| Literature DB >> 23091648 |
Ting Shi1, Zhihong Gao, Liangju Wang, Zhen Zhang, Weibing Zhuang, Hailong Sun, Wenjun Zhong.
Abstract
The phenomenon of pistil abortion widely occurs in Japanese apricot, and imperfect flowers with pistil abortion seriously decrease the yield in production. Although transcriptome analyses have been extensively studied in the past, a systematic study of differential gene expression has not been performed in Japanese apricot. To investigate genes related to the pistil development of Japanese apricot, high-throughput sequencing technology (Illumina) was employed to survey gene expression profiles from perfect and imperfect Japanese apricot flower buds. 3,476,249 and 3,580,677 tags were sequenced from two libraries constructed from perfect and imperfect flower buds of Japanese apricot, respectively. There were 689 significant differentially-expressed genes between the two libraries. GO annotation revealed that highly ranked genes were those implicated in small molecule metabolism, cellular component organisation or biogenesis at the cellular level and fatty acid metabolism. According to the results, we assumed that late embryogenesis abundant protein (LEA), Dicer-like 3 (DCL3) Xyloglucan endotransglucosylase/hydrolase 2 (XTH2), Pectin lyase-like superfamily protein (PPME1), Lipid transfer protein 3 (LTP3), Fatty acid biosynthesis 1 (FAB1) and Fatty acid desaturase 5 (FAD5) might have relationships with the pistil abortion in Japanese apricot. The expression patterns of 36 differentially expressed genes were confirmed by real-time (RT)-PCR. This is the first report of the Illumina RNA-seq technique being used for the analysis of differentially-expressed gene profiles related to pistil abortion that both computationally and experimentally provides valuable information for the further functional characterisation of genes associated with pistil development in woody plants.Entities:
Mesh:
Year: 2012 PMID: 23091648 PMCID: PMC3472986 DOI: 10.1371/journal.pone.0047810
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Statistics of DGE sequencing.
| Summary | PF | IF | |
| Raw Data | Total | 3,476,249 | 3,580,677 |
| Raw Data | Distinct Tag | 274,206 | 271,884 |
| Clean Tag | Total number | 3,331,468 | 3,434,800 |
| Clean Tag | Distinct Tag number | 129,933 | 126,485 |
| All Tag Mapping to Gene | Total number | 1783091 | 1703889 |
| All Tag Mapping to Gene | Total % of clean tag | 53.52% | 49.61% |
| All Tag Mapping to Gene | Distinct Tag number | 64599 | 58309 |
| All Tag Mapping to Gene | Distinct Tag % of clean tag | 49.72% | 46.10% |
| Unambiguous Tag Mapping to Gene | Total number | 1564689 | 1496735 |
| Unambiguous Tag Mapping to Gene | Total % of clean tag | 46.97% | 43.58% |
| Unambiguous Tag Mapping to Gene | Distinct Tag number | 57871 | 52144 |
| Unambiguous Tag Mapping to Gene | Distinct Tag % of clean tag | 44.54% | 41.23% |
| All Tag-mapped Genes | number | 17056 | 16386 |
| All Tag-mapped Genes | % of ref genes | 59.45% | 57.12% |
| Unambiguous Tag-mapped Genes | number | 14106 | 13486 |
| Unambiguous Tag-mapped Genes | % of ref genes | 49.17% | 47.01% |
| Mapping to Genome | Total number | 776068 | 849241 |
| Mapping to Genome | Total % of clean tag | 23.30% | 24.72% |
| Mapping to Genome | Distinct Tag number | 34698 | 34806 |
| Mapping to Genome | Distinct Tag % of clean tag | 26.70% | 27.52% |
| Unknown Tag | Total number | 772309 | 881670 |
| Unknown Tag | Total % of clean tag | 23.18% | 25.67% |
| Unknown Tag | Distinct Tag number | 30636 | 33370 |
| Unknown Tag | Distinct Tag % of clean tag | 23.58% | 26.38% |
Figure 1Distribution of tag expression.
Left is PF and right is IF. Total clean tags represent the sum of all clean tag numbers; distinct clean tags represent all types of clean tags.
Figure 2Saturation evaluation of differential expression.
The left figure is PF and the right figure is IF.
Figure 3Distribution of clean tag copy number.
Left is PF and right is IF. Total clean tags represent the sum of all clean tag numbers; distinct clean tags represent all types of clean tags.
Figure 4Alignment results of the clean tags.
The figure exhibits the alignment statistics of the tag copy number and the tag type. Note: 1PM (sense or antisense): perfect match to gene (sense or antisense); 1 tag->1 gene: match to one gene; 1 tag->n gene: match to more than one gene; 1 MM (sense or antisense): match to gene (sense or antisense) with 1bp mismatch; PM Genome 1 tag->1 position: perfect match to genome sequence with one best hit; PM Genome 1 tag->n position: perfect match to genome sequence with multiple best hits; 1 MM Genome: match to genome sequence with 1bp mismatch; Unknown Tag: no match to gene (sense and anti-sense) and genome sequence.
Figure 5Histogram showing the Gene Ontology functional enrichment of DEGs.
Figure 6Histogram illustrating pathway enrichment analyses.
Figure 7Comparison of gene expression levels between the two libraries.
For comparing gene expression levels between the two libraries, each library was normalised to 1 million tags. Red dots represent transcripts more prevalent in the infected leaf library, green dots show those present at a lower frequency in the infected tissue and blue dots indicate transcripts that did not change significantly. The parameters FDR <0.001 and log2 ratio ≥ 1 were used as the threshold to judge the significance of gene expression difference.
Figure 8Differentially-expressed tags in the IF tissue library.
The x-axis represents fold-change of differentially expressed unique tags in the imperfect library. The y-axis represents the number of unique tags (log10). Differentially accumulating unique tags with a five-fold difference between libraries are shown in the red region (99.30%). The blue (0.23%) and green (0.47%) regions represent unique tags that are up- and down-regulated more than five-fold in the IF library, respectively.
List of differentially expressed genes changed by five-fold or more in the IF library.
| Gene | log2 Ratio(IF/PF) | Description |
| Up-regulated genes | ||
| Defence | ||
| ppa004141m | 8.86 | Calcium-dependent protein kinase 13 (CPK13) |
| ppa018301m | 8.86 | CPR30 F-box and associated interaction domains-containing protein |
| Metabolism | ||
| ppa000615m | 8.86 | EMB3011 RNA helicase family protein |
| ppa010131m | 8.67 | Peptidyl-tRNA hydrolase family protein |
| ppa006743m | 8.67 | AGD2 Pyridoxal phosphate (PLP)-dependent transferases superfamily protein |
| ppa006182m | 8.86 | Protein kinase superfamily protein |
| ppa021659m | 8.95 | Dicer-like 3 (DCL3) |
| ppa005799m | 8.77 | Pre-mRNA-splicing factor CWC26 |
| Signal transduction | ||
| ppa012743m | 8.77 | SLY2 F-box family protein |
| ppa003105m | 8.67 | Leucine-rich repeat protein kinase family protein |
| Transport | ||
| ppa013294m | 8.95 | Vacuolar ATPase subunit F family protein |
| Down-regulated genes | ||
| Defence | ||
| ppa002249m | −8.61 | Early-responsive to dehydration stress protein (ERD4) |
| ppa016718m | −8.99 | ENODL5 early nodulin-like protein 5 |
| ppa002203m | −9.37 | FRO2 ferric reduction oxidase 2 |
| ppa006485m | −9.61 | Mitogen-activated protein kinase kinase kinase 15 (MAPKKK15) |
| ppa021261m | −10.04 | Late embryogenesis abundant protein (LEA) family protein |
| Development | ||
| ppa001970m | −8.71 | Glutamine-rich protein 23 (GRP23) |
| ppa016920m | −8.99 | BTB/POZ domain-containing protein |
| Metabolism | ||
| ppa023612m | −5.96 | Lipid transfer protein 3 (LTP3) |
| ppa011478m | −7.11 | Plant invertase/pectin methylesterase inhibitor superfamily protein |
| ppa023515m | −7.18 | Cysteine proteinases superfamily protein |
| ppa009726m | −8.61 | ABI-1-like 1 (ABIL1) |
| ppa025960m | −8.61 | BEN1 NAD(P)-binding Rossmann-fold superfamily protein |
| ppa015204m | −8.61 | SYD P-loop containing nucleoside triphosphate hydrolases superfamily protein |
| ppa002676m | −8.61 | Pentatricopeptide repeat (PPR) superfamily protein |
| ppa005209m | −8.81 | XF1 FAD/NAD(P)-binding oxidoreductase family protein |
| ppa026851m | −8.81 | Subtilisin-like serine endopeptidase family protein |
| ppa007640m | −8.91 | IRX9 Nucleotide-diphospho-sugar transferases superfamily protein |
| ppa003553m | −8.91 | P-loop containing nucleoside triphosphate hydrolases superfamily protein |
| ppa022113m | −8.91 | 3-ketoacyl-CoA synthase 7 (KCS7) |
| ppb019226m | −9.08 | Plant invertase/pectin methylesterase inhibitor superfamily protein |
| ppa007503m | −9.15 | PLC-like phosphodiesterases superfamily protein |
| ppa017270m | −9.3 | Alpha/beta-Hydrolases superfamily protein |
| ppa005976m | −9.55 | Pectin lyase-like superfamily protein (PPME1) |
| ppa018639m | −9.61 | Cytochrome P450, family 735, subfamily A, polypeptide 1 (CYP735A1) |
| ppa013439m | −9.76 | RING/U-box superfamily protein |
| ppa004479m | −9.95 | Fatty acid biosynthesis 1 (FAB1) |
| ppa020149m | −10.16 | Alpha dioxygenase |
| ppa005749m | −10.55 | Purple acid phosphatase 22 (PAP22) |
| ppa004364m | −10.55 | Non-specific phospholipase C3 (NPC3) |
| ppa019741m | −10.97 | Xyloglucan endotransglucosylase/hydrolase 2 (XTH2) |
| ppa025833m | −11.32 | Alpha/beta-Hydrolases superfamily protein |
| ppa020405m | −11.33 | GDSL-like Lipase/Acylhydrolase superfamily protein |
| ppa027208m | −14.26 | Fatty acid desaturase 5 (FAD5) |
| ppa016543m | −14.82 | Fatty acid desaturase 5 (FAD5) |
| Signal transduction | ||
| ppa015093m | −8.91 | Cyclin D6 |
| ppa016219m | −8.91 | Stigma-specific Stig1 family protein |
| ppa012463m | −9.61 | Pollen Ole e 1 allergen and extensin family protein |
| Transcription | ||
| ppa011751m | −8.61 | Myb domain protein 24 (MYB24) |
| ppa008450m | −9.23 | Myb domain protein 73 (MYB73) |
| Transport | ||
| ppa004487m | −8.61 | MATE efflux family protein |
| ppa010364m | −8.61 | TIP1;3 tonoplast intrinsic protein 1;3 |
| ppa000945m | −8.81 | HA9 H(+)−ATPase 9 |
| ppa006913m | −9.61 | AAC2 ADP/ATP carrier 2 |
| Various functions | ||
| ppa014641m | −8.71 | Plant protein of unknown function (DUF868) |
| ppa020792m | −8.71 | ARM repeat superfamily protein |
| ppa022037m | −8.81 | Uncharacterized protein family (UPF0016) |
| ppa014616m | −8.81 | Protein of unknown function (DUF1278) |
| ppa021534m | −10.16 | Protein of unknown function (DUF679) |
| ppa008861m | −10.33 | Family of unknown function (DUF716) |
Figure 9Digital gene expression tag profiling and quantitative real-time PCR analysis of the expression of randomly selected genes.
All real-time PCR reactions were repeated three times and the data are presented as the mean ± SD. The x-axis indicates the different genes. The y-axis shows the expression levels: the left shows the relative expression level by qRT-PCR and the right shows tag number per million tags by DGE.