| Literature DB >> 30386716 |
Lili Guo1, Dalong Guo2, Weilun Yin3, Xiaogai Hou1.
Abstract
PREMISE OF THE STUDY: Tree peony (Paeonia suffruticosa; Paeoniaceae) is well known for its ornamental value, edible oil, and medicinal properties. However, its growing area has been limited by drought that has been exacerbated by global climate change.Entities:
Keywords: Paeonia suffruticosa; Paeoniaceae; drought tolerance; transcriptome analysis; tree peony
Year: 2018 PMID: 30386716 PMCID: PMC6201725 DOI: 10.1002/aps3.1191
Source DB: PubMed Journal: Appl Plant Sci ISSN: 2168-0450 Impact factor: 1.936
Primer sequences used for real‐time quantitative PCR (qPCR)
| Gene | Forward primers (5′–3′) | Reverse primers (5′–3′) |
|---|---|---|
| Unigene8873_All_LYH‐DR | ACAAGACCCCCGAGCTTTTT | CATATGCATCCGTCTGGCGA |
| CL8710.Contig2_All_LYH‐DR | GACCCTCCCAAACAGTCGTC | TGTTCGTCGGTGTCTGATCC |
| Unigene5006_All_LYH‐DR | CGGCTTATCGTATGCGTGGT | GCAGCTCCGTTCCGAGTTTA |
| Unigene16234_All_LYH‐DR | AGGCCAAAACAGGGGAACAC | CCTTTGACACAGCCGAGGAA |
| CL2427.Contig2_All_LYH‐DR | TTGGCGAGATCGTCACTTCC | AAGACGGCGTCGGTTCTATC |
| Unigene383_All_LYH‐DR | ACGGGCGAAGACGACAATAA | CACTACTGGTTGTGCGGCAT |
| Unigene18390_All_LYH‐DR | CGAGTGCCAAAGGGAGAGTT | GCAGACTCGTCGTCTGACTT |
| CL9864.Contig2_All_LYH‐DR | CGCACTCGTCATGTCCTACTT | GCACAGCTTACGCGACTAAC |
| Unigene1202_All_LYH‐DR | ACTAATATCGGCGGGGAGGA | CCCTCCTCACCTCTACCCTC |
| Unigene1395_All_LYH‐DR | ACTGCTTGTCTCAAGCTCACTT | TCATCGGTGATCGTGGAAGC |
| CL4531.Contig1_All_LYH‐RE | CCGACGTGCTCTGACATGAA | AAGGTGCAGAACCCAAAGGT |
| CL154.Contig2_All_LYH‐RE | CCAGACCCAGCAACTCTGTT | CGCTGGTCACCATTTTGCTC |
| Unigene4037_All_LYH‐RE | ATGGCTTAACAAGCACCCGA | TTTACGGGCCTGTGCAAGAT |
| Unigene25204_All_LYH‐RE | CGCCTCACACCAAAAGTCAAG | CTTTCAACAACAGGGCACGG |
| CL3906.Contig3_All_LYH‐RE | ATGCCGAACCAACTACACGA | TCACCGCAGAGCATAACTGG |
| CL10838.Contig2_All_LYH‐RE | GCGGCAACTACGTCTTTTGA | CGAGAGCGAAGAGAGCATGT |
| Unigene15264_All_LYH‐RE | AGGCAAGTACGTGGGAGGTA | CCCAGAACATCTCCGACACG |
| Unigene32639_All_LYH‐RE | AAGTAGAGCCCAAGCAGCAT | CGTATCCAGGCGGAGCTTTT |
| CL7346.Contig2_All_LYH‐RE | AACAGTACTCCTCGTCCGGT | GGAGTCCATACCGATGTGCC |
| CL7474.Contig3_All_LYH‐RE | GCATGTCGACGATGAACACG | TTCGCCCCTCTTGTCAATCC |
Figure 1Clusters of Orthologous Groups (COG) function classification of all unigenes. The letters on the x‐axis indicate the COG categories listed to the right of the histogram.
Figure 2Functional category distribution of assembled unigenes in tree peony. The results were summarized in three main categories: biological process, cellular component, and molecular function.
Figure 3Venn diagram of unigenes with annotation from the cultivars ‘Luo Yang Hong’ (LYH) and ‘Wu Long Peng Sheng’ (WLPS). The Venn diagram shows the overlapping unigene response to both drought (DR) and rehydration (RE) in LYH (A) and WLPS (B), and the overlapping unigenes related to each cultivar (C).
Figure 4Hierarchical clustering of three accumulated water phases for the cultivars ‘Luo Yang Hong’ (LYH) and ‘Wu Long Peng Sheng’ (WLPS). x‐axis: sample information. A dendrogram based on the analysis of the 290 drought‐responsive unigenes is shown on the left of the figure, while a dendrogram based on a clustering analysis of the samples is shown above the figure. Colors indicated the unigene expression levels, with darker colors signifying higher levels of expression. Red indicates unigenes that were upregulated, whereas blue indicates unigenes that were downregulated.
Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway statistics
| Pathway | No. of genes with pathway annotation (%) | Pathway ID |
|---|---|---|
| Metabolic pathways | 5121 (21.77%) | ko01100 |
| Biosynthesis of secondary metabolites | 2781 (11.82%) | ko01110 |
| Plant–pathogen interaction | 1296 (5.51%) | ko04626 |
| Plant hormone signal transduction | 1103 (4.69%) | ko04075 |
| Spliceosome | 972 (4.13%) | ko03040 |
| RNA transport | 953 (4.05%) | ko03013 |
| RNA degradation | 746 (3.17%) | ko03018 |
| Ribosome biogenesis in eukaryotes | 745 (3.17%) | ko03008 |
| Protein processing in endoplasmic reticulum | 627 (2.67%) | ko04141 |
| Ribosome | 625 (2.66%) | ko03010 |
| Endocytosis | 613 (2.61%) | ko04144 |
| Starch and sucrose metabolism | 541 (2.3%) | ko00500 |
| Glycerophospholipid metabolism | 538 (2.29%) | ko00564 |
| Pyrimidine metabolism | 510 (2.17%) | ko00240 |
| mRNA surveillance pathway | 505 (2.15%) | ko03015 |
| Purine metabolism | 503 (2.14%) | ko00230 |
| Ubiquitin‐mediated proteolysis | 433 (1.84%) | ko04120 |
| Phenylpropanoid biosynthesis | 380 (1.62%) | ko00940 |
| Ether lipid metabolism | 366 (1.56%) | ko00565 |
| Zeatin biosynthesis | 310 (1.32%) | ko00908 |
| Glycolysis/gluconeogenesis | 310 (1.32%) | ko00010 |
| Oxidative phosphorylation | 300 (1.28%) | ko00190 |
| Terpenoid backbone biosynthesis | 285 (1.21%) | ko00900 |
| ABC transporters | 279 (1.19%) | ko02010 |
| RNA polymerase | 259 (1.1%) | ko03020 |
| Pentose and glucuronate interconversions | 245 (1.04%) | ko00040 |
| Amino sugar and nucleotide sugar metabolism | 244 (1.04%) | ko00520 |
| Homologous recombination | 239 (1.02%) | ko03440 |
The total number of genes was 23,518.
Pathway analysis of unigenes with pathway annotation (P ≤ 0.05).a
| Unigene comparison | Metabolic pathways | Biosynthesis of secondary metabolites | Plant–pathogen interaction | Plant hormone signal transduction |
|---|---|---|---|---|
| LYH‐CK vs. LYH‐DR | 985/3972 = 24.8 | 622/3972 = 15.66 | 317/3972 = 7.98 | 260/3972 = 6.55 |
| LYH‐CK vs. LYH‐RE | 574/2366 = 24.26 | 378/2366 = 15.98 | 179/2366 = 7.57 | 170/2366 = 7.19 |
| LYH‐DR vs. LYH‐RE | 1131/4142 = 27.31 | 697/4142 = 16.83 | 355/4142 = 8.57 | 331/4142 = 7.99 |
| WLPS‐CK vs. WLPS‐DR | 1430/5905 = 24.22 | 838/5905 = 14.19 | 411/5905 = 6.96 | 368/5905 = 6.23 |
| WLPS‐CK vs. WLPS‐RE | 567/2234 = 25.38 | 334/2234 = 14.95 | 172/2234 = 7.7 | 159/2234 = 7.12 |
| WLPS‐DR vs. WLPS‐RE | 1455/5503 = 26.44 | 841/5503 = 15.28 | 416/5503 = 7.56 | 383/5503 = 6.96 |
| LYH‐CK vs. WLPS‐CK | 652/2332 = 27.96 | 409/2332 = 17.54 | 170/2332 = 7.29 | — |
| LYH‐DR vs. WLPS‐DR | 835/2843 = 29.37 | 507/2843 = 17.83 | 229/2843 = 8.05 | 160/2843 = 5.63 |
| LYH‐RE vs. WLPS‐RE | 596/2011 = 29.64 | 348/2011 = 17.3 | — | — |
Values are number/total = percentage.
Real‐time quantitative PCR (qPCR) validation of 20 unigenes in three tree peony treatment groups: dehydration, rehydration, and a control group
| Gene ID | Nr annotation | 2‐ΔΔ CT | Log2 (DR_FPKM or RE_FPKM/CK_FPKM) |
|---|---|---|---|
| Unigene8873_All_LYH‐DR | Dehydrin [ | 5.3658 | 4.4933 |
| CL8710.Contig2_All_LYH‐DR | Ethylene response factor 11 [ | −0.1155 | −1.4333 |
| Unigene5006_All_LYH‐DR | Ethylene responsive transcription factor 1A [ | 5.0722 | 3.5543 |
| Unigene16234_All_LYH‐DR | Ethylene‐responsive transcription factor 1B, putative [ | 9.1154 | 4.4226 |
| CL2427.Contig2_All_LYH‐DR | GDSL esterase/lipase EXL3 [ | −2.7565 | −3.0232 |
| Unigene383_All_LYH‐DR | GDSL esterase/lipase 1 [ | 4.5329 | 2.5685 |
| Unigene18390_All_LYH‐DR | RING‐H2 finger protein ATL60‐like [ | 5.7046 | 3.3146 |
| CL9864.Contig2_All_LYH‐DR | RING‐H2 finger protein ATL78 [ | −1.6611 | −2.444 |
| Unigene1202_All_LYH‐DR | RING‐H2 zinc finger protein RHA4a [ | −3.5098 | −4.4392 |
| Unigene1395_All_LYH‐DR | Transcription factor bHLH135 [ | −0.0729 | −2.4395 |
| CL4531.Contig1_All_LYH‐RE | Transcription factor bHLH63‐like [ | −1.4411 | −1.5683 |
| CL154.Contig2_All_LYH‐RE | NAC domain‐containing protein 72 [ | −0.3531 | −2.7657 |
| Unigene4037_All_LYH‐RE | Zinc finger CCCH domain‐containing protein 53‐like [ | −1.0864 | −2.9649 |
| Unigene25204_All_LYH‐RE | MYBF1 [ | −0.5343 | −1.4983 |
| CL3906.Contig3_All_LYH‐RE | Uncharacterized calcium‐binding protein At1g02270 [ | 6.7048 | 4.9768 |
| CL10838.Contig2_All_LYH‐RE | Universal stress protein A‐like protein [ | 9.8757 | 3.6137 |
| Unigene15264_All_LYH‐RE | TIR‐NBS type disease resistance protein [ | 7.0632 | 5.5444 |
| Unigene32639_All_LYH‐RE | Heavy metal–associated isoprenylated plant protein 26‐like [ | 13.1831 | 3.3610 |
| CL7346.Contig2_All_LYH‐RE | Glutamate dehydrogenase, putative [ | 14.1086 | 7.3002 |
| CL7474.Contig3_All_LYH‐RE | 17.9 kDa class II heat shock protein isoform 1 [ | −1.4672 | −3.6081 |
CK = control treatment; DR = drought treatment; FPKM = fragments per kilobase of transcript per million mapped reads; Nr = National Center for Biotechnology Information nonredundant protein database; RE = rehydration treatment.
| Biological process | LYH‐CK vs. LYH‐DR (3785) | LYH‐CK vs. LYH‐RE (2241) | LYH‐DR vs. LYH‐RE (4038) | WLPS‐CK vs. WLPS‐DR (5682) | WLPS‐CK vs. WLPS‐RE (2073) | WLPS‐DR vs. WLPS‐RE (5482) | LYH‐CK vs. WLPS‐CK (2087) | LYH‐DR vs. WLPS‐DR (2614) | LYH‐RE vs. WLPS‐RE (1759) |
|---|---|---|---|---|---|---|---|---|---|
| Oxygen‐containing compound | 14.5% | 18.3% | 14.6% | 14.5% | 16.4% | 14.4% | 14.0% | ||
| Oxidation‐reduction process | 15.7% | 15.7% | 15.1% | 16.5% | 15.1% | 16.6% | 16.3% | ||
| Stimulus | 41.7% | 45.9% | 43.1% | 40.9% | 43.1% | 41.7% | |||
| Abiotic stimulus | 19.2% | 22.3% | 19.7% | 19.2% | 19.9% | 18.8% | |||
| Endogenous stimulus | 10.5% | 13.4% | 11.6% | 10.9% | 11.9% | 10.8% | |||
| Biotic stimulus | 10.5% | 10.9% | 10.2% | 10.4% | 10.6% | ||||
| Chemical stimulus | 23.2% | 27.0% | 23.6% | 22.4% | 22.9% | ||||
| Stress | 27.0% | ||||||||
| Organic substance | 17.8% | 16.1% | 15.6% | 15.4% | |||||
| Single‐organism metabolic process | 35.2% | 36.6% | 35.1% | 34.5% | |||||
| Single‐organism biosynthetic process | 11.8% | 11.4% | 11.0% | ||||||
| Single‐organism transport | 19.8% | 19.1% | 18.9% | ||||||
| Single organism signaling | 11.5% | 10.8% | 11.0% | ||||||
| Signaling | 11.5% | 10.8% | 11.0% | ||||||
| Signal transduction | 11.2% | 10.2% | 10.7% | ||||||
| Cell communication | 13.5% | 12.8% | 13.3% | ||||||
| Other organism | 10.2% | 10.0% | |||||||
| Inorganic substance | 11.7% | 11.0% | |||||||
| Organic acid metabolic process | 12.8% | 12.8% | |||||||
| Oxoacid metabolic process | 12.8% | 12.8% | |||||||
| Carboxylic acid metabolic process | 12.7% | 12.7% |
CK = control treatment; DR = drought treatment; LYH = ‘Luo Yang Hong’ cultivar; RE = rehydration treatment; WLPS = ‘Wu Long Peng Sheng’ cultivar.
Numbers in parentheses in the column headings represent the number of unigenes.
| Molecular function | LYH‐CK vs. LYH‐DR (3697) | LYH‐CK vs. LYH‐RE (2196) | LYH‐DR vs. LYH‐RE (3996) | WLPS‐CK vs. WLPS‐DR (5522) | WLPS‐CK vs. WLPS‐RE (2017) | WLPS‐DR vs. WLPS‐RE (5340) | LYH‐CK vs. WLPS‐CK (2106) | LYH‐DR vs. WLPS‐DR (2634) | LYH‐RE vs. WLPS‐RE (1792) |
|---|---|---|---|---|---|---|---|---|---|
| Oxidoreductase activity | 17.6% | 19.3% | 19.1% | 16.4% | 15.9% | 18.2% | 17.0% | 17.6% | 18.2% |
| Catalytic activity | 68.8% | 70.8% | 67.1% | 68.1% | 69.4% | 68.5% | 70.3% | ||
| Transporter activity | 11.5% | 2.1% | 11.5% | ||||||
| Protein kinase activity | 11.0% | 10.4% | |||||||
| Phosphotransferase activity, alcohol group as acceptor | 11.9% | 11.5% | |||||||
| Kinase activity | 13.8% | ||||||||
| Transmembrane transporter activity | 10.0% |
CK = control treatment; DR = drought treatment; LYH = ‘Luo Yang Hong’ cultivar; RE = rehydration treatment; WLPS = ‘Wu Long Peng Sheng’ cultivar.
Numbers in parentheses in the column headings represent the number of unigenes.
| Cellular component | LYH‐CK vs. LYH‐DR (3683) | LYH‐CK vs. LYH‐RE (2031) | LYH‐DR vs. LYH‐RE (3800) | WLPS‐CK vs. WLPS‐DR (5503) | WLPS‐CK vs. WLPS‐RE (1879) | WLPS‐DR vs. WLPS‐RE (5235) | LYH‐CK vs. WLPS‐CK (1969) | LYH‐DR vs. WLPS‐DR (2373) | LYH‐RE vs. WLPS‐RE (1609) |
|---|---|---|---|---|---|---|---|---|---|
| Membrane | 43.6% | 43.2% | 48.3% | 43.8% | 41.6% | 46.3% | 42.3% | ||
| Cell periphery | 27.8% | 28.4% | 31.0% | 27.3% | 26.8% | 28.2% | |||
| Plasma membrane | 22.3% | 23.7% | 25.7% | 23.1% | 23.7% | ||||
| Extracellular region | 10.7% | 9.8% | 10.9% | 9.1% | 9.7% | 9.2% | 9.3% | 9.3% | |
| Chloroplast | 25.7% | ||||||||
| Plastid | 29.2% |
CK = control treatment; DR = drought treatment; LYH = ‘Luo Yang Hong’ cultivar; RE = rehydration treatment; WLPS = ‘Wu Long Peng Sheng’ cultivar.
Numbers in parentheses in the column headings represent the number of unigenes.