| Literature DB >> 32590947 |
Wenjuan Kang1,2, Zhehao Jiang1, Yonggang Chen1, Fang Wu1, Chang Liu1, Haifang Wang3, Shangli Shi4,5, Xue-Xian Zhang2.
Abstract
BACKGROUND: Leguminous plants alter patterns of gene expression in response to symbiotic colonization and infection by their cognate rhizobial bacteria, but the extent of the transcriptomic response has rarely been examined below the species level. Here we describe the identification of 12 rhizobial biotypes of Ensifer meliloti, which form nitrogen-fixing nodules in the roots of alfalfa (Medicago sativa L.), followed by a comparative RNA-seq analysis of four alfalfa cultivars each inoculated with two E. meliloti strains varying in symbiotic performance and phylogenetic relatedness.Entities:
Keywords: Alfalfa cultivar; Biotype; Rhizobium; Rhizobium-legume symbiosis; Transcriptome
Year: 2020 PMID: 32590947 PMCID: PMC7318466 DOI: 10.1186/s12870-020-02503-3
Source DB: PubMed Journal: BMC Plant Biol ISSN: 1471-2229 Impact factor: 4.215
Fig. 1Symbiotic performance of E. meliloti strains selected for plant transcriptome analysis. Shoot dry weights (a) and nitrogenase activities (b) were measured for four M. sativa cultivars: G9, Gannong No. 9; G3, Gannong No. 3; Q, Qingshui; L, Longzhong. Data are means and standard errors of four biological replicates. Nitrogenase activities were expressed as μmol·g− 1·h− 1. Level of significance was indicated by either two stars (P < 0.01) or four stars (P < 0.0001) above the bar. The Student’s t-test was performed in comparison with the uninoculated controls (CK). Effective one- and two-cultivar specificity biotypes (E1 vs. E2) were distinguished by two different colors
Fig. 2Principal component analysis of alfalfa-rhizobia interaction on the basis of 14 symbiotic parameters. NN, nodule number; ENW, effective nodule weight; ND, nodule diameter; NG, nodule grade; NNA, nodule nitrogenase activity; LN, leaf number; SH, shoot height; RL, root length; SFW, shoot fresh weight; RFW, root fresh weight; SDW, shoot dry weight; RDW, root dry weight; CC, chlorophyll content; CPC, crude protein content
Biotype classification of 32 E. meliloti isolates on the basis of their symbiotic profiles
| Strain name | Symbiotic pattern | Ratio of E:O:I | Biotype | Specificity |
|---|---|---|---|---|
| QL2, WLG1 | EOOOO | 1:4:0 | I | E1 |
| LL11 | OEOOO | 1:4:0 | II | E1 |
| G3L3, LP3 | OOEOO | 1:4:0 | III | E1 |
| LL1 | OOOEO | 1:4:0 | IV | E1 |
| LL2 | EEOOO | 2:3:0 | V | E2 |
| WLP2 | OEOEO | 2:3:0 | VI | E2 |
| G9L3, G9L8 | OIOEO | 1:3:1 | VII | E1I1 |
| G3L2, G3L6, G3L8, G3T2, G9L4, G9L6, LL5, LL6, LL7 | OOOOO | 0:5:0 | VIII | N |
| G3L4, G3L7, G3L10, G3L12, G3L13, G9L5, LL10 | OIOOO | 0:4:1 | IX | I1 |
| G3L9 | OOOIO | 0:4:1 | X | I1 |
| G3L5, LL8, QL4, QL5 | OOOOI | 0:4:1 | XI | I1 |
| G9L7 | OOOII | 0:3:2 | XII | I2 |
aA prefix was assigned to inform plant cultivar from which the strains was originally isolated: G3 for Gannong No. 3; G9, Gannong No. 9; L, Longzhong; Q, Qingshui; WL, WL168HQ
bThe symbiotic pattern was obtained by combining the marked symbiotic efficiency of each strain in the order of cultivar G3, G9, L, Q and WL. Letter E (effective), O (noneffective), or I (inhibitory) indicates shoot dry weight value was significantly higher, not significantly different, or significantly lower (P < 0.05) when compared with uninoculated plants, respectively (Additional files 8)
cRoman numerals refer to rhizobial biotypes for strains determined based on the symbiotic pattern
dE1 Effective one-cultivar specific biotype, E2 Effective two-cultivars specific biotype, E1I1 Effective one-cultivar and inhibitive one-cultivar specific biotype, N Non-specific biotype, I1 Inhibitory one-cultivar specific biotype, I2 Inhibitory two-cultivars specific biotype
Fig. 3Experimental design of the plant transcriptomic analysis. A Neighbor-Joining tree is shown on the left for five alfalfa (Medicago sativa) cultivars Gannong No. 3 (G3), Gannong No. 9 (G9), Longzhong (L), Qingshui (Q), and WL168HQ (WL). Phylogenetic relatedness among the six rhizobial strains is shown on the right. All six rhizobial strains can form effective nodules on the related cultivars, and their effective one- or two-cultivar specificity type (E1 or E2) are indicated in parenthesis
Fig. 4Variation of DEGs for each alfalfa cultivar inoculated with two different rhizobial strains. a DEGs detected in biotype vs. CK comparisons. Number of upregulated (top) and downregulated (down) genes is indicated within each column. Data are means and standard errors of three biological replicates. b DEGs detected in biotype comparisons; c A Venn diagram of DEGs in biotype comparisons; **P < 0.01; E2, Effective two-cultivars specific biotype; E1, Effective one-cultivar specific biotype; CK, uninoculated control; G9, M. sativa cv. Gannong No. 9; G3, M. sativa cv. Gannong No. 3; Q, M. sativa cv. Qingshui; L, M. sativa cv. Longzhong
Fig. 5Functional annotation of the differentially expressed genes. The analysis involved 41 GO functions in three categories shown on the right: biological process (1–18), cellular component (19–29) and molecular function (30–41) with 21 GO terms (2–13, 20, 22, 23, 30–36) enriched by DEGs common for four cultivars. Terms labelled with red boxes were exclusively enriched in only one comparison. Top nine GO terms significantly enriched (q-value < 0.05) are listed on the left. G9, M. sativa cv. Gannong No. 9; G3, M. sativa cv. Gannong No. 3; Q, M. sativa cv. Qingshui; L, M. sativa cv. Longzhong
KEGG pathway enrichment analysis of differentially expressed genes
| Comparison | KEGG Pathway | Number of genes | ||
|---|---|---|---|---|
| G9 (LL2 vs. WLP2) | Oxidative phosphorylation | 3.99E-03 | 4 | |
| G3 (LL2 vs. QL2) | Ribosome | 1.17E-18 | 6.45E-17 | 52 |
| Diterpenoid biosynthesis | 4.82E-03 | 4 | ||
| Phenylpropanoid biosynthesis | 8.15E-03 | 11 | ||
| Valine, leucine and isoleucine biosynthesis | 3.15E-02 | 2 | ||
| Q (WLP2 vs. LL1) | Ribosome | 1.60E-21 | 1.14E-19 | 74 |
| Sesquiterpenoid and triterpenoid biosynthesis | 2.26E-03 | 4 | ||
| Circadian rhythm - plant | 6.71E-03 | 5 | ||
| Valine, leucine and isoleucine biosynthesis | 1.05E-02 | 3 | ||
| Amino sugar and nucleotide sugar metabolism | 3.71E-02 | 10 | ||
| L (G3L3 vs. LP3) | Flavonoid biosynthesis | 3.72E-12 | 4.09E-10 | 25 |
| Plant-pathogen interaction | 9.35E-11 | 5.14E-09 | 73 | |
| Alpha-Linolenic acid metabolism | 7.34E-09 | 2.69E-07 | 24 | |
| Phenylpropanoid biosynthesis | 3.33E-07 | 9.16E-06 | 47 | |
| Stilbenoid, diarylheptanoid and gingerol biosynthesis | 1.12E-06 | 2.47E-05 | 12 | |
| Plant hormone signal transduction | 1.95E-06 | 3.58E-05 | 44 | |
| Circadian rhythm - plant | 1.80E-05 | 2.83E-04 | 13 | |
| Starch and sucrose metabolism | 2.44E-05 | 3.36E-04 | 47 | |
| Pentose and glucuronate interconversions | 4.34E-05 | 5.31E-04 | 23 | |
| ABC transporters | 2.16E-04 | 2.38E-03 | 15 | |
| Linoleic acid metabolism | 1.18E-03 | 1.18E-02 | 11 | |
| Carotenoid biosynthesis | 2.71E-03 | 2.49E-02 | 10 | |
| Terpenoid backbone biosynthesis | 6.39E-03 | 5.41E-02 | 11 | |
| Biosynthesis of unsaturated fatty acids | 1.22E-02 | 9.01E-02 | 10 | |
| Glucosinolate biosynthesis | 1.23E-02 | 9.01E-02 | 2 | |
| Zeatin biosynthesis | 2.49E-02 | 5 | ||
| Phosphatidylinositol signaling system | 3.56E-02 | 12 | ||
| Cyanoamino acid metabolism | 3.64E-02 | 14 | ||
| Glycerophospholipid metabolism | 3.79E-02 | 14 |
aBiotype comparison on alfalfa cultivars G9 (Gannong No. 9), G3 (Gannong No. 3), Q (Qingshui) and L (Longzhong)
bOnly pathways with p-value or q-value < 0.05 were presented
cThe q-value is a natural pFDR (positive false discovery rate) analogue to the p-value. KEGG pathways with q-value < 0.05 were defined as significantly enriched pathways
Fig. 6Correlation of plant transcriptomes with phylogenetic distances between the two bacterial inoculants in comparison. The plant transcriptomic responses are shown as the number of differentially expressed genes (DEGs) and the number of KEGG pathways. The pearson correlation coefficients (r) were determined using Graphpad Prism v 8.0 (GraphPad Software Inc., San Diego)
Fig. 7Expression of genes encoding nodule inception (a), leghemoglobin (b) and glutamine synthetase (c) in four alfalfa cultivars when compared with the uninoculated control. Expression levels were expressed as the Log2 (fold change) of DEGs. G9, M. sativa cv. Gannong No. 9; G3, M. sativa cv. Gannong No. 3; Q, M. sativa cv. Qingshui; L, M. sativa cv. Longzhong
The DEGs involved in flavonoid pathway in alfalfa cultivars upon inoculation of two rhizobial strains
| Alfalfa cultivar | G9 | G3 | Q | L | Gene | Gene product |
|---|---|---|---|---|---|---|
| Comparison | LL2 vs. WLP2 | LL2 vs. QL2 | WLP2 vs. LL1 | G3L3 vs. LP3 | ||
| Medsa009599 | −3.7 | CHS | Chalcone and stilbene synthase family protein | |||
| Medsa059715 | −3.7 | CHS | naringenin-chalcone synthase, partial | |||
| Medsa044389 | −2.8 | CHS | chalcone synthase 3, partial | |||
| Medsa086087 | −2.5 | CHS | naregenin-chalcone synthase, partial | |||
| Medsa009493 | −2.1 | CHS | Chain A, Chalcone Synthase--F215s Mutant | |||
| Medsa030411 | −2 | CHS | Chalcone synthase 2 | |||
| Medsa026473 | −1.9 | CHS | chalcone and stilbene synthase family protein | |||
| Medsa044387 | −1.7 | CHS | chalcone synthase | |||
| Medsa026474 | −1.6 | CHS | chalcone synthase 4, partial | |||
| Medsa072385 | − 1.4 | CHS | chalcone synthase 3, partial | |||
| Medsa028257 | 4.4 | F3H | naringenin 3-dioxygenase (flavanone-3-hydroxylase) | |||
| Medsa086086 | −1.3 | CHS | chalcone synthase | |||
| Medsa055925 | −1.2 | CHS | Chain A, Chalcone Synthase | |||
| Medsa055923 | −2.2 | CHS | chalcone synthase, partial | |||
| Medsa077779 | −6.5 | CHS | Chalcone synthase | |||
| Medsa063968 | −1.5 | CHS | chalcone-flavanone isomerase family protein | |||
| Medsa014983 | −1.5 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa030991 | 1.7 | HCT | hydroxycinnamoyl-CoA:shikimate hydroxycinnamoyl transferase | |||
| Medsa005120 | 1.4 | HCT | hydroxycinnamoyl-CoA:shikimate hydroxycinnamoyl transferase | |||
| Medsa031435 | −8.3 | HCT | spermidine hydroxycinnamoyl transferase | |||
| Medsa024093 | −2.8 | DFR | dihydroflavonol 4-reductase | |||
| Medsa031435 | −7.7 | HCT | spermidine hydroxycinnamoyl transferase | |||
| Medsa016755 | −6.3 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa018594 | −1.9 | DFR | dihydroflavonol 4-reductase-like protein | |||
| Medsa017082 | −5.7 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa017084 | −5.6 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa016758 | − 5.4 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa032425 | −5.1 | HCT | anthranilate N-benzoyltransferase | |||
| Medsa017083 | −5 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa084572 | −4.3 | HCT | anthranilate N-benzoyltransferase | |||
| Medsa016757 | −4 | HCT | anthranilate N-benzoyltransferase | |||
| Medsa084570 | −2.9 | HCT | anthranilate N-benzoyltransferase | |||
| Medsa046285 | −1.9 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa076343 | −3.4 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa020332 | 2.7 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa075370 | −2.4 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa032175 | −2 | HCT | HXXXD-type acyl-transferase family protein | |||
| Medsa064961 | −2.1 | HCT | anthranilate N-benzoyltransferase | |||
| Medsa075250 | −2.3 | HCT | anthranilate N-benzoyltransferase | |||
| Medsa010989 | 1.6 | HCT | anthranilate N-benzoyltransferase | |||
| Medsa019200 | −6.6 | E5.5.1.6 | chalcone-flavanone isomerase family protein |
aM. sativa cultivars, G9 for Gannong No. 9; G3 for Gannong No. 3; Q for Qingshui; L for Longzhong
bData are Log2 (fold change) values for each differentially expressed gene (DEG)
Number of differentially expressed genes involved in plant-pathogen interaction and those encoding plant peptide for an alfalfa cultivar upon inoculation of two rhizobial strains
| Alfalfa cultivar | G9 | G3 | Q | L | |||||
|---|---|---|---|---|---|---|---|---|---|
| Rhizobial strains in comparison | LL2 vs. WLP2 | LL2 vs. QL2 | WLP2 vs. LL1 | G3L3 vs. LP3 | |||||
| DEG status | Up | Down | Up | Down | Up | Down | Up | Down | |
| Genes involved in plant-pathogen interaction | CALM | 3 | 1 | 2 | 28 | ||||
| CDPK | 1 | 16 | |||||||
| CERK1 | 1 | ||||||||
| CNGCs | 6 | ||||||||
| EDS1 | 1 | 1 | |||||||
| FLS2 | 6 | ||||||||
| HSP90B | 1 | ||||||||
| LRR-RLK | 5 | 11 | 7 | 5 | 1 | 5 | 123 | ||
| LysM-RLK | 1 | 6 | |||||||
| MEKK1 | 1 | 21 | |||||||
| PR1 | 3 | 1 | |||||||
| PTI1 | 1 | ||||||||
| RBOH | 1 | 8 | |||||||
| RPP13 | 1 | 1 | |||||||
| NBS-LRR | 4 | 10 | 9 | 33 | 9 | 5 | 396 | ||
| NB-ARC | 7 | 1 | 4 | 2 | 3 | 85 | |||
| WRKY25 | 1 | 6 | |||||||
| WRKY29 | 2 | 1 | 1 | ||||||
| Plant peptide | CLE | 1 | 1 | ||||||
| GRPs | 14 | 30 | |||||||
| NCRs | 1 | 3 | 118 | 476 | |||||
| PSK | 1 | ||||||||
| RALF | 1 | 9 | |||||||
| SNARPs | 5 | 13 | |||||||
Thirty-five differentially expressed nodulin genes identified in alfalfa cultivars upon inoculation of two rhizobial strains in comparison
| Gene name | Gene code in alfalfa | G3 | Q | L |
|---|---|---|---|---|
| Early nodulin-12B | Medsa039711 | −6.0 | −8.7 | |
| Early nodulin-16 | Medsa050076 | −5.4 | ||
| Early nodulin-20 | Medsa041425 | −9.7 | −11.4 | |
| Early nodulin-75 | Medsa030522 | 1.5 | ||
| Medsa041869 | 1.4 | |||
| Early nodulin-like protein | Medsa025394 | −4.8 | ||
| Early nodulin-NMS-8 | Medsa039710 | −5.7 | −10.7 | |
| Nodulin MtN21/EamA-like transporter family protein | Medsa034197 | −3.1 | ||
| Medsa063638 | −2.0 | |||
| Medsa036754 | 2.6 | |||
| Medsa085504 | 2.3 | |||
| Medsa051201 | −1.7 | |||
| Medsa039080 | −1.7 | |||
| Medsa050637 | −4.9 | −9.6 | ||
| Medsa042406 | −3.1 | |||
| Medsa078338 | 3.3 | |||
| Medsa034378 | −2.0 | |||
| Medsa020000 | −9.5 | −7.0 | ||
| Medsa074298 | 1.3 | |||
| Medsa037266 | −8.8 | |||
| Medsa085797 | 1.3 | |||
| Nodulin-1 | Medsa050303 | −7.1 | ||
| Nodulin-22 | Medsa004209 | 1.3 | ||
| Nodulin-25 | Medsa026012 | −8.6 | −13.0 | |
| Medsa026013 | −9.7 | −13.2 | ||
| Medsa026014 | −7.3 | |||
| Medsa062064 | −11.7 | −14.7 | ||
| Medsa062065 | −11.2 | |||
| Nodulin-26 | Medsa026111 | −3.4 | −5.1 | |
| Nodulin-6 | Medsa076070 | −2.6 | ||
| Nodulin-like/MFS transporter | Medsa081077 | −2.1 | ||
| Medsa024741 | −1.9 | |||
| Vacuolar iron transporter-like protein | Medsa028561 | −5.3 | −10.2 | |
| Medsa028596 | −6.1 | −9.5 | ||
| Medsa059717 | −2.1 |
a Log2 (fold change) value of differentially expressed genes. Nodulin genes were not found in DEGs of G9 (LL2 vs. WLP2)
Twenty-one genes associated with the cultivar-specificity spectrum of biotype strains
| Gene | Description | G3 (LL2 vs. QL2) | Q (WLP2 vs. LL1) |
|---|---|---|---|
| Medsa042668 | ubiquitin1 | 5.8 | 3.5 |
| Medsa090988 | Transposon Ty3-I Gag-Pol polyprotein, partial | −4.5 | −2.0 |
| Medsa070600 | subtilisin-like serine protease | −1.5 | −1.1 |
| Medsa033982 | Sporozoite surface protein 2 | −1.8 | −1.5 |
| Medsa017908 | transcription factor bHLH100 | −2.0 | −2.0 |
| Medsa054952 | NADP-dependent glyceraldehyde-3-phosphate dehydrogenase | 1.8 | 2.7 |
| Medsa047698 | Kunitz type trypsin inhibitor / Alpha-fucosidase | 2.9 | 2.4 |
| Medsa045026 | hypothetical protein TSUD_339160 | 2.5 | 2.7 |
| Medsa031174 | hypothetical protein MTR_3g111095 | −5.1 | −5.8 |
| Medsa033325 | horseradish peroxidase-like protein | 2.1 | 2.4 |
| Medsa009230 | DUF1442 family protein | −1.3 | −1.6 |
| Medsa041850 | disease resistance protein (TIR-NBS-LRR class) | 1.7 | 2.1 |
| Medsa041941 | disease resistance protein (TIR-NBS-LRR class) | 3.5 | 4.0 |
| Medsa088244 | disease resistance protein (TIR-NBS-LRR class) | 7.0 | 8.0 |
| Medsa057523 | disease resistance protein (TIR-NBS-LRR class) | 4.6 | 2.5 |
| Medsa024638 | cytochrome P450 family ent-kaurenoic acid oxidase | 2.6 | 4.0 |
| Medsa003249 | branched-chain amino acid aminotransferase | 3.3 | 4.3 |
| Medsa035785 | alpha-amylase carboxy-terminal beta-sheet domain protein | −4.5 | −6.7 |
| Medsa017564 | Unknown | 7.5 | 3.9 |
| Medsa033887 | Unknown | −4.8 | −3.7 |
| Medsa049192 | Unknown | 9.2 | 12.1 |
a Log2 (fold change) is the average value retrieved by RNA-seq analysis of three biological replicates of the M. sativa cvs. Gannong No. 3 (G3) and Qingshui (Q) upon inoculation of effective two-cultivars specific biotype (E2) and effective one-cultivar specific biotype (E1) strains