- Open Access
The cold - resistance mechanism of a mutagenic Volvariella volvacea strain VH3 with outstanding traits revealed by transcriptome profiling
BMC Microbiology volume 21, Article number: 336 (2021)
The straw mushroom (Volvariella volvacea) is one of the important vegetables that is popular for its delicious taste. However, the straw mushroom is sensitive to low temperature, resulting in economic loss during transportation and storage. We obtained a novel straw mushroom strain, named VH3, via ultraviolet mutagenesis.
Our study revealed that VH3 exhibited high cold resistance compared to an ordinary straw mushroom cultivar, V23. We found that the electrolyte leakages of VH3 were always significantly lower than that of V23 treated with 4 °C for 0 h, 2 h,4 h, 8 h, 16 h, and 24 h. Before cold treatment (0 h), there were no difference of MDA contents, SOD activities, and CAT activities between VH3 and V23. At the late stage (8 h, 26 h, and 24 h) of cold treatment, the MDA contents of VH3 were lower while both the SOD and CAT activities were higher than those of V23. To investigate the potential mechanisms of VH3 cold resistance, we performed transcriptome sequencing to detect the transcriptome profiling of VH3 and V23 after 0 h and 4 h cold treatment. Transcriptome sequencing revealed that 111 differentially expressed genes (DEG) between V23 (0 h) and VH3 (0 h) (V23–0_vs_VH3–0), consisting 50 up-regulated and 61 down-regulated DEGs. A total of 117 DEGs were obtained between V23 (4 h) and VH3(4 h) (V23–4_vs_VH3–4), containing 94 up-regulated and 23 down-regulated DEGs. Among these DEGs, VVO_00021 and VVO_00017 were up-regulated while VVO_00003, VVO_00004, VVO_00010, and VVO_00030 were down-regulated in V23–0_vs_VH3–0 and VH3–4_vs_V23–4. KEGG and GO analysis revealed that the 6 DEGs were annotated to pathways related to cold stress. Besides, the GA3 content was also decreased in VH3.
Collectively, our study first revealed that the increased cold resistance of VH3 might be caused by the expression change of VVO_00003, VVO_00004, VVO_00017, VVO_00021, and VVO_00030, and decreased GA3.
Straw mushroom (Volvariella volvacea (Bull.exFr) Sing) is a kind of high temperature edible fungus which grows in tropical and subtropical areas, belonging to Plutaceae family. Straw mushroom benefits of human health, including prevention of cancer and scurvy, and decreasing blood pressure and cholesterol levels. Besides, it is also rich in amino acid, vitamin C1, vitamin B1, and vitamin PP . Therefore, straw mushroom becomes one of the most popular mushroom, of which the planting area increases year after year.
Straw mushroom is a subtropical-edible fungus that is sensitive to temperature changes. Studies have revealed that the suitable temperature for straw mushroom mycelium is 30-35 °C. The mycelium will grow slowly at the temperature lower than 15 °C. When temperature is lower than 4 °C, cryogenic autolysis of fruiting body will occur. Weight loss rate, relative electric conductivity, malondialdehyde (MDA) content, and neutral protease will increase, resulting in mycelium soft and even death . This characteristic seriously restricts the growth, storage, and transportation of straw mushroom.
Generally, a method to increase yield of mushroom is to improve the low-temperature -resistance of straw mushroom. However, the molecular mechanism of straw mushroom in response to low temperature is rarely studied. Based on the published whole genome of straw mushroom, 11,097 protein-encoding genes were predicted, of which 5516 genes could be annotated . Benefiting from published genome, it was found 55 down-regulated and 25 up-regulated differentially expressed genes (DEGs) in response to 4 °C treatment subsequently . Among the up-regulated DEGs, VVO_05539 encodes a putative protein with an F-box domain whereas VVO_00268 encodes a putative protein containing a conserved domain related to ubiquitin-conjugating enzyme E2. A senescence-associated protein and a His-Asn-His nucleases associated protein, encoded by VVO_05394 and VVO_06566, respectively, are also identified. Among down-regulated DEGs, 8 genes encode putative proteins related to heat shock proteins (HSP), which have been proved to be associated with low temperature in Saccharomyces cerevisiae. A small GTPase, encoded by vvran1, was induced by cold stress and hydrogen peroxide stress . A latest research revealed that cold stress could decrease protein translation through ubiquitination of ribosomal proteins in mycelium .UBE2(E2), a type of ubiquitin-conjugating enzyme, was upregulated after cold stress and bound to SSB2, a ribosome-associated molecular chaperone. Conversely, UBE2 inhibitor could increase the cold stress resistance of V.volvacea .
To investigate the molecular mechanism of high cold resistance of VH3, our study performed transcriptome sequencing and obtained 2 up-regulated DEGs, VVO_00021 and VVO_00017, and 4 down-regulated genes, VVO_00003, VVO_00004, VVO_00010, and VVO_00030. The VVO_00003, VVO_00004, VVO_00021, VVO_00017, and VVO_00030 were annotated to stress related pathways according to KEGG and GO analysis. We also found VH3 biosynthesized less GA3 compared to V23. Therefore, we considered that the high cold resistance of VH3 might be resulted from the changes of gene expression levels and less GA3 content.
To study the resistance of V23 and VH3 to cold stress, V23 and VH3 were exposed to cold conditions (4 °C) for 0 h, 2 h, 4 h, 8 h, 16 h, and 24 h. Results showed that the morphology VH3 did not change significantly with 2 h, 4 h, and 8 h cold stress treatment (CST) compared with V23 (Fig. 1). At 16 h CST, water droplets appeared in the surface of straw mushroom, and biofilm turned brown both in V23 and VH3. However, V23 started to cryogenic autolysis while VH3 did not after 16 h cold stress (Fig. 1). At 24 h treatment, cryogenic autolysis was observed in V23 and VH3 (Fig. 1). Thus, VH3 showed higher resistance to cold stress than V23.
When suffered from stresses, cell membrane will be injured, changing the structure and increasing electrolyte leakage and malondialdehyde (MDA) contents. Besides, to response to stresses, fungus will also produce antioxidant enzymes to eliminate reactive oxygen species (ROS), byproducts of aerobic metabolism and toxic to organisms. Therefore, we first analyzed electrolyte leakage and MDA contents. Results revealed that electrolyte leakage, MDA content, superoxide dismutase (SOD) activity, and catalase (CAT) activity were increased with CST time (Fig. 2). The electrolyte leakage in VH3 was always lower than that in V23 before and after CST (Fig. 2A). At 0 h and 2 h CST, MDA contents in VH3 exhibited no significant difference with that in V23 and then started to lower than that in V23 after 4 h CST (Fig. 2B). Contrary, both SOD and CAT, used for scavenging H2O2, were significantly increased in VH3 compared to those in V23 after 2 h CST (Fig. 2C and D). These data showed that VH3 increased cold resistance resulted from decreased electrolyte leakage and MDA contents and increased SOD and CAT activities to scavenge excessive H2O2.
To further discover the molecular mechanism of VH3 resistance to cold stress, the total RNA from fruiting body of VH3 and V23 at 0 h and 4 h CST was used for transcriptome sequencing. Then, after filtering low quality reads, we obtained 156,528,742, 138,116,660,103,088,102, and 160,960,664 reads for V23 (0 h), VH3 (0H), V23 (4 h), and VH3(4 h), respectively (Table 1). Mapping ratio of each sample was above 90% (Table 1). The principal component analysis (PCA) showed that three biological repetitions cluster together (Sup Fig. 1). These data revealed that our transcriptome sequencing was reliable and could be used for further analysis.
Comparisons of gene expression levels between V23 and VH3 at 0 h and 4 h (V23–0_vs_VH3–0, V23–4_vs_VH3–4) were determined by fold change > = 2 and FDR < 0.001. Then we totally found 111 differentially expressed genes (DEGs) in V23–0_vs_VH3–0 and 117 DEGs in V23–4_vs_VH3–4 (Sup Table 1). To further study gene functions and pathways, kyoto encyclopedia of genes and genome (KEGG) and gene ontology (GO) analysis were performed. In comparison of V23–0_vs_VH3–0, KEGG pathway analysis showed that 7 DEGs were annotated to “Metabolic pathways”, 5 to “Biosynthesis of secondary metabolites”, and 3 to each pathway of “ Microbial metabolism in diverse environments” and “ Biosynthesis antibiotics” (Fig. 3A). In V23–4_vs_VH3–4, 3 DEGs were annotated to each pathway of “Longevity regulating pathway” and “Biosynthesis of secondary metabolites”(Fig. 3B). Two DEGs were annotated to each of “Inflammatory mediator regulation of TRP channels”, “AMPK signaling pathway”,“cAMP signaling pathway”, “Oocyte meiosis”,” Meiosis”, and “ Cell cycle” (Fig. 3B).
A Venn analysis diagram showed that 2 DEGs were both up-regulated at 0 h and 4 h while 4 DEGs were down-regulated at 0 h and 4 h (Fig. 3C). Two up-regulated genes were encoded byVVO_00021 and VVO_00017. VVO_00021was annotated to GO terms, like “ MAP kinase activity”,“ MAP kinase kinase activity”, and “ calcium-dependent protein kinase C activity” while VVO_00017 was annotated to the KEGG pathway “ Biosynthesis of secondary metabolites”. MAPK cascades, and calcium-dependent protein kinase were identified to regulate cold stress through modulating ICE1 protein stability in plants [7, 8]. Secondary metabolites play important roles during cold stress in plants and fungi [9, 10]. Four down-regulated transcripts were encoded by VVO_00003, VVO_00004, VVO_00010, and VVO_00030, respectively. VVO_00003 encoded a ganoderma gungal immunomodulatory protein while VVO_00004 encoded an immunomodulatory protein Ling zhi-8. Both VVO_00003 and VVO_00004 were annotated to the GO term of regulation of immune system process. VVO_00030 encoded a putative protein that contains an acetyl xylan esterase II region and was annotated to the GO term of Metabolic process. Xylan is one of the hemicellulose, a major component of plant cell walls, can be degraded by xylanases into xylose, thus breaking down the cell walls [11, 12]. Xylan esterases remove the O-acetyl groups from the xylose residues, assisting xylanases to degrade xylan . These data suggested that the high cold-resistance of VH3 might be resulted from up-regulated VVO_00021 and VVO_00017 and down-regulated VVO_00003, VVO_00004, and VVO_00030 expression levels.
Verification of transcriptome sequencing by qRT-PCR
To verify the results of transcriptome sequencing, a qRT-PCR analysis was performed.
Results showed that VVO_0087 was down-regulated in VH3 while VVO_00048 was up-regulated in VH3 at 0 h CST (Fig. 4). At 4 h CST, 3 genes, VVO_00120, VVO_00219, and VVO_00164, were significantly up-regulated in VH3 (Fig. 4). Additionally, the expression of VVO_00223 was also compared between V23–0 and V23–4 and up-regulated in V23 after 4 h CST (Fig. 4). These gene expression change was consistent with those in transcriptome sequencing results.
V.volvacea is an essential edible fungus with high nutrition and sensitive to temperature changes. Routine storage temperatures (4 °C) will cause V.volvacea cryogenic autolysis and great economic loss. To solve this issue of cryogenic autolysis, lots of efforts have been made. Previous studies reported that chilling stress inhibited protein translation and degradation . Besides, an ubiquitin-conjugating enzyme E2, UBE2, was up-regulated and affected ubiquitination after cold stress in V.volvacea . One of small GTPasse, Vvran1, was induce by cold stress and hydrogen peroxide stress and repressed by an NADPH oxidase-specific inhibitor . In our study, we found 5 DEGs involved in cold stress by transcriptome sequencing, 2 up-regulated genes (VVO_00021 and VVO_00017) and 4 down-regulated genes (VVO_00003, VVO_00004, VVO_000010, and VVO_00030).
Cell wall protects cells and provides nutrients when cells suffer stresses. To response to cold stress, cell walls thicken with changed contents of cell wall sugars. Our data observed a new gene, VVO_00030, encoding an acetyl xylan esterase II. Down-regulated VVO_00030 might reduce the degradation of xylan and protect cell walls of VH3, thus increasing the cold resistance of VH3. VVO_00004, encoding a Ling Zhi-8 domain. Ling Zhi-8 is purified from Ganoderma lucidium and acts as an immunomodulatory protein. Most studies focused on the roles of Ling Zhi-8 in human diseases, like ameliorates nonalcoholic fatty liver, early atherogenesis, and lung cancer [14, 15]. Our study first observed the down expression of VVO_00004 in VH3 after 0 h and 4 h CST, indicating VVO_00004 may participate in cold stress.
MDA is a byproduct of membrane lipid peroxidation and represents the damage of ROS to membrane. SOD and CAT are two key antioxidant enzymes involved in ROS scavenging and protecting membrane against peroxidation. In our study, increased SOD and CAT activities after 2 h CST suggests the decreased ROS contents in VH3, which is consistent with the decreased MDA contents in VH3 (Fig. 2). Our data also reported a new gene, VVO_00017, encoding a copper-containing primary amine oxidase. Copper amine oxidases catalyze primary amines oxidation and produce hydrogen peroxide which is further converted into water by CAT [16, 17]. In our study, both VVO_00017 expression and CAT activities were increased in VH3 (Fig. 2 and Fig. 3), suggesting more primary amines were degraded and more hydrogen peroxide was converted into water, resulting in high resistance of VH3.
Abscisic acid (ABA) and gibberellic acid (GA) are two hormones mediate thermotolerance in plants. ABA application was reported to increase cold resistance in Bermudagrass and maize [18, 19]. Meanwhile, cold stress reduces the production of bioactive GA and promotes DELLA accumulation in Arabidopsis . In tomato, lower temperature could increase bioactive GA1 and GA4 contents and GA related genes . Besides, a series studies found that ABA can be also produced by a small number of fungi, including Botrytis cinerea and Cercospora pini-densiflorae [22, 23]. The GA was first identified in rice pathogenic fungus and biosynthesized in Fusarium species and Paecilomyces sp. ZB [24, 25]. These data suggest us that ABA and GA might be responsible for the increased cold resistance of VH3. To further study whether hormones contribute to the cold resistance of VH3, our study first detected the two hormones in edible fungi and found GA3 content was significantly decreased in VH3 while the contents of ABA, GA1, GA4, and GA7 cannot be detected in V23 and VH3. (Sup Fig. 2). The decreased GA3 contents resulted in increased cold tolerance of VH3. However, we did not found DEGs annotated to GA biosynthesis or GA signal transduction pathways in comparison V23–0_vs_VH3–0. The reason for this phenomenon may result from the limitation of transcriptome sequencing. Thus, the mechanism of VH3 change GA3 content still remains unclear.
Collectively, our study first reported that VVO_00021, VVO_00017, VVO_00003, VVO_00004, VVO_00010, and VVO_00030 were associated with cold stress in straw mushroom through transcriptome sequencing. Additionally, we found the GA3 content was decreased in VH3 which might be a reason for high cold resistance of VH3.
The V.volvacea, V23 and VH3, was supplied by Prof. Mingjie Chen (Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, China). VH3 has been identified to resistant to cold stress compared to V23 and deposited in Culture Collection Center of Shanghai Academy of Agricultural Sciences. The mycelia of the straw mushroom were incubated on a potato dextrose agar (PDA) plate (200 g/L potato, 20 g/L glucose, 20 g/L agar) for 3 days at 32 °C. Then mycelia were transferred to plate with 85% cottonseed coat, 10% wheat bran,4% lime, and 60% water content (pH 8–9) for 4–5 days at 32 °C. When mycelia were over the medium, the mycelia with the medium were incubated in cultivation medium until fruiting body grows.
MDA content assay
To analyze the MDA content, 1 g fruiting body of fungus was ground with 10 ml trichloroacetic acid (TCA, 10 g/mL) followed by centrifuge. 2 mL thiobarbituric acid (TBA, 6 mg/mL) was added to 2 mL supernatant and then incubated in boiling water for 15 min. Following quickly cooling and centrifuge, harvested supernatant was used to test OD450, OD532, and OD600.
MDA content (μmol/L) =6.45 × (OD532- OD600)-0.56 × OD450.
Antioxidant enzyme activity assays
The SOD activity was detected by the SOD test kit (www.cominbio.com). According to the instructions, 0.1 g fruiting body from straw mushroom were added with 1 mL extraction buffer and then homogenated on ice. Then supernatant after centrifugal were harvested. The reaction system was composed of 45 μL buffer 1, 2 μL buffer 2, 18 μL supernatant or water (negative control), 35 μL buffer3, and 100 μL buffer 4. Buffer 1–4 were supplied by the kit. The absorbance was detected at 560 nm by (TECAN INFINITE M PLEX).
P = [Absorbance (water)- Absorbance (sample)]/ Absorbance (water) × 100%.
SOD activity (U/g) = 111.1 × P/(1-P).
The CAT activity was also detected by the CAT test kit (www.cominbio.com). 1 mL extraction buffer was added to 0.1 g fruiting body and homogenated on ice. Supernatant was obtained after centrifugal. 10 μL supernatant was mixed with 190 μL working fluid to obtain the first absorbance (A1) at 240 nm by. After 1 min standing, the second absorbance (A2) was detected at 240 nm.
CAT activity (U/g) =918 × (A1-A2)/sample weight.
The total RNA was isolated from V23 and VH3 with RNeasy mini kit (Qiagen, Germany). Paired-end libraries were synthesized by using the TruSeq® RNA Sample Preparation Kit (Illumina, USA) following TruSeq® RNA Sample Preparation Guide. Briefly, the poly-A containing mRNA molecules were purified by poly-T oligo-attached magnetic beads. Purified libraries were quantified by Qubit® 2.0Fluorometer (Life Technologies, USA) and validated by Agilent 2100 bioanalyzer (Agilent Technologies, USA) to confirm the insert size and calculate the mole concentration. Cluster was generated by cBot with the library diluted to 10 pM and then were sequenced on the Illumina HiSeq X-ten (Illumina, USA). The library construction and sequencing was performed at Shanghai Biotechnology Corporation.
Sequencing raw reads were preprocessed by filtering out rRNA reads, sequencing adapters, short-fragment reads (length < 25) and other low-quality reads (3′ base Q < 20) by Seqtk (https://github.com/lh3/seqtk). We used Hisat2(version:2.0.4) to map clean reads to straw mushroom genome . After genome mapping, Stringtie (version:1.3.0) was run with a reference annotation to generate FPKM values for known gene models [26, 27]. Differentially expressed genes were identified using edgeR . The p-value significance threshold in multiple tests was set by the false discovery rate (FDR) . The fold-changes were also estimated according to the FPKM in each sample. The differentially expressed genes were selected using the following filter criteria: FDR ≤0.05 and fold-change ≥2. The differentially expressed genes were further analyzed with gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis. The FDR correction was used (q-value< 0.05) to reduce false positive prediction of enriched KEGG pathways and GO terms.
Total RNA of straw mushroom was extracted by trizol and used as templates for cDNA synthesis by TaKaRa PrimeScript RT reagent Kit with gDNA Eraser (Takara, Japan) according to manufacturer’s instructions. Then, qRT-PCR was performed with SYBR Premix EX Taq and Rox Reference Dye II (Takara, Japan). The qPCR conditions were as follows: 95 °C 30s, 95 °C 5 s, 60 °C 30s with 40 cycles and finished by Applied Biosystems 7500 Real-Time PCR System (ABI, America). Relative gene expression level was calculated by 2-ΔΔCT. NADPH was used as a reference gene. All the primers were listed in Sup Table 2.
Availability of data and materials
All datasets of transcriptome sequencing analyzed during this study are available in NCBI under the accession NO. SAMN12638446, SAMN12638447, SAMN12638448, SAMN12638449, SAMN12638450, SAMN12638451, SAMN12638452, SAMN12638453, SAMN12638454, SAMN12638455, SAMN12638456, and SAMN12638457 (http://www.ncbi.nlm.nih.gov/bioproject/562321). The associated BioProject is PRJNA562321.
- V. volvacea :
Differentially expressed gene
Cold stress trreatment
Reactive oxygen species
Kyoto encyclopedia of genes and genome
Hou L, Li Y, Chen M, Li Z. Improved fruiting of the straw mushroom (Volvariella volvacea) on cotton waste supplemented with sodium acetate. Appl Microbiol Biot. 2017;101(23–24):8533–41.
Yan Z, Lei Z, Mingjie C, Shuhan Y, Jinsong Z, Dandan M, et al. Morphological and physiological indexes of straw mushroom (Volvariella volvacea) during storage at 4°C (in Chinese). Mol Plant Breed. 2018;16(21):7179–86.
Bao D, Zhao G, Tan Q, Wang S, Chen M, Zheng H, et al. Whole genome frame of Volvariella volvacea (in Chinese). Acta Edulis Fungi. 2010;17(01):1–5.
Bao D, Gong M, Zheng H, Chen M, Zhang L, Wang H, et al. Sequencing and comparative analysis of the straw mushroom (Volvariella volvacea) genome. Plos One. 2013;8(3):e58294.
Yan J, Xie B, Zhang L, Li S, van Peer A, Wu T, et al. Small GTPases and stress responses of vvran1 in the straw mushroom Volvariella volvacea. Int J Mol Sci. 2016;17(9):1527.
Gong M, Li Z, Wan J, Chen M, Wang H, Shang J, et al. Chilling stress reduced protein translation by the ubiquitination of ribosomal proteins in Volvariella volvacea. J Proteome. 2020;215:103668.
Liu Y, Xu C, Zhu Y, Zhang L, Chen T, Zhou F, et al. The calcium-dependent kinase OsCPK24 functions in cold stress responses in rice. J Integr Plant Biol. 2018;60(2):173–88.
Zhao C, Wang P, Si T, Hsu C, Wang L, Zayed O, et al. MAP kinase cascades regulate the cold response by modulating ICE1 protein stability. Dev Cell. 2017;43(5):618–29.
Singh AK, Dhanapal S, Yadav BS. The dynamic responses of plant physiology and metabolism during environmental stress progression. Mol Biol Rep. 2020;47(2):1459–70.
Batista TM, Hilario HO, de Brito GAM, Moreira RG, Furtado C, de Menezes GCA, et al. Whole-genome sequencing of the endemic Antarctic fungus Antarctomyces pellizariae reveals an ice-binding protein, a scarce set of secondary metabolites gene clusters and provides insights on Thelebolales phylogeny. Genomics. 2020;112(5):2915–21.
Do TT, Quyen DT, Nguyen TN, Nguyen VT. Molecular characterization of a glycosyl hydrolase family 10 xylanase from aspergillus Niger. Protein Expr Purif. 2013;92(2):196–202.
Guo B, Chen X, Sun C, Zhou B, Zhang Y. Gene cloning, expression and characterization of a new cold-active and salt-tolerant endo-β-1,4-xylanase from marine Glaciecola mesophila KMM 241. Appl Microbiol Biot. 2009;84(6):1107–15.
Krastanova I, Guarnaccia C, Zahariev S, Degrassi G, Lamba D. Heterologous expression, purification, crystallization, X-ray analysis and phasing of the acetyl xylan esterase from Bacillus pumilus. Biochim Biophys Acta. 2005;1748(2):222–30.
Lee MF, Chiang CH, Lin SJ, Song PP, Liu HC, Wu TJ, et al. Recombinant Lactococcus lactis expressing Ling Zhi 8 protein ameliorates nonalcoholic fatty liver and early Atherogenesis in cholesterol-fed rabbits. Biomed Res Int. 2020;2020:3495682.
Lin T, Hsu H. Ling Zhi-8 reduces lung cancer mobility and metastasis through disruption of focal adhesion and induction of MDM2-mediated slug degradation. Cancer Lett. 2016;375(2):340–8.
Toninello A, Pietrangeli P, De Marchi U, Salvi M, Mondovì B. Amine oxidases in apoptosis and cancer. Biochim Biophys Acta. 2006;1765(1):1–13.
Huang X, Shi H, Hu Z, Liu A, Amombo E, Chen L, et al. ABA is involved in regulation of cold stress response in Bermudagrass. Front Plant Sci. 2017;8. https://doi.org/10.3389/fpls.2017.01613.
Tian L, Li J. The effects of exogenous ABA applied to maize (Zea mays L.) roots on plant responses to chilling stress. Acta Physiol Plant. 2018;40(4). https://doi.org/10.1007/s11738-018-2655-2.
Achard P, Gong F, Cheminant S, Alioua M, Hedden P, Genschik P. The cold-inducible CBF1 factor–dependent signaling pathway modulates the accumulation of the growth-repressing DELLA proteins via its effect on gibberellin metabolism. Plant Cell. 2008;20(8):2117–29.
Kimura T, Suzuki H, Furuhashi H, Aburatani T, Morimoto K, Sakka K, et al. Molecular Cloning, Characterization, and Expression Analysis of the xynF3 Gene from. Biosci Biotechnol Biochem. 2002;66:285–92.
Kettner J, Doerffling KHUG. Biosynthesis and metabolism of abscisic acid in tomato leaves infected with Botrytis cinerea. Planta. 1995;196(4):627–34.
Oritani T, Kiyota H. Biosynthesis and metabolism of abscisic acid and related compounds. Nat Prod Rep. 2003;20(4):414.
Tudzynski B. Gibberellin biosynthesis in fungi: genes, enzymes, evolution, and impact on biotechnology. Appl Microbiol Biot. 2005;66(6):597–611.
El-Sheikh MA, Rajaselvam J, Abdel-Salam EM, Vijayaraghavan P, Alatar AA, Devadhasan Biji G. Paecilomyces sp. ZB is a cell factory for the production of gibberellic acid using a cheap substrate in solid state fermentation. Saudi J Biol Sci. 2020;27(9):2431–8.
Pertea M, Kim D, Pertea GM, Leek JT, Salzberg SL. Transcript-level expression analysis of RNA-seq experiments with HISAT, StringTie and Ballgown. Nat Protoc. 2016;11(9):1650–67.
Pertea M, Pertea GM, Antonescu CM, Chang T, Mendell JT, Salzberg SL. StringTie enables improved reconstruction of a transcriptome from RNA-seq reads. Nat Biotechnol. 2015;33(3):290–5.
Robinson MD, McCarthy DJ. Smyth GK: edgeR: a Bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics. 2009;26(1):139–40.
Benjamini Y, Yekutieli D. The control of the false discovery rate in multiple testing under dependency. Ann Stat. 2001;29(4):1165–88.
We gratefully acknowledge Prof. Mingjie Chen (Institute of Edible Fungi, Shanghai Academy of Agricultural Sciences, China), for supplying the V.volvacea V23 and VH3.
This work was financially supported by The Youth Talent Development Plan of Shanghai Municipal Agricultural System, China (20150117).
Ethics approval and consent to participate
Consent for publication
The authors declare that they have no competing interests.
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
PCA of transcriptome sequencing. The X21CK.V23, X22CK.V23, and X23CK.V23 represent three biological replications of V23 at 0 h cold stress. X1.1 CK VH1, X1.2 CK VH2, and X1.3 CK VH3 represent three biological replications of VH3 at 0 h cold stress. The V23.1, V23.2, and V23.3 represent three biological replications of V23 at 40 h cold stress. The VH3.1, VH3.2, and VH3.3 represent three biological replications of VH3 at 4 h cold stress. (A) X and Y axis indicate PC1 and PC2, respectively. (B) X and Y axis indicate PC1 and PC3, respectively. Sup Fig. 2. GA3 contents in V23 and VH3. Data shown re average ± standard error with three replications. ** P < 0.01 (Students' t-test). Sup Table1. The gene gene IDs and names of DEGs. Sup Table 2. Primers used for qRT-PCR.
About this article
Cite this article
Li, P., Hu, C., Li, Y. et al. The cold - resistance mechanism of a mutagenic Volvariella volvacea strain VH3 with outstanding traits revealed by transcriptome profiling. BMC Microbiol 21, 336 (2021). https://doi.org/10.1186/s12866-021-02396-8
- Straw mushroom
- Volvariella volvacea