| Literature DB >> 29540706 |
Yuxi Zhang1, Yanyan Wang1, Xuekai Gao1, Chunying Liu1, Shupeng Gai2.
Abstract
Tree peony, one of the most valuable horticultural and medicinal plants in the world, has to go through winter to break dormancy. Growing studies from molecular aspects on dormancy release process have been reported, but inadequate study has been done on miRNA-guided regulation in tree peony. In this study, high-throughput sequencing was employed to identify and characterize miRNAs in three libraries (6 d, 18 d and 24 d chilling treatments). There were 7,122, 10,076 and 9,097 unique miRNA sequences belonging to 52, 87 and 68 miRNA families, respectively. A total of 32 conserved miRNAs and 17 putative novel miRNAs were identified during dormancy release. There were 771 unigenes as potential targets of 62 miRNA families. Total 112 known miRNAs were differentially expressed, of which 55 miRNAs were shared among three libraries and 28 miRNAs were only found in 18 d chilling duration library. The expression patterns of 15 conserved miRNAs were validated and classified into four types by RT-qPCR. Combining with our microarray data under same treatments, five miRNAs (miR156k, miR159a, miR167a, miR169a and miR172a) were inversely correlated to those of their target genes. Our results would provide new molecular basis about dormancy release in tree peony.Entities:
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Year: 2018 PMID: 29540706 PMCID: PMC5852092 DOI: 10.1038/s41598-018-22415-5
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Statistics of small RNA sequence reads.
| Different treatments | 6 d | 18 d | 24 d | |||
|---|---|---|---|---|---|---|
| Number | percent | Number | percent | Number | percent | |
| Total Tags number | 5,338,004 | 100% | 8,092,580 | 100% | 6,332,015 | 100% |
| Average quality < 13 Tags | 1,469,084 | 27.52% | 1,577,909 | 19.50% | 1,224,509 | 19.34% |
| Length < 16 | 74,930 | 1.4% | 204,694 | 2.53% | 212,955 | 3.36% |
| Length > 30 | 615,543 | 11.53% | 427,666 | 5.28% | 507,468 | 8.01% |
| Clean number | 2,686,857 | 50.33% | 5,047,088 | 62.37% | 3,770,180 | 59.54% |
| Unique number | 1,629,348 | 30.52% | 2,683,551 | 33.16% | 1,895,066 | 29.93% |
Figure 1Length distribution of small RNAs in three libraries from tree peony buds after 6 d, 18 d and 24 d chilling treatments.
Annotations of sRNAs against Rfam database and Unigenes.
| Type | 6 d | 18 d | 24 d | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Unique | Percent (%) | Total | Percent (%) | Unique | Percent (%) | Total | Percent (%) | Unique | Percent (%) | Total | Percent (%) | |
| Exon_antisense | 94,368 | 32.25 | 260,542 | 26.46 | 137,004 | 26.46 | 493,402 | 29.67 | 118,471 | 29.84 | 419,569 | 26.77 |
| Exon_sense | 84,011 | 28.71 | 173,996 | 17.67 | 124,042 | 17.67 | 371,326 | 22.33 | 102,616 | 25.84 | 244,283 | 15.58 |
| miRNA | 7,122 | 2.434 | 193,210 | 19.62 | 10,076 | 19.63 | 232,971 | 14.01 | 9,097 | 2.29 | 231,665 | 14.78 |
| rRNA | 59,554 | 20.35 | 171,166 | 17.38 | 80,480 | 17.39 | 280,605 | 16.87 | 98,087 | 24.70 | 390,132 | 24.89 |
| tRNA | 11,327 | 3.87 | 47,986 | 4.87 | 15,948 | 4.87 | 44,297 | 2.66 | 15,367 | 3.87 | 51,773 | 3.3 |
| snoRNA | 8,995 | 3.07 | 26,961 | 2.73 | 16,174 | 2.74 | 55,757 | 3.35 | 12,911 | 3.25 | 57,613 | 3.68 |
| snRNA | 4,485 | 1.53 | 7,182 | 0.72 | 9,327 | 0.73 | 16,811 | 1.01 | 6,373 | 1.61 | 11,609 | 0.74 |
| unannotated | 22,737 | 7.77 | 103,457 | 10.5 | 45,640 | 10.51 | 167,553 | 10.01 | 34,122 | 8.59 | 160,894 | 10.26 |
| Total | 285,997 | 100 | 984,500 | 100 | 429,269 | 100 | 1,662,722 | 100 | 388,585 | 100.00 | 1,567,538 | 100 |
Figure 2Nucleotide preference of small RNAs. (a) Percentage of adenosine or uridine at the start position of 19 to 24-nucleotide (nt) small RNAs. (b) Percentage of adenosine or uridine at the last position of 19 to 24-nucleotide (nt) small RNAs.
Summary of small RNA deep sequencing data.
| Libraries | No. of sequences generateda | No. of non-redundant sequencesa | No. of sequences with perfect matches to the miRBase | Unique miRNA | Family number |
|---|---|---|---|---|---|
| 6 d | 2,686,857 | 1,629,348 | 193,210 | 7,122 | 52 |
| 18 d | 5,047,088 | 2,683,551 | 232,971 | 10,076 | 87 |
| 24 d | 3,770,180 | 1,895,066 | 231,665 | 9,097 | 68 |
aLengths between 16–30 nt.
Known miRNAs identified from tree peony flower bud after different chilling treatments.
| Family | miRNA IDs | sequences | Actual sequencing reads /Normalized sequencing reads | zma | ath | osa | vvi | ptc | ||
|---|---|---|---|---|---|---|---|---|---|---|
| 6d | 18d | 24d | zma | ath | osa | vvi | ptc | |||
|
| ||||||||||
| miR156 |
| UGACGGAGAGAGAGAGCACAC | 263/23 | 51/4 | 161/14 | 0 | 0 | 0 | 0 | 0 |
|
| GCUCACUCUCUAUCUGUCACC | 0/0 | 23/2 | 0/0 | 0 | 0 | 0 | 0 | 0 | |
| miR159 |
| UUUGGAUUGAAGGGAGCUCUA | 215,316/18,716 | 232,033/20,170 | 261,738/22,752 | + | 0 | + | 0 | 0 |
|
| UAUUGGAGUGAAGGGAGCUCC | 2,067/180 | 5,704/496 | 2,505/218 | + | + | 0 | + | + | |
| miR160 | UGCCUGGCUCCCUGUAUGCCA | 216/19 | 1,071/93 | 577/50 | + | + | 0 | 0 | 0 | |
|
| GCGUAUGAGGAGCCAAGCAUA | 60/5 | 45/4 | 49/4 | 0 | 0 | 0 | 0 | 0 | |
| miR162 |
| UCGAUAAACCUCUGCAUCCA | 551/48 | 1,236/107 | 913/79 | NA | 0 | 0 | 0 | 0 |
|
| UCGAUAAACCUCUGCAUCCAG | 489/43 | 954/83 | 602/52 | 0 | 0 | 0 | 0 | 0 | |
|
| UGCCUGGCUCCCUGUAUGCCA | 112/10 | 4/0 | 740/64 | 0 | 0 | 0 | 0 | 0 | |
| miR164 |
| UGGAGAAGGGGAGCACGUGCA | 332/29 | 409/36 | 900/78 | + | ++ | + | 0 | 0 |
|
| UGGAGAAGCAGGGCACAUGCU | 2/0 | 10/1 | 740/64 | + | ++ | + | 0 | 0 | |
|
| UGGAGAAGCAGGGCACGUGCU | 524/46 | 8/1 | 2/0 | 0 | + | 0 | + | + | |
| miR166 |
| UCGGACCAGGCUUCAUUCCCC | 3,665/319 | 19,051/1,656 | 7,933/690 | NA | NA | NA | NA | NA |
|
| UCUCGGACCAGGCUUCAUUCC | 3761/330 | 17,903/1,556 | 11,027/959 | 0 | 0 | 0 | 0 | 0 | |
| miR167 |
| UGAAGCUGCCAGCAUGAUCUGA | 714/63 | 1,339/116 | 884/77 | 0 | 0 | 0 | 0 | 0 |
|
| GGUCAUGCUCUGACAGCCUCACU | 41/4 | 56/5 | 33/3 | 0 | 0 | 0 | 0 | 0 | |
| miR168 |
| UCGCUUGGUGCAGGUCGGGAA | 738/64 | 2,375/206 | 3,210/279 | ++ | 0 | ++ | 0 | 0 |
|
| CCCGCCUUGCAUCAACUGAAU | 151/13 | 140/12 | 295/26 | ++ | 0 | ++ | 0 | 0 | |
| miR169 |
| CAGCCAAGGAUGACUUGCCGA | 50/4 | 170/15 | 77/7 | 0 | 0 | 0 | 0 | 0 |
|
| GCAAGUUGUCUUUGGCUACA | 218/19 | 837/73 | 615/53 | 0 | 0 | 0 | 0 | 0 | |
| miR171 | UGAUUGAGCCGCGCCAGUAUC | 277/24 | 234/20 | 346/30 | 0 | 0 | 0 | 0 | + | |
|
| UUGAGCCGCGUCAAUAUCUCU | 141/12 | 136/12 | 179/16 | + | + | + | 0 | ++ | |
| miR172 |
| AGAAUCUUGAUGAUGCUGCAU | 51/4 | 96/8 | 84/7 | 0 | 0 | 0 | + | 0 |
|
| GCAGCGUCCUCAAGAUUCACA | 2/0 | 6/1 | 10/1 | NA | NA | NA | NA | NA | |
| miR319 |
| UUGGACUGAAGGGAGCUCCCU | 0/0 | 4,519/393 | 10,486/911 | + | 0 | + | 0 | 0 |
|
| UUGGACUGAAGGGAGCUCCC | 4,587/403 | 11,200/974 | 7,432/646 | NA | 0 | NA | 0 | NA | |
|
| UUGGACUGAAGGGGGCUCCC | 1,408/122 | 0/0 | 0/0 | 0 | 0 | NA | 0 | NA | |
| miR390 |
| CGCUAUCCAUCCUGAGUCUCA | 26/2 | 139/12 | 136/12 | ++ | + | ++ | + | 0 |
|
| AAGCUCAGGAGGGAUAGCACC | 1,062/92 | 2,193/191 | 3,466/301 | 0 | 0 | 0 | 0 | 0 | |
| miR394 |
| UUGGCAUUCUGUCCACCUCC | 307/27 | 1,266/110 | 385/33 | 0 | 0 | 0 | 0 | 0 |
| miR396 |
| GCUCAAGAAAGCUGUGGGAAA | 0/0 | 17/1 | 18/2 | ++ | NA | NA | NA | NA |
|
| UUCAAGAAAGUCGUGGGAGA | 48/4 | 48/4 | 73/6 | ++ | ++ | ++ | ++ | + | |
|
| ||||||||||
| miR5266 |
| CGGGGGACUGCUCGGGCC | 46,659/4,056 | 39,563/3,439 | 57,262/4,978 | NA | NA | NA | NA | NA |
|
|
| AGCUGCUGACUCGUUCAUUCA | 0/0 | 23/2 | 0/0 | NA | NA | NA | NA | NA |
|
| UGUGAAUGAUGCGGGAGACAA | 70/6 | 0/0 | 102/9 | NA | NA | NA | NA | NA | |
| miR403 |
| UUAGAUUCACGCACAAACCCA | 1,629/142 | 3,659/318 | 2,662/231 | NA | ++ | NA | ++ | ++ |
| miR5054 |
| GCCCCACGGUGGGCGCCA | 22/2 | 99/9 | 162/14 | NA | NA | NA | NA | NA |
| miR5059 |
| UCCUGGGCAGCAACACCA | 38/3 | 200/17 | 206/18 | NA | NA | NA | NA | NA |
| miR5077 |
| UUCACGUCGGGUUCACCA | 288/25 | 1,483/129 | 1,529/133 | NA | NA | NA | NA | NA |
| miR5139 | AACCUGGCUCUGAUACCA | 113/10 | 425/37 | 119/10 | NA | NA | NA | NA | NA | |
| miR5213 |
| UGCGUGUGUCUUCACCUCUGA | 293/25 | 1,228/107 | 606/53 | NA | NA | NA | NA | NA |
| miR5371 |
| UUGGAAUCUAGUCGACUCAGAC | 48/4 | 205/18 | 27/2 | NA | NA | NA | NA | NA |
| miR5658 |
| AUGAUGAUGAUGCUGAGAC | 1,085/94 | 640/56 | 723/63 | NA | ++++ | NA | NA | NA |
| miR6108c |
| AAUCGUAAGAAGAAUGCUGAAGCC | 51/4 | 103/9 | 45/4 | NA | NA | NA | NA | NA |
| miR6113 |
| UGAAACUCAAGAAAACGUCG | 2,367/206 | 4,552/396 | 2,504/218 | NA | NA | NA | NA | NA |
| miR6279 |
| UAGAAAGUAAUUCCAUGACACC | 28/2 | 44/4 | 34/3 | NA | NA | NA | NA | NA |
| miR6284 |
| UACUUGGACCCUGAAUGAAGAUU | 954//83 | 2,398/208 | 1,505/131 | NA | NA | NA | NA | NA |
| miR6441 |
| AAUUGACGGAAGGGCACA | 1,738/151 | 1,553/135 | 3,920/341 | NA | NA | NA | NA | ++++ |
| miR6478 |
| CCGACCUUAGCUCAGUUGGUAGA | 64/6 | 270/23 | 187/16 | NA | NA | NA | NA | + |
| miR7984a |
| UCCGACUUUGUGAAAUGACUU | 492/43 | 778//68 | 953/83 | NA | NA | NA | NA | NA |
| miR858b |
| UUCGUUGUCUGUUCGACCUUG | 41/4 | 80/7 | 30/3 | NA | 0 | NA | NA | NA |
| miR894 |
| UGUUCGUUUCACGUCGGGUUCACCA | 131/11 | 320/28 | 530/46 | NA | NA | NA | NA | NA |
| miR6300 |
| GUCGUUGUAGUAUAGUGG | 10,410/905 | 0/0 | 0/0 | NA | NA | NA | NA | NA |
| miR398 |
| UUGUGUUCUCAGGUCACCCCU | 13/1 | 21/2 | 39/3 | NA | NA | 0 | NA | 0 |
| miR5072 | AACGACUCCCCAGCAGAGUCGCC | 23/2 | 178/15 | 622/54 | 0 | NA | 0 | NA | + | |
0 represents no mismatch, + represents one mismatch, ++ represents tow mismatches, and so on. zma, Zea mays; ath, Arabidopsis thaliana; osa, Oryza sativa; vvi, Vitis vinifera; ptc, Populus trichocarpa.
Figure 3Abundance of most conserved miRNA families in three libraries from tree peony buds after 6 d, 18 d and 24 d chilling treatments.
Candidate novel miRNAs in tree peony.
| novel miRNA | mature sequence | other species’ ID | MFE | MFEI | Predicted precursors | p-value | Predicted target ID | Normalized miRNA abundance | ||
|---|---|---|---|---|---|---|---|---|---|---|
| 6 d | 18 d | 24 d | ||||||||
| AGGGACTCCTTTCACTCCACT | — | −81.9 | 1 | JI448260:47.0.214:+ | 0.99 | — | 7,624.35 | 9,555.42 | 23,848.02 | |
| CATACTTCTGGATAACG | — | −11.2 | 0.4 | JI455606:1198..1247:+ | 0 | JI455773 | 0 | 4.78 | 2.65 | |
| GGTGGACTGCTCGAGCC | — | −27.8 | 0.9 | JI443786:93..136:- | 0.99 | JI450527 | 23,0084.13 | 159,333.51 | 223,257.97 | |
| TATGAGACTTGGACGAGGCAC | — | −37.9 | 1 | JI451506:405..481:- | 0.99 | JI445930 | 3,384.18 | 2,348.2 | 2,987.29 | |
| AGAGAATTGAAGATGAGCACCT | ppt-miR1023b-3p | −41.2 | 0.7 | ContiG02457:19..227:- | 0 | JI446191 | 0 | 0 | 2.65 | |
| ATCTCTTTGAGCTGCAAGAAGGCC | — | −66.4 | 0.5 | JI458593:131..405:- | 0 | JI458593 | 0 | 0 | 2.65 | |
| AAGCCATGGATGAAGCTAT | ptc-miR169y | −82 | 0.7 | JI448255:1023..1305:- | 0 | JI450838 | 0 | 4.78 | 0 | |
| TGTACTACAGGGTAGGAAAGA | — | −24.3 | 0.9 | JI456175:234..311:+ | 0.99, | JI452932 | 79.63 | 45.43 | 108.48 | |
| CGGTGGACTGCTCGAGCCG | — | −28.9 | 0.9 | JI443786:93..137:- | 0 | JI443786 | 378,494.16 | 410,756.3 | 374,225.73 | |
| AGCCTTCTTTGGGTTGCGACC | — | −73.2 | 1.3 | JI448950:74..188:- | 0 | JI448950 | 23.89 | 253.47 | 58.21 | |
| AGCTTTTGTATGTTCTCCGTTA | — | −57.7 | 0.6 | JI452338:1477..1738:+ | 0 | — | 0 | 2.39 | 0 | |
| GGTGGATGTATGAACCCAGCCT | −47.6 | 0.6 | JI454613:413..564:+ | 0 | JI453131 | 0 | 2.39 | 0 | ||
| TTGTTTGAATTCTTGCAACAGA | — | −63.9 | 1.5 | JI444316:158..242:+ | 0 | JI444316 | 1,282.01 | 4,421.41 | 828.18 | |
| CGACTGGGAAGGATTGGGGA | — | −80 | 0.6 | JI454686:1279..1546:- | 0 | JI454686 | 0 | 0 | 2.65 | |
| AGGGCATGTCCATGGGCTCT | — | −49.4 | 0.5 | JI458732:712..921: - | 0 | JI458732 | 0 | 2.39 | 0 | |
| AGAAGAGAAGAGAGAGGA | mdm-miR169e | −29.9 | 0.6 | JI452660:25..140: - | 0 | JI457551 | 0 | 0 | 2.65 | |
| CCAAGTTAAGCTCGGCGAG | −10 | 0.4 | JI450973:261..299:+ | 0 | JI453625 | 0 | 2.39 | 0 | ||
| TGTTGCAGAATTCAAACAAA | — | −63.9 | 1.5 | JI444316:158..242:+ | 0 | JI444316 | 557.39 | 2,529.94 | 494.79 | |
ppt: Physcomitrella patens; ptc: Populus trichocarpa; mdm: Malus domestica.
Figure 4Reverse transcript PCR (RT-PCR) electrophoresis results for expression identification of novel miRNAs in flower buds after 18 d chilling treatments. In total, 5 of 17 novel miRNAs were confirmed by Reverse transcript PCR (RT-PCR) with 40 cycle-amplification. The sizes of PCR products were about 100 bp. PsU6 was used as positive control.
Majority of the predicted target genes and corresponding annotation of known miRNAs in tree peony.
| miRNA family | Target ID | Targets annotation | miRNA family | Target ID | Targets annotation |
|---|---|---|---|---|---|
| miR1509 | JI451099 | Peroxiredoxin | miR319 | JI449827 | AP2 domain-containing transcription factor |
| miR156 | JI447102 | DNMT2 (DNA METHYLTRANSFERASE-2) | miR319 | JI447690 | Polygalacturonase precursor |
| miR156 | JI446831 | SQUAMOSA promoter-binding protein-like | miR395 | JI453154 | beta galactosidase |
| miR159 | JI446967 | RAB6A; GTP binding/protein binding | miR396 | JI445772 | Chitin-inducible gibberellin-responsive protein |
| miR159 | JI446401 | asparagine synthetase | miR396 | JI444318 | glyceraldehyde 3-phosphate dehydrogenase |
| miR162 | JI449996 | ubiquitin | miR397 | JI455403 | lipoxygenase |
| miR164 | JI458131 | PID2 (PINOID2); ATP binding/protein kinase | miR414 | JI453820 | zinc finger protein |
| miR164 | JI449546 | dtdp-glucose 4-6-dehydratase | miR414 | JI445308 | phosphoesterase |
| miR166 | JI446960 | pentatricopeptide repeat-containing protein | miR414 | JI444902 | Phospho-2-dehydro-3-deoxyheptonate aldolase 1 |
| miR167 | JI458177 | transmembrane protein | miR5059 | JI445796 | CAM7 (CALMODULIN 7); calcium ion binding |
| miR167 | JI452318 | trytophan synthase alpha subunit | miR5083 | JI446932 | COP1-interacting protein-related |
| miR167 | JI451976 | Serine/threonine-protein kinase PBS1 | miR5658 | JI455720 | Serine/threonine-protein kinase SAPK10 |
| miR168 | JI451707 | GRAS family transcription factor | miR5658 | JI454156 | dolichyl glycosyltransferase |
| miR169 | JI454583 | similar to Protein kinase | miR5658 | JI451464 | Stromal cell-derived factor 2 precursor |
| miR169 | JI450321 | Acetyl glucosaminyl transferase | miR6113 | JI450180 | Lactoyl glutathione lyase |
| miR169 | JI447773 | F-box family protein | miR6300 | JI450877 | 3-dehydroquinate synthase |
| miR169 | JI445119 | calcium-dependent protein kinase | miR6300 | JI450707 | DNA damage checkpoint protein |
| miR171 | JI449485 | endoglucanase | miR6300 | JI448956 | ankyrin repeat domain protein |
| miR172 | JI445772 | Transcription factor GRAS | miR8175 | JI444623 | aminobutyrate aminotransferase |
| miR172 | JI446524 | AP2 domain-containing transcription factor | miR845 | JI448900 | cell division protein |
Figure 5Go analysis of targets of known miRNAs in this study.
Figure 6Validation of miRNA predicted targets by 5′ RLM-RACE in tree peony bud. Positions of the cleavage sites are indicated by arrows with the proportion of sequenced clones.
Differentiated expressions of shared miRNAs from tree peony flower bud after different chilling treatments.
| miRNA | Dormancy release | Endo-dormancy | miRNA | Dormancy release | Endo-dormancy | miRNA | Dormancy release | Endo-dormancy |
|---|---|---|---|---|---|---|---|---|
| 18 d vs 6 d | 24 d vs 18 d | 18 d vs 6 d | 24 d vs 18 d | 18 d vs 6 d | 24 d vs 18 d | |||
|
| 7.73913 | 3.494382 |
| 2.759555 | −2.27705 |
| 1.365854 | −1.69697 |
|
| 5.346154 | −1.02206 |
| 2.513627 | −1.59336 |
| 1.239167 | −35.2232 |
|
| 5.263158 | 1.03 |
| 2.442748 | 1.65625 |
| 1.231928 | 2.200489 |
|
| 5.263158 | −1.83486 |
| 2.441683 | −1.507 |
| 1.084906 | −1.29213 |
|
| 5.19809 | −2.40149 |
| 2.246163 | −1.37453 |
| 1.077639 | 1.128021 |
|
| 5.153846 | −2.88793 |
| 2.245283 | −2.83333 |
| 1 | 1.520833 |
|
| 5.149306 | 1.031018 |
| 2.243194 | −1.35378 |
| −1.03676 | 1.316176 |
|
| 4.958333 | −1.85615 |
| 2.064972 | 1.580483 |
| −1.07857 | 2.107143 |
|
| 4.76017 | −1.62356 |
| 2.019608 | −2.28889 |
| −1.11912 | 2.524147 |
|
| 4.607143 | −2.93182 |
| 1.95122 | −2.66667 |
| −1.17936 | 1.447362 |
|
| 4.5 | 1.636364 |
| 1.95092 | −1.58472 |
| −1.18376 | 1.478632 |
|
| 4.270833 | −7.59259 |
| 1.923109 | −1.81789 |
| −1.33333 | 1.088889 |
|
| 4.21875 | −1.44385 |
| 1.882353 | −1.14286 |
| −1.69531 | 1.129688 |
|
| 4.191126 | −2.0264 |
| 1.87535 | −1.51471 |
| −1.95918 | 2 |
|
| 4.123779 | −3.28831 |
| 1.797872 | −1.67327 |
| −2.56452 | 3.516129 |
|
| 3.83945 | −1.36098 |
| 1.615385 | 1.857143 |
| −3.38182 | 1.963636 |
|
| 3.761062 | −3.57143 |
| 1.585366 | 1.307692 |
| −5.15686 | 3.156863 |
|
| 3.4 | −2.20779 |
| 1.581301 | 1.224936 |
| 2.25 | 0 |
|
| 3.218157 | 1.351579 |
| 1.571429 | −0.29412 |
Note: + and − indicate the induction and repression of miRNA, respectively.
Figure 7Validation of miRNAs expression patterns by Reverse transcriptase quantitative PCR (RT-qPCR) and expression patterns of partially corresponding target genes in our microarray results at three physiological stages. Type (a) slowly increased; type (b) suddenly increased; type (c) first increased and then decreased; type (d) first decreased and then increased. (e) Expression patterns of partially corresponding target genes in our microarray results.