue
Two Strains of Lentinula edodes Differ in Their Transcriptional and Metabolic Patterns and Respond Differently to Thermostress
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Spermidine Synthase and Saccharopine Reductase Have Co-Expression Patterns Both in Basidiomycetes with Fusion Form and Ascomycetes with Separate Form

1
College of Horticulture, Fujian Agriculture and Forestry University, Fuzhou 350002, China
2
Mycological Research Center, Fujian Agriculture and Forestry University, Fuzhou 350002, China
3
Institute of Cash Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang 050051, China
*
Author to whom correspondence should be addressed.
J. Fungi 2023, 9(3), 352; https://doi.org/10.3390/jof9030352
Submission received: 31 December 2022 / Revised: 7 March 2023 / Accepted: 8 March 2023 / Published: 14 March 2023
(This article belongs to the Special Issue Biotechnology of Edible Fungi)

Abstract

:
Gene fusion is a process through which two or more distinct genes are fused into a single chimeric gene. Unlike most harmful fusion genes in cancer cells, in this study, we first found that spermidine synthetase- (SPDS, catalyst of spermidine biosynthesis) and saccharopine reductase- (SR, catalyst of the penultimate step of lysine biosynthesis) encoding genes form a natural chimeric gene, FfSpdsSr, in Flammulina filiformis. Through the cloning of full-length ORFs in different strains and the analysis of alternative splicing in developmental stages, FfSpdsSr has only one copy and unique transcript encoding chimeric SPDS-SR in F. filiformis. By an orthologous gene search of SpdsSr in more than 80 fungi, we found that the chimeric SpdsSr exists in basidiomycetes, while the two separate Spds and Sr independently exist in ascomycetes, chytridiomycetes, and oomycetes. Further, the transcript level of FfSpdsSr was investigated in different developmental stages and under some common environmental factors and stresses by RT-qPCR. The results showed that FfSpdsSr mainly up-regulated in the elongation stage and pileus development of F. filiformis, as well as under blue light, high temperature, H2O2, and MeJA treatments. Moreover, a total of 15 sets of RNA-Seq data, including 218 samples of Neurospora crassa, were downloaded from the GEO database and used to analyze the expression correlation of NcSpds and NcSr. The results showed that the separate NcSpds and NcSr shared highly similar co-expression patterns in the samples with different strains and different nutritional and environmental condition treatments. The chimeric SpdsSr in basidiomycetes and the co-expression pattern of the Spds and Sr in N. crassa indicate the special link of spermidine and lysine in fungi, which may play an important role in the growth and development of fruiting body and in response to the multiple environmental factors and abiotic stresses.

1. Introduction

Gene fusion is a process by which the complete or partial sequences of two or more distinct genes are fused into a single chimeric gene or transcript as a result of DNA- or RNA-derived rearrangements [1]. Gene fusion could increase the diversity of gene functions and drive the evolution of organisms. However, natural gene fusion often leads to genomic disorders or cancer, leaving devastating consequences [2], because it can change the properties of precursor proteins and even perturb normal regulatory pathways so that the chimeric genes are often used as molecular diagnostic markers to detect and treat cancer in medicine [3,4].
As for the normal natural chimeric genes (rarely found), only the following cases have been reported in fungi. In Metakinetoplastina protists, the native fusion gene SCAMK formed through the insertion of a calmodulin-like III gene into the sucrose non-fermenting related kinase3 gene by an unequal crossover of homologous chromosomes in meiosis [5]. In Penicillium brevicompactum, Cytochrome P450 (MpaD) and a Hydrolase (MpaE) naturally fused to become the chimeric enzyme gene MpaDE, which is involved in the synthesis of mycophenolic acid (MPA) [6]. The SPE3 gene (encoding spermidine synthase) and LYS9 gene (encoding saccharopine dehydrogenase) were first found to be fused SPE3-LYS9 in Cryptococcus neoformans, which encodes functional spermidine synthase and saccharopine dehydrogenase gene products [7]. However, in Saccharomyces cerevisiae, the spermidine synthase gene and saccharopine dehydrogenase gene were identified as independent Spe3 and LYS9, respectively [8]. This indicates that the fusion of these two genes depends on the species. Whether the fusion behavior of these two different genes (Spe and Lys) is evolutionarily formed will need to be systematically analyzed in multiple species.
The function and effect of the formation of the normal natural chimeric genes, including SPE-LYS, has a lack of in-depth research. In C. neoformans, the spe3-LYS9 mutants (the SPE3-homologous region was replaced by the NAT1 gene cassette) showed reduced capsule and melanin production and growth rate, and the SPE3-lys9 mutants (the LYS9-homologous region was replaced by the NAT1 gene cassette) grew slowly and died upon lysine starvation, while the spe3-lys9 mutants (both the SPE3 and LYS9-homologous region were replaced by the NAT1 gene cassette) were avirulent and unable to survive in vivo [7]. Due to the biosynthesis of lysine by higher fungi (basidomycetes and ascomycetes), it adopts the α-aminoadipate (AAA) pathway, in which the saccharopine dehydrogenase (also known as saccharopine reductase) catalyzes the penultimate step of the lysine biosynthesis [9,10,11]. This suggests that the chimeric SPE3-LYS9 gene may link spermidine and lysine biosynthesis, and their close connection is important for the growth and metabolism of C. neoformans.
Spermidine, as one of the main polyamines, is ubiquitous to all living organisms and involved in many fundamental cellular processes [12]. It has been reported that spermidine plays a role in regulating the growth, development, and secondary metabolism of fungi and participates in response to various abiotic stresses, such as high temperature, cold injury, drought, osmotic stress, oxidative stress and photooxidative damage, as well as jasmonic acid and abscisic acid induction [13]. Lysine, as a basic positively charged amino acid, plays an important physiological role in the organism and also functions in the growth, development, and response to stress in fungi [14]. The deficiency of lysine in fungi will not only damage protein synthesis but also seriously affect the immune system. In Magnaporthe oryzae, the deletion of the lysine synthase gene affects its growth, conidia germination, and pathogenicity in rice blast [15]. In Flammulina filiformis, higher levels of lysine content can facilitate stipe elongation and increase yield [16]. Thus, both spermidine and lysine are necessary for cell growth, proliferation, and differentiation, and they play an important role in maintaining normal physiological function and metabolism. Due to their important roles, there is a possibility that it is necessary to make spermidine and lysine act synchronously in many cases during the process of evolution, as some species fused their key biosynthesis catalytic enzyme together under natural conditions. Therefore, it is necessary to investigate the natural fusion phenomenon of spermidine synthase and saccharopine dehydrogenase in multiple species and summarize the conditions and circumstances when they are highly expressed, so as to better reveal the biological significance of their fusion.
In this study, we investigated more than 80 species from four common fungal groups (basidiomycetes, ascomycetes, chytridiomycetes and oomycetes) to explore the different forms of being (chimeric pattern or separate pattern) of spermidine synthase (SPDS) and saccharopine reductase (SR, the penultimate step of the lysine biosynthesis in fungi, equivalent to saccharopine dehydrogenase). Further, we selected F. filiformis (large agaric fungi and industrially produced edible fungi) as the representative species of basidiomycetes for research in this study because it has the typical morphological and developmental characteristics of fruiting body, it publishes the complete genome and transcriptome data of different developmental stages, and it has been widely studied in recent years. Neurospora crassa, as the representative species of ascomycetes, was also used for research in this study, because it has detailed genome maps and abundant expression profile data uploaded in the NCBI database. The structure, existence forms, and locus in the chromosome of Spds and Sr in F. filiformis and N. crassa were investigated and studied in detail. Moreover, the expression patterns of SpdsSr in F. filiformis and the separate Spds and Sr in N. crassa were analyzed to reveal the possible functional effects and mechanisms of the natural chimeric SpdsSr pattern in basidiomycetes and their separate but cooperative expression pattern in ascomycetes.

2. Materials and Methods

2.1. Strains and Culture Conditions

The F. filiformis heterokaryon strains FL19 (monokaryon L11 and monokaryon L22 were isolated by protoplasmic preparation) and NJ6 (monokaryon 6-3 and monokaryon 6-21 were isolated by protoplasmic preparation) were widely cultivated in the southeast of China. The six strains were obtained from the Fujian Edible Fungi Germplasm Resource Collection Center of China and routinely maintained on potato dextrose agar (PDA) at 25 °C. Mycelia of strains L11, L22, 6-3 and 6-21 were cultured in complete yeast medium (CYM) at 25 °C and was sampled for gene cloning and sequencing. Cultivation of the fruiting body of strain FL19 was performed as per the method described by Tao et al. [17]. The fruiting body was sampled at three major developmental stages: after inoculation, including primordia (PR); young fruiting body (YF); and elongation (EL). The pileus in the elongation stage (ELP) and stipe in the elongation stage (ELS) were also sampled. These fruiting body samples were used for the detection of gene relative expression.
Light and temperature are the most common environmental factors affecting fungi. In order to detect the expression of genes in response to light and temperature, on the mycelia of FL19 the following treatments were performed. For the light treatment, blue light with 3 µmoL·m−2·s−1 intensity was used to irradiate the mycelia growing on CYM plate for 1 h and 3 h, according to the previous study of Li et al. [18], and the control was that under darkness. For the temperature treatment, four gradients—15 °C (cold stress), 20 °C (low-temperature stress), 25 °C (the optimum temperature, as control), and 30 °C (high-temperature stress)—were used to cultivate F. filiformis mycelia after inoculation on CYM plate, according to the study of Lv et al. [19]. Because fungi are often subjected to oxidative stress from growing substrates and mechanical damage from the external environment, the exogenous H2O2 (5 mM and 10 mM, according to Liu et al. [20]) as the representative of oxidative stress and exogenous MeJA (0.01 mM and 0.02 mM, according to Ren et al. [21]) as the representative of mechanical damage (due to the previous study that showed mechanical damage acts through JA signal [22]) were added into the CYM medium to cultivate F. filiformis mycelia. All samples were wrapped in foil, quick-frozen in liquid nitrogen, and stored in a −80 °C freezer for future use.

2.2. Bioinformatic Analysis of SPDS and SR in Filamentous Fungi

The sequences of the Sr gene (GenBank No.: DAA10591.1) and Spds gene (GenBank No.: DAA11489.1) in the model species S. cerevisiae were used to identify the corresponding orthologous genes by local BLAST in the F. filiformis L11 genome (GenBank Accession No. APIA00000000.1; BioProject: PRJNA191865), 6-3 genome (GenBank Accession No. GCA_011800155.1), and N. crassa OR74A genome (GenBank Accession No. GCA_000182925.2; BioProject: PRJNA13841).
The gene structures of Spds and Sr were visualized using GSDS 2.0 online software (http://gsds.gao-lab.org/, accessed on 5 September 2022), and their conserved domains were predicted by InterProScan online software (http://www.ebi.ac.uk/Tools/pfa/iprscan/, accessed on 7 September 2022). The phylogenetic tree was constructed by MEGAX software with the Neighbor-Joining method and examined by bootstrap testing with 1000 repeats [23].

2.3. Cloning and Sequencing of Chimeric FfSpdsSr Transcript in F. filiformis

Total RNA from F. filiformis mycelium and fruiting body samples was extracted using E.Z.N.A.® Plant RNA Kit (Omega Bio-Tek, Norcross, GA, USA), and cDNA was reverse transcribed using TransScript® One-Step gDNA Removal and cDNA Synthesis SuperMix Kit (TransGen Biotech, Beijing, China). According to the cDNA sequence of the chimeric FfSpdsSr in the F. filiformis L11 genome, its full-length ORF was obtained by PCR amplification and sequencing, using the primers designed at both ends of the ORF of FfSpdsSr (completely includes the full-length ORF). The two primer pairs FfSpds-qF/R and FfSr-qF/R, which were designed in both SPDS and SR conserved domains, respectively, were used to detect the relative expression level of the chimeric FfSpdsSr gene by real-time quantitative PCR (RT-qPCR). All the primers were designed by PrimerQuest Tool online software (https://sg.idtdna.com/PrimerQuest/Home/Index, accessed on 21 September 2022) and are listed in Supplementary Material Table S1. RT-qPCR was performed using a CFX96 Real-Time PCR Detection System (Bio-Rad, Hercules, CA, USA). RT-qPCR amplification was performed using PerfectStart® Uni RT&qPCR Kit (TransGen Biotech, Beijing, China), according to the method of Tao et al. [24]. According to the study of Yang et al. [25], RNB, V-ATP, and β-TUB were used as stable internal control genes for the normalization of the RT-qPCR in this study. The relative expression levels of the tested genes were determined according to the 2−∆∆Ct method.

2.4. RNA-Seq Data Analyses

The expression correlation of NcSpds and NcSr in N. crassa was analyzed using multiple RNA-Seq data, which was downloaded from the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/, accessed on 25 September 2022). The total 15 RNA-Seq datasets were divided into four groups to conduct statistical analyses, according to the sample types: group 1, the different nutritional resources (GSE35227, GSE44100, GSE44673, GSE52316, GSE60986, GSE68517, GSE42692 and GSE51091); group 2, the different development stages (GSE41484); group 3, the different stresses (GSE53013, GSE52153, GSE53534 and GSE61949); and group 4, the different strains (GSE60004 and GSE45406), as well as the whole group, including all of the above samples. The RPKM values of NcSpds and NcSr were obtained from the above RNA-Seq data in each experimental sample. The correlation of RPKM values of NcSpds and NcSr genes was analyzed using Graphpad Prism 9 software.

2.5. Statistical Analysis

In this study, the results of RT-qPCR experiments were carried out with three independent biological replicates to ensure that the trends and relationships observed were reproducible. The error bars indicate the standard deviation (SD) from the mean of triplicate samples. The significance of the data was analyzed by using one-way ANOVA and multiple comparison tests.

3. Results

3.1. Different Gene Structures of Spermidine Synthase and Saccharopine Reductase in F. filiformis and in N. crassa

According to the lysine biosynthesis pathway in S. cerevisiae, the saccharopine dehydrogenase LYS9 was used for local BLAST in the genome of F. filiformis L11, and its orthologous gene was identified in F. filiformis L11 with the ID number of gene2942 (GenBank No.: OQ378313, Table S2). The length of the gene2942 is 2498 bp, and it contains six exons and five introns (Figure 1A). Its full-length ORF with 2253 bp encodes a protein with 750 amino acids (aa). By predicting the conserved domain of the protein encoded by gene2942, we found that it contains two major conserved domains (Figure 1A): the polyamine biosynthesis domain (IPR030374) in the N-terminal and the saccharopine dehydrogenase domain in the C-terminal. The N-terminal polyamine biosynthesis domain is exactly the spermidine synthase tetramerization domain (IPR035246). The C-terminal saccharopine dehydrogenase domain includes the saccharopine dehydrogenase NADP binding domain (IPR005097) and the saccharopine dehydrogenase C-terminal domain (IPR032095), and it acts as saccharopine reductase in the penultimate step of the lysine biosynthesis pathway named by Liu et al. [26] in F. filiformis. It means that gene2942 is a natural chimeric protein of spermidine synthase (SPDS) and saccharopine reductase (SR), named FfSPDS-SR. Additionally, its fourth exon, as the longest one (1433 bp) in which no termination codon appeared, acts as a bridge between Spds and Sr to form a natural fusion gene. Theoretically, FfSPDS-SR has the function of both spermidine synthase, which is responsible for catalyzing the biosynthesis of the spermidine, and saccharopine reductase, which is responsible for catalyzing the biosynthesis of the saccharopine as the penultimate intermediate in the biosynthesis of fungal lysine.
To investigate whether there are other separate copies of Spds or Sr, we performed the local BLAST in the whole genome of F. filiformis strain L11 using the conserved domain region of Spds or Sr, respectively. The results showed that there is the only one copy that is chimeric FfSpdsSr (gene2942), located at the 247141-249638 bp of the scaffold233 in the genome of F. filiformis strain L11 (Figure 1B). The unique copy of chimeric FfSpdsSr also exists in the genomes of the other F. filiformis monokaryon strains, such as W23, L22, 6-3, and 6-21. In the genome of strain 6-3, obtained by the third-generation sequencing technology Pacbio [27], the unique chimeric FfSpdsSr was found to be located at the 1019207-1021705 bp of chromosome 06 (Figure 1B). This suggests that the unique and chimeric SpdsSr exists in F. filiformis universally.
In the same way, the conserved domain regions of SPDS and SR were used for local BLAST in the genome of N. crassa OR74A, respectively. Two separate orthologous proteins NCU06727 and NCU03748 were obtained. The length of the NCU06727 gene is 1715 bp and contains four exons and three introns (Figure 1C). Its full-length ORF with 876 bp encodes a protein with 291 aa, which contains only one main conserved domain: the polyamine biosynthesis domain (IPR030374). The exact domain of NCU06727 is the spermidine synthase tetramerization domain (IPR035246); thus, we renamed NCU06727 as NcSPDS (Figure 1C). The length of the NCU03748 gene is 1612 bp and contains four exons and three introns (Figure 1D). Its full-length ORF with 1347 bp encodes a protein with 448 aa, which contains only the saccharopine dehydrogenase domains. The detailed saccharopine dehydrogenase domains in NCU03748 include the saccharopine dehydrogenase NADP binding domain (IPR005097) and the saccharopine dehydrogenase C-terminal domain (IPR032095) (Figure 1D). Because that saccharopine dehydrogenase is in charge of the penultimate step of the fungal lysine biosynthesis and also called saccharopine reductase (SR) previously, we renamed NCU03748 as NcSR.
The polyamine biosynthesis domain (IPR030374) and the spermidine synthase tetramerization domain (IPR035246) are located at 11-246 aa and 12-66 aa in FfSPDS-SR and NcSPDS, respectively. Additionally, the saccharopine dehydrogenase NADP binding domain (IPR005097) and the saccharopine dehydrogenase C-terminal domain (IPR032095) are separated by 3 aa in both FfSPDS-SR and NcSR. The chimeric FfSPDS-SR protein is 11 more aa than NcSPDS plus NcSR, so these 11 aa region links SPDS and SR in chimeric FfSPDS-SR protein.
According to the genome of N. crassa OR74A, the NcSr gene was located at the 2288689-2290300 bp of the chromosome chrV (CM002240.1) (Figure 1E), while the NcSpds gene was located at the 4407920-4409634 bp of the chromosome chrV (CM002240.1) (Figure 1E). The NcSpds gene and NcSr gene are located on the same chromosome (chrV), but they are 2.1 Mb apart and have the opposite direction (Figure 1C,D). NcSpds and NcSr are two physically separate, relatively independent genes, with no forming of a chimeric gene.

3.2. The Chimeric FfSpdsSr Gene Presents in Heterokaryon of F. filiformis with Conserved and Unitary Transcript

In order to determine whether the alleles of the FfSpdsSr gene exist in different forms in two different nuclei of F. filiformis heterokaryon strain, we used two F. filiformis strains FL19 and NJ6, which are widely cultivated in the southeast of China. The heterokaryon FL19 separated two monokaryon L11 and monokaryon L22, while the heterokaryon NJ6 separated two monokaryon 6-3 and monokaryon 6-21. The genome sequences of the FfSpdsSr gene in L11, L22, 6-3, and 6-21 were performed multiple sequence alignment, the results showed that the length of the alleles of the FfSpdsSr gene in four strains is 2494-2498 bp, and the similarity was 99.3% among them (SNP site variation). Further, the full-length ORF of the FfSpdsSr gene was also performed PCR amplification and sequencing, using the primers designed at both ends of the ORF of FfSpdsSr (completely includes the ORF). The unique transcript (chimeric ORF of the chimeric FfSpdsSr gene) was confirmed by the single PCR band and the Sanger sequencing results in each of L11, L22, 6-3, and 6-21 strains (Figure 2A). Meanwhile, a single PCR band was also amplified for the full-length ORF of FfV-ATP and Ffβ-TUB in L11 and L22 as the positive control (Figure S1). The unique transcript sequence of FfSpdsSr is consistent with the results predicted by the genome, meaning that the exons, introns, and their sites of the FfSpdsSr gene are accurate. In addition, in order to explore whether the FfSpdsSr gene forms different alternative splicing variants during transcription through alternative splicing, we mapped the raw reads of the transcriptome from the different developmental stages on the FfSpdsSr gDNA sequence using ZOOM software. The mapping results showed that there are a total of five introns in the FfSpdsSr gene, which all showed a 5′ (GT) and 3′ (AG) splice site in four introns. Importantly, none of the reads were detected to be derived from adjacent exons and introns, meaning that all introns of FfSpdsSr were clipped out during transcription (Figure 2B). Together with the results of full-length ORF cloning and sequencing, this suggests that the gene FfSpdsSr has only one transcript: the fused CDS of SpdsSr.
Similarly, the beginning of the ORF of NcSpds as the forward primer and the end of the ORF of NcSr as the reverse primer were designed to test whether the chimeric SpdsSr transcript exists in N. crassa. The PCR, using cDNA as the template, was performed in the two strains (monokaryon FGSC#2489 and monokaryon FGSC#4200, which can mate into a heterokaryon strain) of N. crassa. There was no PCR band using the above primer pair in two N. crassa strains; however, a single PCR band was amplified for the full-length ORF of NcV-ATP and Ncβ-TUB as the positive control (Figure S1), confirming that NcSpds and NcSr do not form chimeric transcripts at the RNA level.

3.3. Gene Structure and Phylogeny Evolution of SPDS and SR in Fungi

In order to analyze whether chimeric SpdsSr is also present in fungi other than F. filiformis, we investigated 48 basidiomycetes, 27 ascomycetes, five chytridiomycetes, and two oomycetes; their complete genome sequences can be obtained in NCBI or JGI database. The conserved domain regions of SPDS and SR were used for local BLAST to obtain the orthologous gene of chimeric SpdsSr or the two separate Spds and Sr genes in the above species. The results showed that chimeric SpdsSr was found in all 48 basidiomycetes, while the separate Spds and Sr genes were found in all 27 ascomycetes, five chytridiomycetes, and two oomycetes. Furthermore, the phylogenetic trees were constructed based on the conserved SPDS and SR domain regions. Both the phylogenetic tree based on the SPDS domain (Figure 3A) and the phylogenetic tree based on the SR domain (Figure 3B) showed that 82 species are clustered into four groups: basidiomycetes, ascomycetes, chytridiomycetes, and oomycetes, which correspond to four phyla of fungi. This also suggests that the formation of chimeric SpdsSr is closely related to the evolution of fungi.

3.4. Expression Patterns of the Chimeric Gene SpdsSr in F. filiformis

In order to explore the roles of the chimeric FfSpdsSr gene in the growth and development of F. filiformis as well as in response to various environmental stresses, the transcription levels of FfSpdsSr were detected in different developmental stages, tissues, common environment factors (light and temperature), and stresses (H2O2 represents oxidative stress and exogenous MeJA represents mechanical damage signal). To verify whether the expression trend of 5′-end FfSpds-region and 3′-end FfSr-region of the chimeric gene FfSpdsSr was consistent, we designed the RT-qPCR primers FfSpds-qF/R and FfSr-qF/R on the FfSpds and FfSr conserved domain sequences, respectively. First of all, the expression trends of the FfSpds-region and the FfSr-region were highly consistent in all of the test samples because they belong to the unitary transcript of FfSpdsSr. During the three major developmental stages (PR, YF, EL), the transcription levels of FfSpdsSr showed an up-regulated trend from primordia to the elongation stage as the fruiting body grew (Figure 4A). For the stipe and pileus in the elongation stage, the transcription level of FfSpdsSr in the pileus (ELP) was about 4-fold higher than that in the stipe (ELS) (Figure 4B). Just as the blue light was usually used to shine F. filiformis in the factory, the two time points (1 h and 3 h, according to the previous study by Li et al. [18]) after blue light irradiation were used for the sample and detection. FfSpdsSr also up-regulated at 1 h and 3 h after blue light irradiation, and its relative expression level at BL-3h was higher than that at BL-1h (Figure 4C). According to the study of Lv et al. [19], four temperature gradients (15 °C, 20 °C, 25 °C, 30 °C) were used to detect the response expression of FfSpdsSr. FfSpdsSr showed no significant difference in expression under the 15 °C or 20 °C cultivations (low temperature) compared with the 25 °C cultivation (the optimum temperature), while it showed a 2.5-fold up-regulation under the 30 °C cultivation (high temperature) (Figure 4D). Besides the light and temperature, many cultivation substrates often bring oxidative stress and mechanical damage often occurs. During the growth of F. filiformis, we adopted the exogenous addition of H2O2 (5 mM and 10 mM, according to Liu et al. [20]) and MeJA (0.01 mM and 0.02 mM, according to Ren et al. [21]) as two cases of environmental stress to detect the response expression of FfSpdsSr. The RT-qPCR results showed that FfSpdsSr significantly up-regulated under 10 mM H2O2 treatment (Figure 4E) or under 0.01-0.02 mM MeJA treatment (Figure 4F).

3.5. Similar Expression Patterns of NcSpds and NcSr in N. crassa

Although Spds and Sr are two separate and independent genes in ascomycetes, we wondered if there was some correlation between expression and function. Since N. crassa is a model ascomycetes species, there have been numerous genome-wide expression profile data under a variety of different conditions; we downloaded, in total, 15 sets of RNA-Seq data from the GEO database, in order to analyze the expression correlation of NcSpds and NcSr. These 15 sets of RNA-Seq data were gathered from different experimenters around the world and included a total of 218 samples. Although different sequencing depths among RNA-Seq datasets led to a large range of changes in the absolute expression value for each gene, RPKM values of NcSpds and NcSr were calculated under the same internal standard and can be compared in each sample. Thus, we performed the correlation analysis based on the RPKM values of NcSpds and NcSr obtained from the above RNA-Seq datasets.
In group 1 (Figure 5A), there were a total of 54 samples involved in different nutritional resources, including avicel, sucrose, no carbon, xylan, and straw. In general, RPKM values of NcSpds and NcSr showed similar patterns under these nutritional conditions, and the correlation coefficient rs value was 0.9209 (p < 0.0001) (Figure 5B), which was larger than the threshold of the strong correlation coefficient, 0.8. In Figure 5B, most of the sample points clustered within the 95% confidence bands of the best-fit line. In addition, the RPKM peak of NcSpds and NcSr mainly appeared in the sample under the sucrose nutrient condition.
In group 2 (Figure 5C), there were a total of 13 samples involved in the different development stages, including perithecium wall, centrum parenchyma, asci, paraphyses, ostiole, etc. The RPKM values of NcSpds and NcSr showed slightly similar patterns under these development stages, and the correlation coefficient rp value was 0.7816 (p = 0.0016) (Figure 5D), which was slightly lower than the threshold of strong correlation coefficient, 0.8, but still higher than the threshold of acceptable correlation coefficient, 0.6. In addition, the RPKM peak of NcSpds and NcSr mainly appeared in the sample around sexual development.
In group 3 (Figure 5E), there were a total of 36 samples involved in the different stresses, including dimethylsulfoxide, staurosporine, light, dithiothreitol, tunicamycin, etc. In general, the RPKM values of NcSpds and NcSr showed highly similar patterns under these stresses, and the correlation coefficient rs value was 0.9305 (p < 0.0001) (Figure 5F), which was higher than the threshold of strong correlation coefficient 0.8. In Figure 5F, most sample points are clustered within the 95% confidence bands of the best-fit line. The RPKM peak of NcSpds and NcSr mainly appeared in the sample under dimethylsulfoxide stress.
In group 4 (Figure 5G), there were a total of 115 different mutant strain samples. The RPKM values of NcSpds and NcSr showed a slightly similar pattern under these strains, and the correlation coefficient rs value was 0.7367 (p < 0.0001) (Figure 5H), less than 0.8 but still higher than the threshold of acceptable correlation coefficient, 0.6. When we put all 218 samples together for analysis (Figure 5I), the absolute expression of NcSpds and NcSr showed a very similar trend, and the correlation coefficient rs value was 0.9214 (p < 0.0001) (Figure 5J), suggesting that NcSpds and NcSr were strongly correlated at the transcription level.

4. Discussion

Gene fusion means that two or more independent genes are placed in one set of ORFs via chromosomal rearrangement and combination, which is under the same regulatory sequence, including promoter and terminator. The result of gene fusion is to form a chimeric gene, and the expression product of the chimeric gene is chimeric protein. In most cases, gene fusion can result in abnormal sequences, disordered expression of certain genes, and protein function deactivation, which can lead to or promote the development of tumors. In past studies, a natural chimeric gene was mostly found in cancer cells, so many chimeric genes have been established as important biomarkers and therapeutic targets in multiple cancer types [29]. To date, it has been rarely reported in normal plant, animal, and fungal cells. Thus, in this study, the discovery of the natural chimeric gene SPDS-SR in basidiomycetes such as F. filiformis, as well as the confirmation of its single copy and unique variant spliceosome, are of great biological significance for the study of gene evolution. This is because gene fusion events can serve as phylogenetic markers [30].
In the 27 ascomycetes investigated in this paper, SPDS and SR did not fuse but existed independently as two genes. The cis-regulatory sequences of the promoters of these two genes are also different. However, from 15 sets of expression profile data, the expression patterns of Spds and Sr showed a highly positive correlation. Due to these expression profile data being derived from high-throughput RNA-Seq under the different sample types, different treatments, different strains, and different experiment times, the positive correlation obtained by statistics is highly reliable. It also suggests that the transcription of Spds and Sr (although they are not fused) tended to synchronize in ascomycetes, especially in some special development periods and under some environmental factor treatments.
The similar expression patterns of Spds and Sr in ascomycetes may be due to the fact that they are regulated by the same transcription factor (although there are no reports about this). The fusion of the two genes may improve the regulation efficiency [6]. Another possibility is that the fungi require the combined action of polyamines and lysine during the special growth and development stages or in response to some environmental changes, as this study found that high expression of NcSpds and NcSr appeared during sexual development or under osmotic stress (DMSO treatment), etc. Coincidentally, FfSpdsSr also significantly up-regulated during the pileus’ rapid development or under several environmental stressors, including blue light, high temperature, H2O2, and MeJA treatment. Therefore, co-expression of the two genes encoding synthetase is required in ascomycetes. While in basidiomycetes, these two genes directly form the one chimeric gene. The occurrence of SpdsSr forming a chimeric gene also suggests that spermidine and lysine biosynthesis are linked directly. Previous studies have proved the involvement of spermidine as an antioxidant against the potential abiotic-stress-derived oxidative damage [31]. Spermidine, as a type of signaling molecule, also play important roles in growth and development and the defense against biotic and abiotic stresses, while lysine is directly involved in many biological processes, such as constituent protein structure, stress response, secondary metabolites biosynthesis, etc. [32]. Both spermidine and lysine can promote growth, cell division, DNA replication, and cell differentiation through interacting with nucleic acids, proteins, and phospholipids to regulate the physical and chemical properties of the membrane, the structure and function of nucleic acids, and the activity of enzymes. It has been reported that the deficiency of polyamines and lysine can cause an imbalance of ROS homeostasis and a disorder of physiological function.
Gene fusion of related functions can improve the efficiency of biochemical reactions and signal transduction, as well as promote the coordinated regulation of their expression [33]. Based on the analysis of the cis-elements of the promoter of the SpdsSr gene in basidiomycetes and Spds and Sr genes in ascomycetes and the summary of the existing expression profile data, it can be seen that SpdsSr, Spds, and Sr are mainly found in the rapid development period of fruiting bodies (such as the rapid elongation stage of F. filiformis); in the tissue parts of sexual reproductive organs (such as the pileus development and the basidiospore formation); and when multiple environmental factors, including blue light, high-temperature stress, oxidative stress (such as H2O2 treatment), and hormonal changes (such as MeJA treatment), are up-regulated. This suggests that SpdsSr (or the combination of spermidine and lysine) may be mainly involved in the growth and development process of fungi and play important roles in coping with environmental stress. This is also supported by the fact that the fusion of SPE3-LYS9 in C. neoformans is important for virulence and survival in vivo, and that the spe3-lys9 mutants were avirulent and unable to survive in vivo [7].
From an evolutionary point of view, ascomycetes seem to be more junior and basidiomycetes more advanced. Basidiomycetes (especially large edible fungi) have the characteristics of fruiting bodies, such as a stipe and pileus. Meanwhile, during the development of fruiting bodies, basidiomycetes are more susceptible to changes in environmental factors such as temperature and light. These environmental factors also regulate the changes in the shapes and colors of basidiomycetes from time to time, so that fungi can better adapt to the living environment. The functional convergent evolution of the fused SpdsSr suggests the evolutionary advantages of basidiomycetes in utilizing spermidine and lysine. At present, there is no sufficient evidence as to whether SpdsSr is to meet the growth and development and cope with the changes of environmental factors. However, the phenomenon of the natural fusion form and co-expression pattern in basidiomycetes should indeed attract the interest of fungal researchers. It is also worth attention to further reveal the biological significance of this fusion phenomenon from heredity and evolution.

5. Conclusions

The spermidine synthetase and saccharopine reductase encoding genes form a natural chimeric gene, FfSpdsSr, in F. filiformis, which is also found to present in the other 48 tested basidiomycetes, while the two separate Spds and Sr genes independently present in N. crassa and are also found to present in the other tested 27 ascomycetes, five chytridiomycetes, and two oomycetes. In F. filiformis, the full-length ORF PCR results and no alternative splicing variant of FfSpdsSr confirms that the unique chimeric FfSpdsSr transcript functions in F. filiformis. FfSpdsSr mainly up-regulated in the elongation stage and pileus development of F. filiformis, as well as under the blue light, high-temperature, H2O2, and MeJA treatments. Interestingly, the separate NcSpds and NcSr in N. crassa were found to share highly similar co-expression patterns in the total 15 RNA-Seq datasets, including 218 samples with different strains and different nutritional and environmental condition treatments. This implies that the fusion of Spds and Sr may have great biological significance and meet evolutionary needs.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/jof9030352/s1, Figure S1: PCR of the full-length ORF of internal control genes in F. filiformis and N. crassa; Table S1: The primers used in this study; Table S2: The gene accession number used in this study.

Author Contributions

Conceptualization, Y.T. and B.X.; methodology, Y.Y., X.X., L.S., J.W. and T.X.; software, X.L., M.C., X.D. and C.Y.; resources, H.L., X.L. and H.S.; data curation, Y.Y., T.X., L.S. and H.S.; writing—original draft preparation, Y.Y., X.X. and J.W.; writing—review and editing, Y.T., B.X., Y.Y. and X.X.; visualization, Y.Y. and Y.T.; supervision, Y.T. and B.X. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by grants from the Natural Science Foundation of Fujian Province of China (2019J01380), the National Natural Science Foundation of China (31902088), the Natural Science Foundation for Distinguished Young Scholar of Fujian Agriculture and Forestry University of China (xjq201919), the Excellent Master Thesis Cultivation Fund of Fujian Agriculture and Forestry University (Yayong Yang: 1122YS01011), the National College students Innovation and Entrepreneurship Plan Training Project (Zhuohan Jing: 202210389031), the College Students Innovation and Entrepreneurship Plan Training Project of Fujian Agriculture and Forestry University (Xiaoyu Li: 202210389213), the Seed Industry Innovation and Industrialization Project of Fujian Province of China (zycxny2021012), the Key Research and Development Planning Project of Hebei Province (21326315D), and the HAAFS Science and Technology Innovation Special Project (2022KJCXZX-JZS-9).

Institutional Review Board Statement

This study did not involve humans or animals.

Informed Consent Statement

Not applicable.

Data Availability Statement

All experimental data in this study will be made available upon reasonable request from readers. Publicly available datasets were analyzed in this study. Data is available at NCBI GEO: GSE35227, GSE44100, GSE44673, GSE52316, GSE60986, GSE68517, GSE42692, GSE51091, GSE41484, GSE53013, GSE52153, GSE53534, GSE61949, GSE60004 and GSE45406. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/ (accessed on 25 September 2022).

Conflicts of Interest

The authors declare no conflict of interest.

Abbreviations

SPDSSpermidine synthetase
SRSaccharopine reductase
AAAα-Aminoadipate
CYMComplete yeast medium
PDAPotato dextrose agar
PRPrimordia
YFYoung fruiting body
ELElongation stage
ELPPileus in elongation stage
ELSStipe in elongation stage
JAJasmonic acid
MeJAMethyl jasmonate
RT-qPCRReal-Time quantitative PCR
SDStandard deviation
BL-1h1 h under blue light irradiation
BL-3h3 h under blue light irradiation
GEOGene Expression Omnibus

References

  1. Williford, A.; Betrán, E. Gene Fusion. eLS 2013. [Google Scholar] [CrossRef]
  2. Rogers, R.L.; Hartl, D.L. Chimeric Genes as a Source of Rapid Evolution in Drosophila melanogaster. Mol. Biol. Evol. 2012, 29, 517–529. [Google Scholar] [CrossRef] [Green Version]
  3. Ma, L.; Yang, S.; Zhao, W.; Tang, Z.; Zhang, T.; Li, K. Identification and analysis of pig chimeric mRNAs using RNA sequencing data. BMC Genom. 2012, 13, 429. [Google Scholar] [CrossRef] [Green Version]
  4. Dai, X.; Theobard, R.; Cheng, H.; Xing, M.; Zhang, J. Fusion genes: A promising tool combating against cancer. Biochim. Biophys. Acta Rev. Cancer 2018, 1869, 149–160. [Google Scholar] [CrossRef]
  5. Chen, F.; Zhang, L.; Lin, Z.; Cheng, Z.-M.M. Identification of a novel fused gene family implicates convergent evolution in eukaryotic calcium signaling. BMC Genom. 2018, 19, 306. [Google Scholar] [CrossRef] [PubMed]
  6. Hansen, B.G.; Mnich, E.; Nielsen, K.F.; Nielsen, J.B.; Nielsen, M.T.; Mortensen, U.H.; Larsen, T.O.; Patil, K.R. Involvement of a Natural Fusion of a Cytochrome P450 and a Hydrolase in Mycophenolic Acid Biosynthesis. Appl. Environ. Microbiol. 2012, 78, 4908–4913. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  7. Kingsbury, J.M.; Yang, Z.; Ganous, T.M.; Cox, G.M.; McCusker, J.H. Novel Chimeric Spermidine Synthase-Saccharopine Dehydrogenase Gene (SPE3-LYS9) in the Human Pathogen Cryptococcus neoformans. Eukaryot. Cell 2004, 3, 752–763. [Google Scholar] [CrossRef] [Green Version]
  8. Winston, M.K.; Bhattacharjee, J.K. Biosynthetic and regulatory role of lys9 mutants of Saccharomyces cerevisiae. Curr. Genet. 1987, 11, 393–398. [Google Scholar] [CrossRef]
  9. Zabriskie, T.M.; Jackson, M.D. Lysine biosynthesis and metabolism in fungi. Nat. Prod. Rep. 2000, 17, 85–97. [Google Scholar] [CrossRef]
  10. Xu, H.; Andi, B.; Qian, J.; West, A.H.; Cook, P.F. The α-Aminoadipate Pathway for Lysine Biosynthesis in Fungi. Cell Biochem. Biophys. 2006, 46, 43–64. [Google Scholar] [CrossRef]
  11. Song, Z.; He, M.; Zhao, R.; Qi, L.; Chen, G.; Yin, W.-B.; Li, W. Molecular Evolution of Lysine Biosynthesis in Agaricomycetes. J. Fungi 2021, 8, 37. [Google Scholar] [CrossRef]
  12. Rocha, R.O.; Wilson, R.A. Essential, deadly, enigmatic: Polyamine metabolism and roles in fungal cells. Fungal Biol. Rev. 2019, 33, 47–57. [Google Scholar] [CrossRef]
  13. Valdés-Santiago, L.; Ruiz-Herrera, J. Stress and polyamine metabolism in fungi. Front. Chem. 2014, 1, e42. [Google Scholar] [CrossRef] [Green Version]
  14. Galili, G. New Insights into the Regulation and Functional Significance of Lysine Metabolism in Plants. Annu. Rev. Plant Biol. 2002, 53, 27–43. [Google Scholar] [CrossRef]
  15. Bai, P.; Park, C.H.; Shirsekar, G.; Songkumarn, P.; Bellizzi, M.; Wang, G.L. Role of lysine residues of the Magnaporthe oryzae effector AvrPiz-t in effector- and PAMP-triggered immunity. Mol. Plant Pathol. 2019, 20, 599–608. [Google Scholar] [CrossRef] [Green Version]
  16. Liu, F.; Wang, W.; Chen, B.-Z.; Xie, B.-G. Homocitrate Synthase Expression and Lysine Content in Fruiting Body of Different Developmental Stages in Flammulina velutipes. Curr. Microbiol. 2015, 70, 821–828. [Google Scholar] [CrossRef] [PubMed]
  17. Tao, Y.; Chen, R.; Yan, J.; Long, Y.; Tong, Z.; Song, H.; Xie, B. A hydrophobin gene, Hyd9, plays an important role in the formation of aerial hyphae and primordia in Flammulina filiformis. Gene 2019, 706, 84–90. [Google Scholar] [CrossRef] [PubMed]
  18. Li, J.; Xu, C.; Jing, Z.; Li, X.; Li, H.; Chen, Y.; Shao, Y.; Cai, J.; Wang, B.; Xie, B.; et al. Blue light and its receptor white collar complex (FfWCC) regulates mycelial growth and fruiting body development in Flammulina filiformis. Sci. Hortic. 2023, 309, 111623. [Google Scholar] [CrossRef]
  19. Lv, X. Annotation of Pheromone Signaling Pathway and Functional Study of Gene ste12 in Flammulina filiformis. Master’s Thesis, Shandong Agricultural University, Taian, China, 2022. [Google Scholar] [CrossRef]
  20. Liu, Y.; Ma, X.; Long, Y.; Yao, S.; Wei, C.; Han, X.; Gan, B.; Yan, J.; Xie, B. Effects of β-1,6-Glucan Synthase Gene (FfGS6) Overexpression on Stress Response and Fruit Body Development in Flammulina filiformis. Genes 2022, 13, 1753. [Google Scholar] [CrossRef]
  21. Ren, A.; Qin, L.; Shi, L.; Dong, X.; Mu, D.S.; Li, Y.X.; Zhao, M.W. Methyl jasmonate induces ganoderic acid biosynthesis in the basidiomycetous fungus Ganoderma lucidum. Bioresour. Technol. 2010, 101, 6785–6790. [Google Scholar] [CrossRef]
  22. Schulze, A.; Zimmer, M.; Mielke, S.; Stellmach, H.; Melnyk, C.W.; Hause, B.; Gasperini, D. Wound-Induced Shoot-to-Root Relocation of JA-Ile Precursors Coordinates Arabidopsis Growth. Mol. Plant 2019, 12, 1383–1394. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  23. Kumar, S.; Stecher, G.; Li, M.; Knyaz, C.; Tamura, K. MEGA X: Molecular Evolutionary Genetics Analysis across Computing Platforms. Mol. Biol. Evol. 2018, 35, 1547–1549. [Google Scholar] [CrossRef]
  24. Tao, Y.; van Peer, A.F.; Huang, Q.; Shao, Y.; Zhang, L.; Xie, B.; Jiang, Y.; Zhu, J.; Xie, B. Identification of novel and robust internal control genes from Volvariella volvacea that are suitable for RT-qPCR in filamentous fungi. Sci. Rep. 2016, 6, 29236. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  25. Yang, Y.; Xu, X.; Jing, Z.; Ye, J.; Li, H.; Li, X.; Shi, L.; Chen, M.; Wang, T.; Xie, B.; et al. Genome-Wide Screening and Stability Verification of the Robust Internal Control Genes for RT-qPCR in Filamentous Fungi. J. Fungi 2022, 8, 952. [Google Scholar] [CrossRef] [PubMed]
  26. Liu, J.; Wang, R.; Zhang, D.; Shang, X.; Tan, Q. Analysis of genes related to lysine biosynthesis based on whole genome of Flammulina velutipes. Microbiol. China 2016, 43, 2225–2233. [Google Scholar] [CrossRef]
  27. Xu, W.; Huang, R.; Liu, Y.; Tong, Z.; Han, X.; Xie, L.; Xie, B. Genome sequencing and assembly strategy analyses of Flammulina filiformis. Mycosystema 2018, 37, 1578–1585. [Google Scholar] [CrossRef]
  28. Akey, J.M.; Palma-Guerrero, J.; Hall, C.R.; Kowbel, D.; Welch, J.; Taylor, J.W.; Brem, R.B.; Glass, N.L. Genome Wide Association Identifies Novel Loci Involved in Fungal Communication. PLOS Genet. 2013, 9, e1003669. [Google Scholar] [CrossRef] [Green Version]
  29. Kim, P.; Zhou, X. FusionGDB: Fusion gene annotation DataBase. Nucleic Acids Res. 2019, 47, D994–D1004. [Google Scholar] [CrossRef]
  30. Leonard, G.; Richards, T.A. Genome-scale comparative analysis of gene fusions, gene fissions, and the fungal tree of life. Proc. Natl. Acad. Sci. USA 2012, 109, 21402–21407. [Google Scholar] [CrossRef] [Green Version]
  31. Groppa, M.D.; Benavides, M.P. Polyamines and abiotic stress: Recent advances. Amino Acids 2008, 34, 35–45. [Google Scholar] [CrossRef]
  32. Quezada, H.; Aranda, C.; DeLuna, A.; Hernández, H.; Calcagno, M.L.; Marín-Hernández, A.; González, A. Specialization of the paralogue LYS21 determines lysine biosynthesis under respiratory metabolism in Saccharomyces cerevisiae. Microbiology 2008, 154, 1656–1667. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  33. Yanai, I.; Wolf, Y.I.; Koonin, E.V. Evolution of gene fusions: Horizontal transfer versus independent events. Genome Biol. 2002, 3, research0024.1. [Google Scholar] [CrossRef]
Figure 1. Gene structures and protein conserved domains of FfSpdsSr in Flammulina filiformis and NcSpds and NcSr in Neurospora crassa. (A) Gene structures and protein conserved domains of FfSpdsSr in F. filiformis. Thick lines represent exons and thin lines represent introns. (B) The location of the FfSpdsSr gene in the genome of F. filiformis strains L11 and 6-3. The green rectangles represent the region of the FfSpdsSr gene on the chromosome. The black arrows indicate the ORF direction of the FfSpdsSr gene. (C) Gene structures and protein conserved domains of NcSpds in N. crassa. Thick lines represent exons and thin lines represent introns. (D) Gene structures and protein conserved domains of NcSr in N. crassa. Thick lines represent exons and thin lines represent introns. (E) The blue rectangle and red rectangle represent the region of NcSr and NcSpds genes on the chromosome in N. crassa, respectively. The black arrows represent the ORF direction of NcSpds and NcSr genes.
Figure 1. Gene structures and protein conserved domains of FfSpdsSr in Flammulina filiformis and NcSpds and NcSr in Neurospora crassa. (A) Gene structures and protein conserved domains of FfSpdsSr in F. filiformis. Thick lines represent exons and thin lines represent introns. (B) The location of the FfSpdsSr gene in the genome of F. filiformis strains L11 and 6-3. The green rectangles represent the region of the FfSpdsSr gene on the chromosome. The black arrows indicate the ORF direction of the FfSpdsSr gene. (C) Gene structures and protein conserved domains of NcSpds in N. crassa. Thick lines represent exons and thin lines represent introns. (D) Gene structures and protein conserved domains of NcSr in N. crassa. Thick lines represent exons and thin lines represent introns. (E) The blue rectangle and red rectangle represent the region of NcSr and NcSpds genes on the chromosome in N. crassa, respectively. The black arrows represent the ORF direction of NcSpds and NcSr genes.
Jof 09 00352 g001
Figure 2. Validation of the full-length ORF and unitary transcript of FfSpdsSr gene in F. filiformis. (A) Full-length ORF amplification results of FfSpdsSr gene in F. filiformis. Numbers 1–4 represent the full-length ORF of chimeric FfSpdsSr amplified from cDNA of monokaryon L11 (isolated from dikaryon FL19), L22 (isolated from dikaryon FL19), 6-3 (isolated from dikaryon NJ6), and 6-21 (isolated from dikaryon NJ6) in F filiformis, respectively. Number 5 represents the full length of gDNA of FfSpdsSr in F. filiformis strain L11. Numbers 6–7 represent the PCR results using cDNA as template and the combined primers (the beginning of ORF of NcSpds as forward primer and the end of ORF of NcSr as reverse primer) in N. crassa strain, FGSC#4200 and FGSC#2489. The markers 2000 and 5000 are shown on the side of the electropherogram. (B) Alternative splicing analysis of FfSpdsSr in F. filiformis. The orange parts represent the intron region of FfSpdsSr.
Figure 2. Validation of the full-length ORF and unitary transcript of FfSpdsSr gene in F. filiformis. (A) Full-length ORF amplification results of FfSpdsSr gene in F. filiformis. Numbers 1–4 represent the full-length ORF of chimeric FfSpdsSr amplified from cDNA of monokaryon L11 (isolated from dikaryon FL19), L22 (isolated from dikaryon FL19), 6-3 (isolated from dikaryon NJ6), and 6-21 (isolated from dikaryon NJ6) in F filiformis, respectively. Number 5 represents the full length of gDNA of FfSpdsSr in F. filiformis strain L11. Numbers 6–7 represent the PCR results using cDNA as template and the combined primers (the beginning of ORF of NcSpds as forward primer and the end of ORF of NcSr as reverse primer) in N. crassa strain, FGSC#4200 and FGSC#2489. The markers 2000 and 5000 are shown on the side of the electropherogram. (B) Alternative splicing analysis of FfSpdsSr in F. filiformis. The orange parts represent the intron region of FfSpdsSr.
Jof 09 00352 g002
Figure 3. Phylogenetic analysis of SPDS and SR in fungi. (A) Phylogenetic trees based on SPDS domain in fungi, including basidiomycetes, ascomycetes, chytrid fungi, and oomycetes. (B) Phylogenetic trees based on SR domain in fungi, including basidiomycetes, ascomycetes, chytridiomycetes, and oomycetes.
Figure 3. Phylogenetic analysis of SPDS and SR in fungi. (A) Phylogenetic trees based on SPDS domain in fungi, including basidiomycetes, ascomycetes, chytrid fungi, and oomycetes. (B) Phylogenetic trees based on SR domain in fungi, including basidiomycetes, ascomycetes, chytridiomycetes, and oomycetes.
Jof 09 00352 g003
Figure 4. Relative expression levels of FfSpdsSr gene in different developmental stages, different tissues, and under different environmental factors in F. filiformis. (A) Relative expression levels of FfSpdsSr in different developmental stages of strain FL19. PR: primordia; YF: young fruiting body EL: elongation stage. (B) Relative expression levels of FfSpdsSr in different tissues of strain FL19. ELS: stipe in elongation stage; ELP: pileus in elongation stage. (C) Relative expression levels of FfSpdsSr under blue light conditions. BL-1h: 1 h under blue light irradiation, BL-3h: 3 h under blue light irradiation. (D) Relative expression levels of the FfSpdsSr gene of F. filiformis in strain FL19 under different temperature gradients, including 15 °C (cold stress), 20 °C (low-temperature stress), 25 °C (the optimum temperature, as control), and 30 °C (high-temperature stress). (E) Relative expression levels of FfSpdsSr gene of F. filiformis in strain FL19 under H2O2 condition. (F) Relative expression levels of FfSpdsSr gene of F. filiformis in strain FL19 under MeJA condition. (AF) Spds represents the RT-qPCR results using the primers FfSpdsF/R designed in the SPDS domain, and Sr represents the RT-qPCR results using the primer FfSrF/R designed in the SR domain. All values are the means ± SD of three independent experiments, and the lowercase letters indicate significant differences among different samples (p < 0.05).
Figure 4. Relative expression levels of FfSpdsSr gene in different developmental stages, different tissues, and under different environmental factors in F. filiformis. (A) Relative expression levels of FfSpdsSr in different developmental stages of strain FL19. PR: primordia; YF: young fruiting body EL: elongation stage. (B) Relative expression levels of FfSpdsSr in different tissues of strain FL19. ELS: stipe in elongation stage; ELP: pileus in elongation stage. (C) Relative expression levels of FfSpdsSr under blue light conditions. BL-1h: 1 h under blue light irradiation, BL-3h: 3 h under blue light irradiation. (D) Relative expression levels of the FfSpdsSr gene of F. filiformis in strain FL19 under different temperature gradients, including 15 °C (cold stress), 20 °C (low-temperature stress), 25 °C (the optimum temperature, as control), and 30 °C (high-temperature stress). (E) Relative expression levels of FfSpdsSr gene of F. filiformis in strain FL19 under H2O2 condition. (F) Relative expression levels of FfSpdsSr gene of F. filiformis in strain FL19 under MeJA condition. (AF) Spds represents the RT-qPCR results using the primers FfSpdsF/R designed in the SPDS domain, and Sr represents the RT-qPCR results using the primer FfSrF/R designed in the SR domain. All values are the means ± SD of three independent experiments, and the lowercase letters indicate significant differences among different samples (p < 0.05).
Jof 09 00352 g004
Figure 5. Correlation analyses of expression levels of NcSpds and NcSr in N. crassa. (A,B) Correlation analyses of expression levels of NcSpds and NcSr in the different nutritional resources, including avicel, sucrose, no carbon, xylan, barleystraw, cornstraw, rice straw, soybean straw, wheatstraw, pectin, orange peel powder (OPP), L-arabinose, D-glucose, and D-xylose (RNA-Seq data: GSE35227, GSE44100, GSE44673, GSE52316, GSE60986, GSE68517, GSE42692 and GSE51091). (C,D) Correlation analyses of expression levels of NcSpds and NcSr in the different development stages, including perithecium wall (PW), centrum parenchyma (CP), asci (AS), paraphyses (PP), and ostiole (OS) (RNA-Seq data GSE41484). (E,F) Correlation analyses of expression levels of NcSpds and NcSr under the different stresses, including dimethylsulfoxide (DMSO), staurosporine (STS), dark, light for 15 min, light for 60 min, light for 120 min, light for 240 min, dithiothreitol (DTT, 5 mM), DTT (0.1 mM), H2O, tunicamycin (TM, 40 μg/mL), and TM (5 μg/mL) (RNA-Seq data: GSE53013, GSE52153, GSE53534 and GSE61949). (G,H) Correlation analyses of expression levels of NcSpds and NcSr in the 115 different strains, including Δ3βG, CPL4, and CPL7 and the 112 strains collected in Louisiana [28] (RNA-Seq data: GSE60004 and GSE45406). (I,J) Correlation analyses of expression levels of NcSpds and NcSr in all 218 samples from RNA-Seq data. (A,C,E,G,I) The red lines and the blue lines represent the expression levels of NcSpds and NcSr, respectively. (B,D,F,H,J) Correlation analyses were performed on the expression levels of NcSpds and NcSr. The “rp” was the Pearson correlation coefficient and the “rs” was the Spearman correlation coefficient. The black dots represent the expression level of NcSpds and NcSr in each sample. The black dotted line represents the 95% confidence bands of the best-fit line.
Figure 5. Correlation analyses of expression levels of NcSpds and NcSr in N. crassa. (A,B) Correlation analyses of expression levels of NcSpds and NcSr in the different nutritional resources, including avicel, sucrose, no carbon, xylan, barleystraw, cornstraw, rice straw, soybean straw, wheatstraw, pectin, orange peel powder (OPP), L-arabinose, D-glucose, and D-xylose (RNA-Seq data: GSE35227, GSE44100, GSE44673, GSE52316, GSE60986, GSE68517, GSE42692 and GSE51091). (C,D) Correlation analyses of expression levels of NcSpds and NcSr in the different development stages, including perithecium wall (PW), centrum parenchyma (CP), asci (AS), paraphyses (PP), and ostiole (OS) (RNA-Seq data GSE41484). (E,F) Correlation analyses of expression levels of NcSpds and NcSr under the different stresses, including dimethylsulfoxide (DMSO), staurosporine (STS), dark, light for 15 min, light for 60 min, light for 120 min, light for 240 min, dithiothreitol (DTT, 5 mM), DTT (0.1 mM), H2O, tunicamycin (TM, 40 μg/mL), and TM (5 μg/mL) (RNA-Seq data: GSE53013, GSE52153, GSE53534 and GSE61949). (G,H) Correlation analyses of expression levels of NcSpds and NcSr in the 115 different strains, including Δ3βG, CPL4, and CPL7 and the 112 strains collected in Louisiana [28] (RNA-Seq data: GSE60004 and GSE45406). (I,J) Correlation analyses of expression levels of NcSpds and NcSr in all 218 samples from RNA-Seq data. (A,C,E,G,I) The red lines and the blue lines represent the expression levels of NcSpds and NcSr, respectively. (B,D,F,H,J) Correlation analyses were performed on the expression levels of NcSpds and NcSr. The “rp” was the Pearson correlation coefficient and the “rs” was the Spearman correlation coefficient. The black dots represent the expression level of NcSpds and NcSr in each sample. The black dotted line represents the 95% confidence bands of the best-fit line.
Jof 09 00352 g005
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Yang, Y.; Shi, L.; Xu, X.; Wen, J.; Xie, T.; Li, H.; Li, X.; Chen, M.; Dou, X.; Yuan, C.; et al. Spermidine Synthase and Saccharopine Reductase Have Co-Expression Patterns Both in Basidiomycetes with Fusion Form and Ascomycetes with Separate Form. J. Fungi 2023, 9, 352. https://doi.org/10.3390/jof9030352

AMA Style

Yang Y, Shi L, Xu X, Wen J, Xie T, Li H, Li X, Chen M, Dou X, Yuan C, et al. Spermidine Synthase and Saccharopine Reductase Have Co-Expression Patterns Both in Basidiomycetes with Fusion Form and Ascomycetes with Separate Form. Journal of Fungi. 2023; 9(3):352. https://doi.org/10.3390/jof9030352

Chicago/Turabian Style

Yang, Yayong, Lei Shi, Xinyu Xu, Jin Wen, Tianyue Xie, Hui Li, Xiaoyu Li, Mengyu Chen, Xinyi Dou, Chengjin Yuan, and et al. 2023. "Spermidine Synthase and Saccharopine Reductase Have Co-Expression Patterns Both in Basidiomycetes with Fusion Form and Ascomycetes with Separate Form" Journal of Fungi 9, no. 3: 352. https://doi.org/10.3390/jof9030352

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

Article Metrics

Back to TopTop