| Literature DB >> 30041471 |
Houqing Zeng1, Xiajun Zhang2, Xin Zhang3, Erxu Pi4, Liang Xiao5, Yiyong Zhu6.
Abstract
Low phosphate (Pi) availability is an important limiting factor affecting soybean production. However, the underlying molecular mechanisms responsible for low Pi stress response and tolerance remain largely unknown, especially for the early signaling events under low Pi stress. Here, a genome-wide transcriptomic analysis in soybean leaves treated with a short-term Pi-deprivation (24 h) was performed through high-throughput RNA sequencing (RNA-seq) technology. A total of 533 loci were found to be differentially expressed in response to Pi deprivation, including 36 mis-annotated loci and 32 novel loci. Among the differentially expressed genes (DEGs), 303 were induced and 230 were repressed by Pi deprivation. To validate the reliability of the RNA-seq data, 18 DEGs were randomly selected and analyzed by quantitative RT-PCR (reverse transcription polymerase chain reaction), which exhibited similar fold changes with RNA-seq. Enrichment analyses showed that 29 GO (Gene Ontology) terms and 8 KEGG (Kyoto Encyclopedia of Genes and Genomes) pathways were significantly enriched in the up-regulated DEGs and 25 GO terms and 16 KEGG pathways were significantly enriched in the down-regulated DEGs. Some DEGs potentially involved in Pi sensing and signaling were up-regulated by short-term Pi deprivation, including five SPX-containing genes. Some DEGs possibly associated with water and nutrient uptake, hormonal and calcium signaling, protein phosphorylation and dephosphorylation and cell wall modification were affected at the early stage of Pi deprivation. The cis-elements of PHO (phosphatase) element, PHO-like element and P responsive element were present more frequently in promoter regions of up-regulated DEGs compared to that of randomly-selected genes in the soybean genome. Our transcriptomic data showed an intricate network containing transporters, transcription factors, kinases and phosphatases, hormone and calcium signaling components is involved in plant responses to early Pi deprivation.Entities:
Keywords: RNA-sequencing; calcium signaling; cis-element; hormone; kinase; leaf; metabolism; phosphate deprivation; soybean (Glycine max); transcriptional response
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Year: 2018 PMID: 30041471 PMCID: PMC6073939 DOI: 10.3390/ijms19072145
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Pi concentration in the first trifoliate leaf (1st TL), the second TL (2nd TL), the third TL (3rd TL) and the roots of soybean seedlings after being subjected to Pi-deficiency treatment for 24 h. Data presented are mean ± SD (standard deviation) of three independent experiments. Asterisk indicates the statistically significant difference between control (+P) and Pi-deficiency (−P) treatments (Student’s t-test, * p < 0.05) (Microsoft Excel 2007).
Differentially expressed genes where transcripts were found only in Pi-deprived leaves (PDL) or Pi-sufficient leaves (PSL) after 24 h Pi deprivation. Expression level of each gene was measured in terms of fragments per kilobase of transcript per million mapped reads (FPKM). Gene functional descriptions were shown according to soybean genome annotation (V2.0). Accession number “Glyma.” is named as “Gm” for short. −P refers to PDL and +P refers to PSL. NA: no annotation.
| Accession No. | −P (FPKM) | +P (FPKM) | Description | |
|---|---|---|---|---|
| Gm04g223400 | 1260.24 | 0.00 | 1.98 × 10−2 | NA |
| Gm17g100000 | 21.71 | 0.00 | 1.65 × 10−3 | mini zinc finger |
| Gm17g090400 | 3.82 | 0.00 | 3.95× 10−3 | calcium-dependent protein kinase 6 |
| Gm16g028300 | 2.72 | 0.00 | 4.10 × 10−2 | NA |
| Gm15g099200 | 2.27 | 0.00 | 2.00 × 10−4 | NA |
| Gm06g240900 | 1.25 | 0.00 | 1.50 × 10−2 | PLATZ transcription factor family protein |
| Gm09g023000 | 1.11 | 0.00 | 5.00 × 10−5 | peroxidase superfamily protein |
| Gm06g177200 | 0.77 | 0.00 | 2.40 × 10−3 | NA |
| Gm19g246600 | 0.75 | 0.00 | 1.00 × 10−4 | SSXT family protein |
| Gm13g068300 | 0.00 | 47.11 | 9.65 × 10−3 | NA |
| Gm05g099700 | 0.00 | 10.71 | 3.85 × 10−3 | NA |
| Gm04g128500 | 0.00 | 5.87 | 7.50 × 10−4 | late embryogenesis abundant protein, group 1 protein |
| Gm13g236300 | 0.00 | 5.77 | 9.00 × 10−4 | NA |
| Gm04g014000 | 0.00 | 3.30 | 5.00 × 10−5 | polyol/monosaccharide transporter 5 |
| Gm13g178000 | 0.00 | 2.18 | 4.19 × 10−2 | NA |
| Gm07g022900 | 0.00 | 2.11 | 8.65 × 10−3 | phospholipid |
| Gm04g094800 | 0.00 | 1.21 | 5.00 × 10−5 | plant-specific transcription factor YABBY family protein |
| Gm11g179100 | 0.00 | 1.02 | 5.00 × 10−5 | aluminum activated malate transporter family protein |
| Gm03g113600 | 0.00 | 0.82 | 5.00 × 10−5 | auxin efflux carrier family protein |
| Gm04g044300 | 0.00 | 0.80 | 1.61 × 10−2 | cytochrome B5 isoform D |
| Gm15g197300 | 0.00 | 0.73 | 5.00 × 10−5 | CBL-interacting protein kinase 23 |
Figure 2Heatmap of the expression of 18 randomly selected differentially expressed genes (DEGs) as revealed by RNA-seq and qRT-PCR. The intensities of the color represent the fold changes in log2 values according to RNA-seq data or qRT-PCR results. Red color indicates induction and green color indicates repression. Accession number “Glyma.” is named as “Gm” for short. −P refers to PDL and +P refers to PSL.
DEGs potentially involved in Pi signaling and utilization. Expression level of each gene was measured in terms of FPKM. Gene functional descriptions were shown according to soybean genome annotation (V2.0). Accession number “Glyma.” is named as “Gm” for short. −P refers to PDL and +P refers to PSL. SPX: domain found in Syg1, Pho81, XPR1, and related proteins; HAD: haloacid dehydrogenase.
| Accession No. | −P (FPKM) | +P (FPKM) | Log2(−P/+P) | Description | |
|---|---|---|---|---|---|
| Gm03g078300 | 1.59 | 0.09 | 4.15 | 4.42 × 10−2 | Sulfoquinovosyldiacylglycerol 2 ( |
| Gm04g147600 | 2.80 | 0.41 | 2.76 | 1.03 × 10−2 | SPX domain-containing protein 1-related ( |
| Gm08g056400 | 9.38 | 1.43 | 2.71 | 5.00 × 10−5 | Purple acid phosphatase ( |
| Gm01g091800 | 0.90 | 0.22 | 2.02 | 4.90 × 10−3 | Phosphate transporter PHO1 homolog 1 ( |
| Gm02g130200 | 1.28 | 0.32 | 2.02 | 6.50 × 10−4 | Phosphate transporter PHO1 homolog 1 ( |
| Gm20g238000 | 1.42 | 0.38 | 1.89 | 1.00 × 10−4 | Phospholipase D P1 ( |
| Gm06g069000 | 2.68 | 0.91 | 1.56 | 2.52 × 10−2 | SPX domain-containing protein 1-related ( |
| Gm17g114700 | 19.96 | 7.53 | 1.41 | 5.00 × 10−5 | SPX domain-containing protein 1-related ( |
| Gm08g194100 | 0.71 | 0.29 | 1.29 | 2.20 × 10−2 | Phospholipase D α 4 |
| Gm01g002400 | 13.80 | 6.68 | 1.05 | 1.31 × 10−2 | Phospholipase A2 family protein |
| Gm09g223700 | 34.43 | 16.85 | 1.03 | 5.00 × 10−5 | Glycerol-3-phosphate permease gene family |
| Gm19g026600 | 2.78 | 1.16 | 1.27 | 1.40 × 10−3 | Purple acid phosphatase ( |
| Gm16g220900 | 2.14 | 4.75 | −1.15 | 1.64 × 10−2 | HAD superfamily, subfamily IIIB acid phosphatase |
Figure 3Unrooted phylogenetic tree of the SPX domain-containing proteins in soybean (Glycine max), Arabidopsis (Arabidopsis thaliana) and rice (Oryza sativa). The alignment for the phylogenetic tree was performed with ClustalW using full-length amino acid sequences. The phylogenetic tree was created with the MEGA6 software and the neighbor-joining method with 1000 bootstrap replications. The bar indicates the relative divergence of the sequences examined. The red arrow indicates the up-regulation of SPX genes upon short-term Pi deprivation by RNA-seq in the present study. Soybean SPX domain-containing proteins are marked with blue diamond.
DEGs potentially involved in the transportation of water, sugars and mineral nutrients. Expression level of each gene was measured in terms of FPKM. Gene functional descriptions were shown according to soybean genome annotation (V2.0). Accession number “Glyma.” is named as “Gm” for short. −P refers to PDL and +P refers to PSL. ATOX1: antioxidant protein 1; PIP1: plasma membrane intrinsic protein 1; TIP2: tonoplast intrinsic aquaporin 2; ATP: adenosine triphospate; ABC: ATP-binding cassette.
| Substrate | Accession No. | −P (FPKM) | +P (FPKM) | Log2(−P/+P) | Description | |
|---|---|---|---|---|---|---|
| Sugar | Gm15g105900 | 1.48 | 0.47 | 1.64 | 2.78 × 10−2 | Glucose-6-phosphate/phosphate translocator 2 |
| Gm13g206700 | 6.26 | 2.77 | 1.18 | 9.00 × 10−4 | Glucose-6-phosphate/phosphate translocator 2 | |
| Gm11g226200 | 131.29 | 63.50 | 1.05 | 5.00 × 10−5 | Nucleotide-sugar transporter family protein | |
| Gm04g014000 | 0.00 | 3.30 | +P only | 5.00 × 10−5 | Polyol/monosaccharide transporter 5 | |
| Gm08g009900 | 2.80 | 19.84 | −2.83 | 5.00 × 10−5 | Bidirectional sugar transporter SWEET10 | |
| Zinc/iron | Gm16g168200 | 7.32 | 2.14 | 1.78 | 1.40 × 10−3 | Vacuolar iron transporter (VIT) family protein |
| Gm13g004400 | 1.33 | 7.82 | −2.55 | 5.00 × 10−5 | Zinc transporter 3-related protein | |
| Gm20g063100 | 1.80 | 9.06 | −2.33 | 5.00 × 10−5 | Zinc transporter 3-related protein | |
| Gm06g052000 | 24.56 | 58.72 | −1.26 | 5.00 × 10−5 | Zinc/iron transporter | |
| Sulfate | Gm01g175200 | 2.16 | 0.83 | 1.37 | 3.55 × 10−3 | Sulfite exporter TauE/SafE family protein |
| Gm15g014000 | 1.78 | 0.84 | 1.08 | 1.60 × 10−2 | Sulfate transporter 3;4 | |
| Copper | Gm08g180500 | 4.15 | 0.81 | 2.36 | 4.03 × 10−2 | Copper transport protein ATOX1-related |
| Gm14g072100 | 6.81 | 2.58 | 1.40 | 5.00 × 10−5 | Copper transport protein ATOX1-related | |
| Gm15g051900 | 28.02 | 13.36 | 1.07 | 1.85 × 10−3 | Copper transport protein ATOX1-related | |
| Nitrate | Gm18g127200 | 1.07 | 3.08 | −1.53 | 4.50 × 10−4 | Nitrate transporter 1.7 |
| Malate | Gm11g179100 | 0.00 | 1.02 | +P only | 5.00 × 10−5 | Aluminum activated malate transporter |
| Water | Gm08g015300 | 8.72 | 3.58 | 1.29 | 3.50 × 10−4 | Aquaporin PIP1;4-related |
| Gm05g208700 | 15.22 | 6.50 | 1.23 | 1.50 × 10−4 | Aquaporin PIP1;4-related | |
| Gm15g018100 | 69.65 | 33.30 | 1.06 | 5.00 × 10−5 | Aquaporin TIP2;1 | |
| Unknown | Gm07g081000 | 18.37 | 4.44 | 2.05 | 5.00 × 10−5 | ABC transporter family protein |
| Gm11g106300 | 54.15 | 17.68 | 1.61 | 5.00 × 10−5 | Major facilitator superfamily protein | |
| Gm04g027800 | 1.28 | 0.35 | 1.86 | 2.71 × 10−2 | Protein Walls Are Thin 1 | |
| Gm07g094000 | 0.43 | 2.97 | −2.77 | 5.30 × 10−3 | ATP-binding cassette A2 | |
| Gm11g064100 | 0.87 | 2.05 | −1.23 | 2.15 × 10−3 | Major facilitator superfamily protein | |
| Gm08g101500 | 1.01 | 2.36 | −1.22 | 5.00 × 10−5 | Multidrug resistance-associated protein 3 | |
| Gm17g165200 | 5.68 | 11.51 | −1.02 | 5.00 × 10−5 | Metal transporter NRAMP2-related | |
| Gm10g276700 | 2.39 | 4.79 | −1.00 | 6.00 × 10−4 | Major facilitator superfamily protein |
DEGs possibly related to Ca2+ and hormonal signaling. Expression level of each gene was measured in terms of FPKM. Gene functional descriptions were shown according to soybean genome annotation (V2.0). Accession number “Glyma.” is named as “Gm” for short. −P refers to PDL and +P refers to PSL. VCX1: vacuolar Ca2+ exchanger 1; AUX: auxin; IAA: indole-3-acetic acid; GA: gibberellin; BES1/BZR1: brassinosteroid-insensitive1-ethyl methanesulfonate-suppressor 1/brassinazole-resistant 1.
| Ca2+/Hormone | Accession No. | −P (FPKM) | +P (FPKM) | Log2(−P/+P) | Description | |
|---|---|---|---|---|---|---|
| Calcium | Gm02g226500 | 1.10 | 0.24 | 2.19 | 2.14 × 10−2 | Ca2+/H+ antiporter VCX1 and related protein |
| Gm14g000100 | 1.59 | 6.01 | −1.92 | 5.00 × 10−5 | Glutamate receptor 3.1-related protein | |
| Gm16g061800 | 0.37 | 0.83 | −1.15 | 1.52 × 10−2 | Glutamate receptor 2.5 | |
| Gm07g203700 | 1.58 | 3.28 | −1.06 | 2.50 × 10−4 | Glutamate receptor 2.7 | |
| Gm17g090400 | 3.82 | 0.00 | −P only | 3.95 × 10−3 | Calcium-dependent protein kinase 6 | |
| Gm17g130900 | 4.20 | 1.38 | 1.60 | 5.00 × 10−4 | Calmodulin-binding protein IQ-domain 22 | |
| Gm09g225300 | 1.10 | 0.37 | 1.57 | 1.30 × 10−2 | Protein IQ-domain 11 | |
| Gm01g002400 | 13.80 | 6.68 | 1.05 | 1.31 × 10−2 | Phospholipase A2 family protein | |
| Gm18g230800 | 1.07 | 2.74 | −1.36 | 5.00 × 10−5 | Ca2+/lipid-binding phosphoribosyltransferase | |
| Gm09g236800 | 8.07 | 16.28 | −1.01 | 1.70 × 10−3 | Ca2+-binding EF-hand family protein (GmCML116) | |
| Auxin | Gm16g115500 | 2.69 | 1.15 | 1.23 | 1.65 × 10−2 | Auxin efflux carrier family protein |
| Gm03g113600 | 0.00 | 0.82 | +P only | 5.00 × 10−5 | Auxin efflux carrier family protein | |
| Gm19g168500 | 0.50 | 1.59 | −1.66 | 2.75 × 10−2 | Auxin-responsive protein IAA10-related | |
| Gm19g161100 | 9.82 | 25.41 | −1.37 | 5.00 × 10−5 | AUX/IAA family | |
| Cytokinin | Gm04g247800 | 3.32 | 1.03 | 1.70 | 1.80 × 10−2 | Response regulator of two-component system |
| Gm05g144500 | 0.46 | 1.09 | −1.22 | 1.58 × 10−2 | Response regulator of two-component system | |
| Gibberellin | Gm06g044400 | 439.61 | 89.83 | 2.29 | 5.00 × 10−5 | Gibberellin-regulated family protein |
| Gm06g185300 | 71.42 | 15.60 | 2.19 | 1.00 × 10−4 | Gibberellin-regulated family protein | |
| Gm05g034500 | 19.80 | 6.63 | 1.58 | 1.89 × 10−2 | Gibberellin-regulated family protein | |
| Gm06g193800 | 174.53 | 71.57 | 1.29 | 2.00 × 10−4 | Gibberellin-regulated family protein | |
| Gm17g092800 | 17.65 | 7.92 | 1.16 | 4.94 × 10−2 | Gibberellin-regulated family protein | |
| Gm15g002200 | 5.27 | 2.62 | 1.01 | 1.35 × 10−3 | GA requiring 3 | |
| Brassinosteroid | Gm14g127400 | 1.36 | 0.24 | 2.52 | 1.28 × 10−2 | BES1/BZR1 homolog protein 1 |
| Jasmonate | Gm01g204400 | 4.22 | 1.71 | 1.30 | 4.99 × 10−2 | JASMONATE-ZIM-domain protein 2-related |
| Ethylene | Gm10g008500 | 2.20 | 4.84 | −1.14 | 2.61 × 10−2 | Ethylene response sensor 2-related |
Transcription factor genes differentially expressed in soybean leaves under short-term Pi deprivation. Expression level of each gene was measured in terms of FPKM. Gene functional descriptions were shown according to soybean genome annotation (V2.0). Accession number “Glyma.” is named as “Gm” for short. −P refers to PDL and +P refers to PSL. MYB: (myeloblastosis); DOF: DNA-binding one zinc finger; YABBY: YABBY domain;CCT: CONSTANS, CO-like, and TOC1; NAC: NAM, ATAF, and CUC; TCP: a family of transcription factors named after: teosinte branched 1 (tb1, Zea mays (Maize)), cycloidea (cyc) (Antirrhinum majus) (Garden snapdragon) and PCF in rice (Oryza sativa); ERF: ethylene response factor; WRKY: a protein domain composed of a conserved WRKYGQK motif; RING: really interesting new gene.
| Accession No. | −P (FPKM) | +P (FPKM) | Log2(−P/+P) | Description | |
|---|---|---|---|---|---|
| Gm14g127400 | 1.36 | 0.24 | 2.52 | 1.28 × 10−2 | BES1/BZR1 homolog protein 1-related |
| Gm17g257700 | 1.25 | 0.31 | 2.00 | 4.86 × 10−2 | C2H2-like zinc finger protein |
| Gm08g215400 | 1.86 | 0.47 | 1.99 | 3.36 × 10−2 | Basic helix-loop-helix (bHLH) DNA-binding superfamily protein |
| Gm06g284900 | 1.93 | 0.54 | 1.82 | 3.15 × 10−3 | Basic-leucine zipper (bZIP) transcription factor family protein |
| Gm16g017700 | 4.93 | 1.56 | 1.66 | 2.50 × 10−4 | Basic helix-loop-helix (bHLH) DNA-binding superfamily protein |
| Gm20g186500 | 12.12 | 4.34 | 1.48 | 5.00 × 10−5 | MYB-like transcription factor family protein |
| Gm12g037200 | 7.12 | 2.78 | 1.36 | 1.59 × 10−2 | B-box type zinc finger family protein |
| Gm07g012100 | 8.87 | 3.59 | 1.30 | 2.10 × 10−3 | DOF zinc finger protein 1 |
| Gm18g042300 | 2.28 | 0.94 | 1.29 | 5.35 × 10−3 | Zinc finger protein 4 |
| Gm13g061900 | 1.19 | 0.51 | 1.22 | 4.94 × 10−2 | MYB domain protein 16 |
| Gm05g056000 | 5.89 | 2.62 | 1.17 | 1.16 × 10−2 | Plant-specific transcription factor YABBY family protein |
| Gm01g133500 | 7.16 | 3.43 | 1.06 | 4.33 × 10−2 | Basic helix-loop-helix (bHLH) DNA-binding superfamily protein |
| Gm11g117100 | 6.84 | 3.35 | 1.03 | 1.05 × 10−3 | Basic helix-loop-helix (bHLH) DNA-binding superfamily protein |
| Gm04g094800 | 0.00 | 1.21 | +P only | 5.00 × 10−5 | Plant-specific transcription factor YABBY family protein |
| Gm13g203700 | 0.13 | 1.03 | −3.02 | 4.61 × 10−2 | C2H2-type zinc finger family protein |
| Gm01g029300 | 1.37 | 6.15 | −2.16 | 3.77 × 10−2 | Plant-specific transcription factor YABBY family protein |
| Gm10g021400 | 0.35 | 1.44 | −2.06 | 2.51 × 10−2 | B-box type zinc finger protein with CCT domain |
| Gm11g182000 | 0.92 | 3.34 | −1.87 | 1.33 × 10−2 | NAC domain containing protein 90 |
| Gm13g047400 | 0.31 | 1.10 | −1.85 | 1.38 × 10−2 | TCP family transcription factor |
| Gm12g162700 | 0.62 | 2.11 | −1.76 | 2.43 × 10−2 | ERF domain protein 9 |
| Gm02g177800 | 0.85 | 2.71 | −1.67 | 3.78 × 10−2 | MYB-like HTH transcriptional regulator family protein |
| Gm05g002700 | 0.29 | 0.89 | −1.62 | 4.98 × 10−2 | NAC (No Apical Meristem) domain transcriptional regulator |
| Gm01g041700 | 1.09 | 2.98 | −1.46 | 7.15 × 10−3 | Homeobox 1 |
| Gm02g217800 | 4.27 | 11.31 | −1.40 | 1.00 × 10−4 | Transcription factor bHLH61-related |
| Gm03g221700 | 1.40 | 3.66 | −1.39 | 2.28 × 10−2 | MYB domain protein 2 |
| Gm08g256400 | 1.43 | 3.54 | −1.31 | 7.20 × 10−3 | TCP family transcription factor |
| Gm02g152900 | 0.94 | 2.25 | −1.25 | 2.90 × 10−2 | B-box type zinc finger protein with CCT domain |
| Gm05g144500 | 0.46 | 1.09 | −1.22 | 1.58 × 10−2 | Response regulator 11 |
| Gm07g227200 | 6.34 | 12.74 | −1.01 | 1.50 × 10−4 | WRKY DNA-binding protein 3 |
| Gm08g286000 | 1.41 | 2.83 | −1.00 | 1.25 × 10−2 | Zinc finger (CCCH-type/C3HC4-type RING finger) family protein |
Figure 4Heatmap of DEGs that are putative protein kinases and phosphatases. The intensities of the color represent the fold changes in log2 values according to RNA-seq data. Red color indicates induction and green color indicates repression. Accession number “Glyma.” is named as “Gm” for short. −P refers to PDL and +P refers to PSL.
Figure 5Mapman representation of DEGs involved in metabolism in soybean leaves upon short-term Pi deficiency. The results are the mean of two biological replicates. All results are shown on a log2 scale for corresponding FPKM ratios. Red color represents up-regulated genes and blue color represents down-regulated genes. TCA: tricarboxylic acid; OPP: oxidative pentose phosphate.
Figure 6The occurrence of Pi-related cis-elements previously identified as common to Pi-responsive genes in the promoter regions (1000 bp) of up-regulated DEGs, down-regulated DEGs and randomly-selected genes. Promoter regions of 250 genes randomly selected from all the chromosomes of soybean genome were used as control. 288 and 213 promoter regions were acquired for up-regulated and down-regulated DEGs, respectively. The hypergeometric p-value was calculated online (http://systems.crump.ucla.edu/hypergeometric/index.php). Asterisk means significantly different from the genes with elements in the soybean genome that are predicted based on the results of randomly-selected genes (* p < 0.05, ** p < 0.01).