Identification of endophytic fungus strain J-G
The blast comparison of ITS Ⅰ sequence showed that the Strain J-G was 100% similar to plectosaphaerella cucumerina. The sequence obtained has been submitted to GenBank, No. mt068424. In the NJ tree (Fig. 1-A), Strain J-G was in the same branch with Plectosphaerella cucumerina (EU030361.1). Therefore, Strain J-G was identified as Plectosphaerella cucumerina. The colony of its Strain was white with regular edges and dense mycelia (Fig. 1-B). Strain J-G was deposited in the Traditional Chinese Medicine Resources Laboratory of Heilongjiang University of Traditional Chinese Medicine.
Compared with the control group, the fresh weight of the roots of co-cultured RGT tissue culture seedlings increased by 176% (Fig. 2-A), and the dry weight of roots increased by 161% (Fig. 2-B). These two differences were significant. Both the fresh weight and dry weight of the above-ground parts of co-cultured group were significantly higher than that of the control group (Fig. 2-C, D). Thus, it could be seen that the growth promoting effect of Strain J-G on host was comprehensive and significant.
RNA extraction and detection
The results of RNA extraction and detection were shown in the Table 1. The Detection from all aspects showed that the quality of total RNA of both the co-cultured group (G1a, G1b, G1c) and the control group (C1a, C1b, C1c) was qualified, and downstream experiments could be carried out.
Test results of transcriptome data after filtering
The transcriptome data after filtering were submitted to SRA (SRR11308217), the test results of it were shown in Fig.3. The total numbers of filtered high-quality sequences of the three replicates (G1a, G1b, G1c) in the co-cultured group were 63,700,940, 63,696,030, and 63,412,070. The proportions of the filtered high-quality sequences to the original ones were 95.71%, 95.03% and 94.82%, which indicated that the sequencing qualities were acceptable. The total numbers of filtered high-quality sequences of the three replicates (C1a, C1b, C1c) in the control group were 61,116,748, 56,930,540, and 58,908,308. The proportions of the filtered high-quality sequences to the original ones were 97.45%, 97.25%, and 97.82%, which indicated that the sequencing qualities were acceptable.
The basic situation of gene different expression
According to the expression analysis, there were a total of 34,553 significantly different expressed unigenes between co-cultured group and the control, of which 25,756 were up-regulated and 8,797 were down-regulated.
According to the comparison between co-cultured group and the control, the scatter diagrams of log2foldchange of multiples of gene expression differences were obtained (Fig. 3). In Fig. 3, the yellow dots represented genes that were significantly up-regulated and the blue dots represented the genes that were significantly down-regulated, while the gray dots represented the other genes that were not significant differentially expressed. It was showed that the up-regulated genes had more significant expression differences.
The results of GO analysis
The bubble diagram of the ten GO items with the highest significance of unigenes enrichment in Biological Process (BP) were shown in Fig. 4. The larger the bubble was, the higher the Rich_Ratio was, the redder the color was, the higher degree of enrichment was. It could be seen from Fig. 4 that the unigenes in the ten items, such as metabolic process, heterocycle biosynthetic process and organic cyclic compound biosynthetic process were more annotated, among which the most annotated and enriched item was the metabolic process.
The bubble diagram of the ten GO items with the highest significance of unigene enrichment in Cellular Component(CC) were shown in Fig.4. It showed that the unigenes in the ten items, such as intrinsic component of membrane, integral component of membrane and extracellular region were more annotated, among which the most annotated item was integral component of membrane, and the most enriched item was extracellular region.
The bubble diagram of the ten GO items with the highest significance of unigenes enrichment in Molecular Function(MF) were shown in Fig.4. It showed that the unigenes in the ten items, such as catalytic activity, transition metal ion binding and DNA binding were more annotated, among which the most annotated and enriched item was the catalytic activity.The statistics of annotation results of different expressed unigenes in secondary Go items were shown in Fig.5. The horizontal ordinate was the secondary Go items with different expressed unigenes annotation. The left ordinate indicated the proportion of up-regulated different expressed unigenes /down-regulated different expressed unigenes. The right ordinate indicated the quantitis of up-regulated different expressed unigenes /down-regulated different expressed unigenes, among which there were significant differences in gene expression of cellular component, biological process, and molecular function. In terms of the distribution, the different expressed unigenes in cellular component and biological process were more obvious.
The results of KEGG analysis
All the samples enriched KO were combined and the distribution diagram was made according to the enrichment significance q value of the sample in the KO (Fig.6). It was shown that pathways of Phenylpropanoid biosynthesis, Cyanoamino acid metabolism, Tyrosine metabolism, Starch and sucrose metabolism, Phenylalanine metabolism, Steroid biosynthesis, Base excision repair, Pentose and glucuronate interconversions, Plant hormone signal transduction, Biosynthesis of unsaturated fatty acids, alpha-Linolenic acid Glycine, serine and threonine metabolism, Isoquinoline alkaloid biosynthesis were significantly enriched.
Gene expression differences of co-cultured RGT tissue culture seedlings
By comparing the differentially expressed unigenes between the control group and the co-cultured group, it was found that there were significant differences in gene expression in many pathways, such as Phenylalanine biosynthesis pathway, Phenylalanine metabolism, Starch and sucrose metabolism, Plant hormone signal transduction and so on.
In the pathway of Phenylpropanol biosynthesis (Table 2), unigenes homologous to genes of phenylalanine ammonia lyase (PAL) were up-regulated, while unigenes homologous to cinnamoyl-CoA reductase (CCR) and shikimic acid o-hydroxycinnamoyl transferase [EC:2.3.1.133] were significantly down-regulated. Under these circumstances the formation of resveratrol and polydatin could be promoted through the enzymatic reaction.
In Cyanamide acid metabolism pathway (Table 2), unigenes homologous to genes of Formamidase [EC: 3.5.1.49] were up-regulated, which promoted NH3 synthesis and nitrogen metabolism. Unigenes homologous to glycine methyl transferase (GlyA) were up-regulated, which promoted the metabolism and transformation of glycine, serine, threonine and cysteine.
In the Tyrosine pathway (Table 2), it was observed that unigenes homologous to genes of tyrosine aminotransferase [EC: 2.6.1.5], aromatic amino acid aminotransferase I [EC: 2.6.1.57], phosphohistidine aminotransferase (HisC) and aspartate aminotransferase[EC:2.6.1.1] were up-regulated. The mutual transformation of 4-hydroxy-phenylpyruvate with tyrosine could be promoted by these enzymes. Unigenes homologous to genes of 4-hydroxyphenylpyruvate dioxygenase (HPD), maleylacetate isomerase (MaiA), fumarylacetoacetase [EC:3.7.1.2] and other enzymes were up-regulated, which could catalyze the synthesis of acetoacetate and fumarate, and eventually fumarate entered the citric acid cycle to promote the material metabolism and energy formation. Meanwhile, unigenes homologous to genes of 4- hydroxy-2 - oxyheptanediate aldehydase (Hpal) and succinate semialdehyde dehydrogenase/glutarate semialdehyde dehydrogenase (GabD) were up-regulated, which could catalyze the conversion of 2, 4-dihydroxyhept-2-enedioate to succinate, then succinate entered the citric acid cycle to enhance the material metabolism and energy formation. In addition, unigenes homologous to genes of monoamine oxidase, alcohol dehydrogenase and aldehyde dehydrogenase (NAD (P) +) [EC: 1.2.1.5] were up-regulated, which could promote the metabolism and conversion of amino acids, in order to provide more materials for the growth of RGT tissue culture seedlings.
In Glycine, serine and threonine Metabolism, 78 unigenes homologous to genes of Amino acid invertases were up-regulated, which enhanced the metabolism and conversion of amino acids.
In Starch and sucrose metabolism (Table 2), unigenes homologous to genes of β-fructofuranosidase (INV) were up-regulated, which could promote the formation of 6-phosphate-glucose. Unigenes homologous to genes of α-glucosidase [EC: 3.2.1.20] were up-regulated, which could produce more fructose and glucose. Unigenes homologous to genes of glucan 1,3-β-glucosidase [EC: 3.2.1.58], 1,3-β-glucanase [EC: 2.4.1.34], endoglucanase [EC: 3.2.1.4], cellulose 1,4-β-fibreglucosidase [EC: 3.2.1.91], α - trehalase [EC: 3.2.1.28] were up-regulated, which could catalyze the conversion of glucoside, cellulose, and trehalose to glucose. Therefore, substrates of respiration increased for energy provision of RGT tissue culture seedlings. Meanwhile, unigenes homologous to genes of starch synthetase (GlgA), 1,4-α-glucan branching enzyme [EC: 2.4.1.18] were up-regulated, which could catalyze the synthesis of starch. Therefore, it could be seen that the co-culture of the Strain J-G and RGT tissue culture seedlings not only promoted the formation of glucose, but also enhanced the accumulation of starch.
In the Pentose and glucuronide interconversion pathway (Table 2), unigenes homologous to genes of galacturonidase [EC:3.2.1.67] were up-regulated, which could catalyze diaminogalactose to form galactose, and galactose could participate in various metabolisms. Unigenes homologous to genes of L-threonine-3-deoxyhexanoic acid aldolase (GAAC) were up-regulated, which was beneficial for galactose to enter into the glycerol metabolism pathway and provide more energy for the growth of RGT tissue culture seedlings. Unigenes homologous to genes of alcohol dehydrogenase (NADP+) (AKR1A1) were up-regulated, which could catalyze gulonic acid to form more D-Glucuronate. Meanwhile, unigenes homologous to genes of UTP-glucose-1-phosphouridinyltransferase (UGP2) and UDP-glucose-6-dehydrogenase (UGDH) were up-regulated, which could catalyze the production of glycolysis-- fructose phosphate to form more UDP-D-Glucuronate. And unigenes homologous to genes of UDP glycopyrophosphorylase (USP), glucuronosyl transferase (UGT), β-glucuronidase [EC: 3.2.1.31] were also up-regulated, which could promote the formation of glucoronate. As a result, a larger amount of glucoronate was produced to provide more materials for synthesis of aminosaccharide and ribose.
In the Steroid biosynthetic pathway (Table 2), unigenes homologous to genes of farnesyl diphosphate farnesyl transferase (FDFT1) were down-regulated. It could be inferred that biosynthesis of steroid would be inhibited to some extent.
In Basal resection and repair processes, 38 unigenes homologous to genes of most enzymes used in eukaryotic basal resection and repair were significantly up-regulated, only 13 unigenes homologous to genes of DNA-3-methyladenine glycosylase (MPG) and poly (ADP ribose) polymerase (PARP) were down-regulated. It could be inferred that the repair function of DNA was improved.
In the Plant hormone signal transduction pathway (Table 2), unigenes homologous to genes of auxin influx carrier (AUX1 LAX family), auxin-responsive protein IAA (IAA), auxin response factor (k4486), auxin responsive GH3 gene family(GH3) and SAUR family protein (SAUR) were up-regulated, while unigenes homologous to genes of transport inhibitor responder 1 (TIR1) were down-regulated, which promoted the response of cells to growth-promoting hormones, so as to accelerate the growth of RGT tissue culture seedlings. Unigenes homologous to genes of arabidopsis histidine kinase 2/3/4 (cytokinin receptor) (AHK2_3), histidine-containing phosphotransfer peotein (AHP), two-component response regulator ARR-B family (ARR-B) and two-component response regulator ARR-A family were up-regulated, which could enhance the response of RGT tissue culture seedlings to cytokinin, thereby cell division of seedlings was promoted. Unigenes homologous to genes of ethylene-insensitive protein 2 (EIN2), ethylene-insensitive protein 2 (EBF1 2), ethylene-responsive transcription factor 1 (ERF1) were down-regulated, which could delay plant senescence. Unigenes homologous to genes of BAK1, BRI1, BSK, TCH4, and CYCD3 that played an important role in the response of brassinosteroids were up-regulated, which could promote cell growth and cell division of RGT tissue culture seedlings. Unigenes homologous to genes of jasmonic acid-amino synthetase (JAR1) were up-regulated, which could promote synthesis of jasmonic acid. Unigenes homologous to genes of coronatine-insensitive protein 1 (COI-1), jasmonate ZIM domain-containing protein (JAZ) and transcription factor MYC2 (MYC2) were up-regulated. Because jasmonic acid can induce the expression of resistance genes, these differential expression of genes might be related to the infection of Strain J-G. Meanwhile, unigenes homologous to genes of regulatory protein NPR1 (NPR1) and the transcription factor TGA which were also related to the improvement of plant disease resistance were up-regulated, it could be related to the infection of endophytic fungus and the resistance of the host.
In the Biosynthesis of unsaturated fatty acids, 26 unigenes were up-regulated and 13 unigenes were down-regulated, among which unigenes homologous to genes of acyl-CoA thioesterase 7[EC:3.1.2.2] and acyl-CoA thioesterase II (TesB) were up-regulated. These enzymes could catalyze the synthesis of α-linolenic acid, hexadecanoic acid, stearic acid and oleic acid, which played an important role in the resistance of plants.
Verification of the expression of key genes in co-cultured RGT tissue culture seedlings
In order to verify the results of transcriptome analysis and further explore the effect of co-culture on the growth process and secondary metabolites of RGT tissue culture seedlings, six genes of key enzymes, such as genes of phenylalanine ammonia lyase (PAL), cinnamoyl COA reductase (CCR), β-fructofuranosidase (INV), starch synthase (GlgA), auxin response protein IAA ( IAA), cytokinin receptor (CYT) of RGT tissue culture seedlings were selected for quantitatively analysis of expression by real-time PCR.
As can be seen from the results (Fig. 7), genes of PAL, INV, GlgA, IAA, CYT were significantly up-regulated in co-cultured group and gene of CCR was significantly down-regulated compared with the control group. The results of these gene expression tests were consistent with those of the transcriptome analysis.