Figures
Abstract
Huperzine A is important in the treatment of Alzheimer’s disease. There are major challenges for the mass production of huperzine A from plants due to the limited number of huperzine-A-producing plants, as well as the low content of huperzine A in these plants. Various endophytic fungi produce huperzine A. Colletotrichum gloeosporioides ES026 was previously isolated from a huperzine-A-producing plant Huperzia serrata, and this fungus also produces huperzine A. In this study, de novo RNA sequencing of C. gloeosporioides ES026 was carried out with an Illumina HiSeq2000. A total of 4,324,299,051 bp from 50,442,617 high-quality sequence reads of ES026 were obtained. These raw data were assembled into 24,998 unigenes, 40,536,684 residues and 19,790 genes. The majority of the unique sequences were assigned to corresponding putative functions based on BLAST searches of public databases. The molecular functions, biological processes and biochemical pathways of these unique sequences were determined using gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) assignments. A gene encoding copper amine oxidase (CAO) (unigene 9322) was annotated for the conversion of cadaverine to 5-aminopentanal in the biosynthesis of huperzine A. This gene was also detected in the root, stem and leaf of H. serrata. Furthermore, a close relationship was observed between expression of the CAO gene (unigene 9322) and quantity of crude huperzine A extracted from ES026. Therefore, CAO might be involved in the biosynthesis of huperzine A and it most likely plays a key role in regulating the content of huperzine A in ES026.
Citation: Zhang G, Wang W, Zhang X, Xia Q, Zhao X, Ahn Y, et al. (2015) De Novo RNA Sequencing and Transcriptome Analysis of Colletotrichum gloeosporioides ES026 Reveal Genes Related to Biosynthesis of Huperzine A. PLoS ONE 10(3): e0120809. https://doi.org/10.1371/journal.pone.0120809
Academic Editor: Brett Neilan, University of New South Wales, AUSTRALIA
Received: May 12, 2014; Accepted: February 5, 2015; Published: March 23, 2015
Copyright: © 2015 Zhang et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited
Data Availability: All sequencing files are available from the NCBI database (accession number SRP038110) http://www.ncbi.nlm.nih.gov/bioproject/?term=PRJNA238599.
Funding: Funding for this work came from the National Natural Science Foundation of China (Grant No. 81202870, http://www.nsfc.gov.cn/) and the Ministry of Science and Technology of the People's Republic of China through the Project of International Scientific and Technological Cooperation between China and South Korea (Grant No. 2011DFA31290, http://www.most.gov.cn/). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Introduction
Huperzine A, a pyridine-type alkaloid, was first isolated from the traditional Chinese medicinal plant Huperzia serrata. The chemical structure of this compound is shown in Fig. 1 [1]. Huperzine A is a highly specific and reversible inhibitor of acetylcholinesterase (AChE) and has low toxicity, thus, it is effective and safe in the treatment of Alzheimer’s disease (AD) [2–4].
H. serrata produces various types of lycopodium alkaloids, and some of these alkaloids have valuable pharmaceutical applications [5,6]. However, H. serrata has a limited distribution and a long vegetative cycle. Under native conditions, H. serrata grows slowly in specific habitats and normally requires 15–20 years to reach maturity after spore germination [7]. Although H. serrata is the original source of huperzine A, it possesses a low content of huperzine A (80 μg/g cell dry weight) [6]. The considerable health benefits and economic value of H. serrata place this plant in danger of extinction in China due to extensive harvesting for huperzine A production [6,8]. Therefore, researchers have begun to consider tissue culture for H. serrata production, but this approach is rarely successful. Although it is possible to synthesize huperzine A chemically [9], the resulting racemic mixture is less potent and has lower AChE inhibition compared with the natural product derived from plant extracts [10–12]. Many studies have isolated huperzine-A-producing endophytic fungi from different Huperiaceae plants, such as Acremonium sp. 2F09P03B (huperzine A yielded 8.32 μg/l fermentation broth), Blastomyces sp. HA15 (huperzine A yielded 20–30 μg/g dried mycelium), Botrytis sp. HA23 (huperzine A yielded 20–30 μg/g dried mycelium), Shiraia sp. Slf14 (huperzine A yielded 142.6 μg/g dried mycelium), and Cladosporium cladosporioides LF70 (huperzine A yielded 39.61 μg/g dried mycelium) [13–16]. We have isolated a huperzine-A-producing strain, Colletotrichum gloeosporioides ES026, from a large variety of endophytes in H. serrata. The yield of huperzine A from C. gloeosporioides ES026 extracts reached 45 μg/g dried mycelium [17], indicating that C. gloeosporioides ES026 is favorable for further study of the biosynthetic pathway of huperzine A.
The biosynthetic pathway of huperzine A remains to be fully elucidated. Only the proposed biosynthetic pathway of huperzine A was reported by Ma and Gang, according to the chemical synthesis of lycopodium alkaloids [5]. In the proposed pathway starting from lysine, cadaverine is catalyzed by lysine decarboxylase (LDC). Cadaverine is further converted to form 5-amiopentanal by a diamine oxidase, and 5-amiopentanal releases molecular water and forms Δ1-piperideine. Malonyl-CoA and Δ 1-piperideine are further catalyzed to form pelletierine, the first general intermediate of lycopodium alkaloids, by a diamine oxidase, a ketosynthase-type enzyme, or a decarboxylase. Finally, huperzine A is formed through a series of reactions from pelletierine. LDC was annotated and confirmed as the first enzyme to participate in the biosynthesis of huperzine A, and some P450 genes are thought to be involved in the biosynthesis, using high-throughput sequencing of expressed sequence tags (ESTs) from H. serrata and Phlegmariurus carinatus [18,19]. However, these studies were insufficient to fully elucidate the biosynthetic pathway. Compared with the plant genomic data, the fungal genome is simple, and the gene for the key enzyme is more likely to be discovered.
Next-generation sequencing technology, such as deep sequencing-dependent RNA-Seq, especially de novo sequencing, is the most widely used strategy for transcriptomic profiling of non-model organisms [1,20]. Among the new next-generation sequencing instruments, HiSeq 2000 is the most inexpensive and has the greatest output, which enables high-throughput RNA-seq. We established a scheme for the common biosynthetic pathway of the huperzine-A-producing endophytic strain ES026 from the transcriptomic data obtained with HiSeq 2000. We predicted several candidate transcripts that may be involved in the biosynthesis of huperzine A. The data analysis and information will contribute to a better understanding of the secondary metabolite biosynthesis of huperzine A, which will further facilitate the developmental regulation and marker-assisted selection of C. gloeosporioides ES026.
Materials and Methods
Strain and Culture Conditions
The endophytic C. gloeosporioides ES026 strain that produces huperzine A was isolated and screened from H. serrata. The strain was cultured on Potato Dextrose Agar medium at 25°C in the dark for 7 days. Strain ES026 has been patented in China (Patent Number: ZL 2011 1 005 05 25.2) and is stored at the China Center for Type Culture Collection (CCTCC No.: 2011046; Wuhan, China).
RNA Isolation and Sequencing
To obtain a complete cDNA libary, the mycelia of C. gloeosporioides ES026 cultured for 5, 7 and 12 days were collected and immediately mixed and stored in liquid nitrogen until further processing. Total RNA was extracted from 1 g of mycelia using the Total RNA Kit I (Omega Bio-Tek, Norcross, GA, USA) and treated with DNase I for 30 min at 37°C to remove residual DNA. The RNA concentration was measured with a GeneQuant 100 spectrophotometer (GE Healthcare, Chalfont St. Giles, UK). The RNA sample was sent to Bio-Briod (Wuhan Genomic Institute, China) for RNA sequencing. The sequencing was performed with an Illumina HiSeq 2000 (HiSeq 2000 TruSeq SBS Kit v3-HS).
Sequence Assembly and Analysis
An Illumina PE library (300 bp) was constructed for the application of the Illumina HiSeq 2000 sequencing technology to complete the transcriptome sequencing of C. gloeosporioides ES026. The raw reads obtained with the Illumina HiSeq 2000 included dirty reads with adapters and unknown or low-quality bases. To perform a more accurate subsequent analysis of the biological information, some raw reads were discarded; this step included removing the linker sequence reads, removing the reads in which the N-containing ratio exceeded 10%, and discarding the adapter. After clean raw RNA-seq data were obtained, the assembly was carried out with a short-reads assembling program; a set of assembled transcript sequences including contigs and unigenes was obtained using Trinity software (http://trinityrnaseq.sourceforge.net/, version number: trinityrnaseq-r2013–02–25), an authoritative software for the de novo transcriptome sequence assembly from short-read RNA-Seq data (Grabherr, 2011). Trinity ORF software provided the forecasting process for assembling all the transcripts obtained from the gene sequencing. The sequence assembly of all the transcripts was obtained through the ORF prediction and was divided into the following two parts: predicted ORF (reflected in the protein sequences) and unpredicted ORF (reflected in the nucleotide sequences). The two parts of the sequences were functionally annotated as follows: BLASTX alignment (E value < 1×10-5) was compared with the non-redundant protein (NR), Swiss-Prot and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases, and the information with the best match was chosen for the annotation. The direction of the sequence was from the 5′ to the 3′ end. The length of the assembled sequences was standard for a successful assembly.
Unigene Function Annotation
To find the most likely descriptive annotation for each sequence, the sequence annotation was performed based on a full set of BLAST (BLAST 2.2.25) searches [21].
The NR database of National Center for Biotechnology Information (NCBI) is a comprehensive database, which includes several protein data bank databases, such as Swiss-Prot, PIR (Protein Information Resource), PRF (Protein Research Foundation), PDB (Protein Data Bank) and the translated protein data from GenBank, RefSeq, and CDS. The transcript sequences were aligned to the NR database, and then the sequence information of similar species was chosen for the annotation.
The unigenes were assigned with GO annotation information using the Blast2GO software. The COG (Clusters of Orthologous Groups of proteins, http://www.ncbi.nlm.nih.gov/COG/) database is a protein database in which orthologous gene products are classified. The unigenes were aligned to the COG database to be predicted and classified about their possible functions.
The biochemical pathway assignments were performed based on the KEGG mapping (http://www.genome.ad.jp/kegg/). The database contains a systematic analysis of inner-cell metabolic pathways and the functions of gene products, which contributes to the study of the complicated biological behaviors of genes. The transcript could be given a corresponding KO (KEGG orthology) number through comparison with the KEGG database, and the specific biological pathway of a particular transcript can be acquired according to the KO number.
Simple Sequence Repeats (SSRs) Detection
The detection of SSRs and design of primers for SSRs from the total unique sequences of C. gloeosporioides ES026 were performed using Msatcommander software. The software accepts FASTA-formatted sequence files and reports of the sequence ID, SSR motif, number of repeats (di-, tri-, tetra-, penta- or hexa-nucleotide repeat units), repeat length, position of the SSR, and the total length of the sequence in which the SSRs are found [22]. The detection parameters for the maximum motif-length and the minimum number of repeats were set to hexamer and 4, respectively.
Expression of copper amine oxidase (CAO) gene in C. gloeosporioides ES026 and H. serrata
An optimized real-time polymerase chain reaction (PCR) method was used to quantify the expression of CAO gene during the fermentation of C. gloeosporioides ES026, which is most likely involved in biosynthesis of huperzine A. The mycelia of C. gloeosporioides ES026 were obtained from 3-, 4-, 5-, 6-, 7- and 8-day-old cultures grown on Potato Dextrose Broth at 25°C with shaking at 150 rpm. Total RNA for real-time quantitative reverse transcriptase PCR (qRT-PCR) was extracted from 100 mg of mycelia with RNeasy Plant Mini Kit (Qiagen Sciences, Hilden, Germany) and purified by treatment with a TURBO DNA Free Kit (Ambion, Austin, TX, USA). Reverse transcription was performed on 1 μg total RNA with the TransScript One-Step gDNA Removal and cDNA Synthesis SuperMix (Beijing TransGen Biotech Co. Ltd. China). Real-time PCR was performed using SYBR Green Real-time PCR Master Mix Plus Kit (Toyobo, Osaka, Japan) with the forward primer 5′-TTTTGTAGGCAACGGGTTTGC-3′ and the reverse primer 5′-CCTCATGGAATCGGCTATGGA-3′. According to the manufacturer’s instructions of the real-time thermal cycler (ABI7500; Life Technologies, Carlsbad, CA, USA), the PCR condition was as follows: denaturation at 94°C for 30 s; 40 cycles of 94°C for 5 s and 55°C for 15 s. The program was followed by a melting-curve program (65–95°C with a 5-s hold at each temperature). The mean value of four replicates was normalized using α-tubulin (Unigene 10669) as the internal control with the forward primer 5′-CTTGCTCTTCTTGCCATAGTCG-3′ and the reverse primer 5′-CCTTCAGGGCTTCCTCGTCT-3′. The relative expression levels were calculated using the 2-ΔΔ CT method [23]. Mycelia that had been cultured for 3–8 days were collected and huperzine A was extracted and quantified by HPLC, according to the method of Zhao et al. [17].
The expression of CAO gene in H. serrata plants was also verified used PCR, as described previously but with some modification [27]. H. serrata plants that attained a height of 10 cm (grown in the wild for 8–10 years) were collected at Fubaoshan (N 30.6°, E 114.3°) at an altitude of 1,450 m in November 2013. The collection was approved by the Science and Technology Bureau of Lichuan city, Hubei province, China. The plants were authenticated by Prof. Qing Wang from Wuhan Botanical Garden, Chinese Academy of Sciences. Total RNA was extracted from 0.1 g leaves, stems and roots using RNeasy Plant Kit (BioTeke, Beijing, China). Reverse transcription was performed with 1 μg total RNA using the Reverse-It First-strand Synthesis Kit (ABgene). The PCR conditions were as follows: denaturation at 94°C for 3 min; 35 cycles at 94°C for 30 s, 55°C for 30 s, and 72°C for 30 s; with a final step of 72°C for 10 min. α-tubulin (Unigene 10669) was used as a control. The primers of unigene 9322 and 10669 were as described previously.
Results
Generation and assembly of the de novo transcriptomic sequencing data
To obtain an overview of the gene expression profile of C. gloeosporioides ES026 during development, cDNA samples from different developmental stages (5, 7 and 12 days) were prepared and sequenced with an Illumina HiSeq 2000 machine. A total of 45,630,118,860 bases from 50,700,132 sequence reads of C. gloeosporioides ES026 were acquired. A total of 4,324,299,051 bp from 50,442,617 high-quality sequence reads of ES026 were obtained. These raw data were assembled into 24,998 unigenes, 40,536,684 residues and 19,790 genes. The average assembly length was 1,621.6 bp, and the largest unigene was 12,565 bp, whereas the smallest unigene was 301 bp (Table 1). The distribution of the unigene sizes revealed that more than half of the contigs (12,882) were between 200 and 1,200 bp in length (Fig. 2). Moreover, this dataset provided the first available information about the transcriptomes of huperzine-A-producing endophytic fungi. The sequencing data were submitted to Genbank, and the accession number of this project was SRP038110.
Annotation of unique putative transcripts
The BLASTX alignments (E value <1×10-5) between the predicted protein sequences and several protein databases, including GenBank non-redundant and Swiss-Prot, showed that 16,990 (67.9%) predicted proteins were annotated with known biological functions, whereas the remaining required more biological information in the database.
Classification of GO and COGs
Classification of GO was used for the functional categorization of the annotated genes. Based on the biological processes, molecular functions, and cellular components in C. gloeosporioides, 9,353 of the assembled unigenes were categorized into 51 main functional groups (Fig. 3). A total of 11,671, 11,484, and 19,299 GO terms were assigned to these three major categories. For the category of cellular components, cell parts (2,412, 25.79%) and membrane (1,698, 18.15%) were the most abundant. Catalytic activity (5,493, 58.73%) and binding regulation (4,439, 47.46%) were the maximum number of transcripts in the category of molecular functions. In the category of biological processes, cellular processes (4,786, 51.17%) and metabolic processes (5,808, 62.09%) were predominant.
To evaluate the completeness of our transcriptomic library and effectiveness of our annotation process, assignments to COGs were used. Overall, 9,353 unigenes were classified as being involved in different processes (Fig. 4). Among the 25 COG categories, most clusters were ‘general function prediction only’ (1,200, 19.28%), ‘translation, ribosomal structure and biogenesis’ (317, 5.09%), ‘carbohydrate transport and metabolism’ (592, 9.51%), ‘transcription’ (310, 4.98%), ‘replication, recombination and repair’ (356, 5.710%), and 2.99% (186) of the clusters were not assigned to any function.
Detection of SSRs
Microsatellites [simple tandem repeats (STRs) or SSRs] have been used as a resource for random candidate markers in population genetics studies. To better understand the natural diversity of C. gloeosporioides ES026 and to develop strategies for its sustainable utilization, we identified SSR motifs in our dataset. Some of these SSRs were tightly linked with the functional genes that may control some agronomic characteristics, as well as being involved in the biosynthesis of certain bioactive compounds. Among the SSRs, trinucleotides (2,895) were the most abundant repeat units, followed by mononucleotides (1,886), dinucleotides (754), tetranucleotides (190), pentanucleotides (81) and hexanucleotides (41). Regarding the occurrence of SSRs in C. gloeosporioides ES026, the trinucleotide repeat units were the most predominant SSR, followed by mono-nucleotide and di- repeat units.
The relative frequency of the repeats with different dinucleotide compositions was also biased toward one of the four possible repeat classes in C. gloeosporioides ES026. Among the trinucleotide repeats, AGC (GCT) was the largest repeat class, while AAT (ATT) repeats were infrequent (Fig. 5). Among the dinucleotide repeat classes, AG (CT) repeats were the most common dimer motif, followed by AC (GT) and CG (CG), while AT (AT) repeats were infrequent (Fig. 5). Over 40% of the SSRs were longer than 15 bp (Fig. 5). These unique putative transcript-derived SSR markers generated in the present study provide a valuable genetic resource for future studies of C. gloeosporioides ES026 and other related endophytic fungi.
Genes related to biosynthesis of huperzine A
Distribution of the gene functions and biochemical pathways in C. gloeosporioides ES026 was based on the GO and KEGG assignments; particularly in the categories of molecular function and metabolism. These annotations provide valuable resources for investigation of gene functions and cellular structures and processes in C. gloeosporioides ES026. Three pathways were involved in alkaloid biosynthesis among the 308 metabolic pathways (annotated by KEGG): lysine biosynthesis; biotin metabolism; and tropane, piperidine and pyridine alkaloid biosynthesis. A total of 30 unigenes in this library showed similarities to the uncharacterized enzymes that might be associated with the biosynthesis of huperzine A (Table 2). Based on these three pathways and the research of Ma and Gang, a more detailed biosynthetic pathway was deduced (Fig. 6) and the enzymes and genes in Table 2 were annotated in the pathway. The discovery of new transcripts will facilitate the elucidation of the biosynthetic mechanisms of huperzine A at the molecular level in C. gloeosporioides ES026.
Enzymes that were annotated in the transcriptome of C. gloeosporioides ES026 are presented in red, and those that could not be annotated are presented in black. Two arrows used for reversible reaction, and arrow used for irreversible reaction.
Expression of CAO gene in C. gloeosporioides ES026 and H. serrata
Huperzine A originates from the coupling of the pelletierine and the 4PAA (4-(2-piperdyl) acetoacetate) /4PAACoA pathways. In the tropane, piperidine and pyridine alkaloid biosynthesis pathways, CAO (unigene 9322) was annotated for the conversion of cadaverine to 5-aminopentanal in the biosynthesis of huperzine A. Therefore, unigene 9322 was selected for the subsequent PCR analysis of C. gloeosporioides ES026 and H. serrata. Unigene 9322 was detected in the roots, stems and leaves of H. serrata (Fig. 7). At the same time, we found that during C. gloeosporioides ES026 fermentation, the highest level of expression was from day 3 to 8 (Fig. 8); correspondingly, the highest huperzine A content was detected with HPLC on day 6 (Fig. 9).
Reverse transcription-PCR of unigene 9322 mRNA levels in roots, stems and leaves of H. serrata, with α-tubulin as an internal control.
Values are mean ± SD for four individual replicates.
Values are mean ± standard deviation (SD) for three individual replicates.
Discussion
C. gloeosporioides is a plant pathogenic fungus. However, in the present study, strain ES026 was isolated from the stem of H. serrata and identified as an endophyte that produced huperzine A. Other recent studies have suggested that endophyte—host plant interactions range from antagonistic to mutualistic [24]. Due to long-term growth in the stem of H. serrata, the pathogenicity of strain ES026 might be reduced or even lost. Finally, a mutualism was formed between strain ES026 and H. serrata. Regarding long-term mutualism, the close relationship and complex interaction between plant and fungus, endophytes and host plants can produce the same or similar metabolites [25]. Strain ES026 was isolated and verified to produce huperzine A. This provides an optimal material for the study of huperzine A biosynthesis and fermentation production of huperzine A.
We performed RNA sequencing of the huperzine-A-producing endophytic fungus strain ES026 by Illumina HiSeq 2000. These transcriptomic data will improve our understanding of the growth, development and secondary metabolite biosynthesis in C. gloeosporioides, thus promoting the developmental regulation of this fungus. Although endophytic fungi offer an excellent opportunity to produce chemicals without the limitation of plant resources, there are critical obstacles such as low and unstable production of metabolites that must be overcome to maintain fungal viability and stability. Therefore, the dataset will provide a significant resource for gene identification and facilitate the enhancement of the vitality and stability of the cells during passage.
On the basis of the transcriptomic data and the researches of Ma and Luo [5,18,19], the biosynthetic pathway of huperzine A was further complemented (Fig. 6). The biosynthesis of huperzine A includes primary and secondary metabolites. Primary metabolism begins from acetyl-CoA and biotin and ends with the formation of l-lysine, while secondary metabolism starts from production of cadaverine. Subsequently, a CAO catalyzes cadaverine to form 5-aminopentanal, and then piperideine and pelletierine are successively synthesized. The pelletierine that acts as a precursor is further catalyzed, which leads to synthesis of huperzine A. In the pathway, LDC is the first enzyme in the secondary metabolism of huperzine A. LDC participates in the transformation of l-lysine to cadaverine in lycopodium alkaloid biosynthesis [26]. A unique sequence (GO914645) encoding a full-length LDC-like gene with an unknown function was found in the EST collection and was named as HsLDC [18,19]. From the tropane, piperidine and pyridine alkaloid biosynthesis pathway in the KEGG database, there is only one pathway to synthesize cadaverine that is catalyzed by LDC. However, we could not annotate this enzyme in our transcriptomic data. There may be other unknown enzymes or pathways to synthesize cadaverine.
In the KEGG pathway database, CAO was annotated for the conversion of cadaverine to 5-aminopentanal. A CAO (EC 1.4.3.21) gene has been cloned and sequenced from the roots of H. serrata (Huperziaceae) by Sun and Morita et al [27]. Full-length cDNA contained a 2,043-bp ORF encoding a 76,854 MW protein with 681 amino acids (GenBank ID: JN247732). CAO can catalyze cadaverine for oxidative deamination to produce Δ1-piperideine. In our study, this gene was also annotated and detected in roots, leaves and stems of H. serrata using PCR. Thus, CAO might be an enzyme involved in the biosynthetic pathway of huperzine A.
CAO gene expression and yield of huperzine A during fermentation of strain ES026 were observed. During quantification of CAO gene expression, the qRT-PCR conditions were optimized for the fungus only, and a two-step qRT-PCR was used. The melting curve (data not shown) with a single peak indicated that the PCR was specific and efficient. The relative expression of CAO gene increased gradually, reached a maximum on day 5 and then started to decrease. The yield of huperzine A increased correspondingly and reached a maximum on day 6. In general, the protein function appeared later than gene expression, because there are some processes including protein translation, post-translational modification, and protein transfer, between gene expression and enzymatic catalysis. On day 6, the access of huperzine A could have negative regulatory role for the expression of CAO gene, so the gene expression began to decrease from that day. Due to accumulation of huperzine A, gene expression was decreased between days 6 and 8, while the huperzine A levels remained high during the same period. There might be a positive correlation between expression of CAO gene and the contents of huperzine A during fermentation of C. gloeosporioides ES026. Thus, CAO might be a race-limiting enzyme that regulates huperzine A biosynthesis in C. gloeosporioides ES026. However, the regulatory effect of CAO on huperzine A biosynthesis needs to be verified using feeding studies and CAO gene overexpression and RNA interference.
P450 genes were thought to be required for the biosynthesis of huperzine A, but none was confirmed [19]. The transcriptome of C. gloeosporioides ES026 revealed that ≥200 putative cytochrome P450 genes were sequenced. Accordingly, no cytochrome P450 gene was annotated in the biosynthetic pathway of huperzine A. This shows that there are many genes involved in the biosynthesis pathway of huperzine A that remain to be discovered, and many unknown genes waiting for annotation in our transcriptomic data.
Although we have not fully revealed the biosynthesis pathway of huperzine A, we have further elucidated it and obtained some additional candidate genes. In the future research, we could identify the catalytic enzymes according to the chemical structures of the materials in the biosynthesis pathway of huperzine A. Hence, the putative genes that encode these enzymes can be identified from the transcriptome of C. gloeosporioides ES026, and their functions can be verified through biological experiments such as RNA interference, gene knock-out, and gene overexpression. This strategy will contribute to complete elucidation of the biosynthesis of huperzine A. With the development of synthetic biology, the biosynthesis pathway of huperzine A can be assembled in other microorganisms that are easily genetically manipulated, which can increase the yield of huperzine A. Furthermore, the de novo sequencing utilized in this study is highly recommended for elucidating the biosynthetic pathways for the production of natural bioactive products, which will provide a new incentive for the discovery of specific genes and pathway-based studies.
Acknowledgments
We thank Wuhan Bio-Broad Co. Ltd. for RNA sequencing and Dr. Qiang Li for his help in transcriptome analysis. We also thank Prof. Zuo-xiong Liu for reading the manuscript.
Author Contributions
Conceived and designed the experiments: SS MW YA. Performed the experiments: GZ WW XZ QX. Analyzed the data: SS GZ WW. Contributed reagents/materials/analysis tools: SS MW. Wrote the paper: GZ XZ NA AC JW SS.
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