| Literature DB >> 27376286 |
Qianchun Liu1, Yanping Lan2, Changlong Wen3, Hong Zhao4, Jian Wang5, Yongqin Wang6.
Abstract
Cytoplasmic male sterility (CMS) is important for exploiting heterosis in crop plants and also serves as a model for investigating nuclear-cytoplasmic interaction. The molecular mechanism of cytoplasmic male sterility and fertility restoration was investigated in several important economic crops but remains poorly understood in the Welsh onion. Therefore, we compared the differences between the CMS line 64-2 and its maintainer line 64-1 using transcriptome sequencing with the aim of determining critical genes and pathways associated with male sterility. This study combined two years of RNA-seq data; there were 1504 unigenes (in May 2013) and 2928 unigenes (in May 2014) that were differentially expressed between the CMS and cytoplasmic male maintainer Welsh onion varieties. Known CMS-related genes were found in the set of differentially expressed genes and checked by qPCR. These genes included F-type ATPase, NADH dehydrogenase, cytochrome c oxidase, etc. Overall, this study demonstrated that the CMS regulatory genes and pathways may be associated with the mitochondria and nucleus in the Welsh onion. We believe that this transcriptome dataset will accelerate the research on CMS gene clones and other functional genomics research on A. fistulosum L.Entities:
Keywords: Welsh onion; cytoplasmic male sterility (CMS); transcriptome sequencing
Mesh:
Substances:
Year: 2016 PMID: 27376286 PMCID: PMC4964434 DOI: 10.3390/ijms17071058
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Output statistics of sequencing analysis.
| Sample | Total Reads | Total Nucleotides (bp) | GC Percentage | Q30 Percentage | Total Mapping Reads Percentage |
|---|---|---|---|---|---|
| CMS-2013 | 29,169,887 | 5,891,890,308 | 49.30% | 87.75% | 89.99% |
| CMM-2013 | 28,020,145 | 5,659,402,069 | 45.46% | 89.18% | 83.95% |
| CMS-2014 | 20,978,451 | 4,237,366,829 | 41.80% | 95.07% | 79.22% |
| CMM-2014 | 23,309,156 | 4,708,122,991 | 41.92% | 95.11% | 79.55% |
CMS-2013: Cytoplasmic male sterility in May 2013; CMM-2013: Cytoplasmic male maintainer in May 2013; CMS-2014: Cytoplasmic male sterility in May 2014; CMM-2014: Cytoplasmic male maintainer in May 2014. Total mapping reads percentage: Total number of mapping reads percentage, including uniquely mapping reads and multiply mapping reads.
Figure 1Differentially expressed genes in CMS vs. cytoplasmic male maintainer: (A) Whole-study overview of log-fold changes in gene expression in CMS vs. cytoplasmic male maintainer in May 2013; (B) Whole-study overview of log-fold changes in gene expression in CMS vs. cytoplasmic male maintainer in May 2014. The x-axis indicates the absolute expression levels (log2 RPKM (Reads Per Kilobase per Million mapped reads)). The y-axis indicates the log2-FC (fold changes) between the two samples. Genes for which differential expression is significant are shown as blue dots (Log2FC > 1 or < −1; FDR (False Discovery Rate) < 0.01).
Figure 2Cluster of Orthologous Groups (COG) categories of the unigenes: (A) sequencing data from May 2013; and (B) sequencing data from May 2014.
Figure 3Gene Ontology Classification: (A) sequencing data from May 2013; and (B) sequencing data from May 2014. The unigenes are summarized into three main categories: cellular component, molecular function and biological process. The right side of the y-axis is the number of the genes; the left side of the y-axis is the percent of genes.
Differentially expressed unigenes with significantly enriched pathways.
| Pathway | DEGs with Pathway Annotation | All genes with Pathway Annotation | Pathway ID | ||||
|---|---|---|---|---|---|---|---|
| May 2013 | May 2014 | May 2013 | May 2014 | May 2013 | May 2014 | ||
| Plant-pathogen interaction | 13 | 17 | 111 | 113 | 8.55 × 10−5 | 5.04 × 10−5 | ko04626 |
| (9.35%) | (8.85%) | (2.73%) | (3.04%) | ||||
| Protein processing in endoplasmic reticulum | 16 | 4 | 231 | 186 | 5.03 × 10−3 | 9.89 × 10−1 | ko04141 |
| (11.51%) | (2.08%) | (5.69%) | (5%) | ||||
| Oxidative phosphorylation | 13 | 15 | 171 | 161 | 5.24 × 10−3 | 1.76 × 10−2 | ko00190 |
| (9.35%) | (7.81%) | (4.21%) | (4.33%) | ||||
| Starch and sucrose metabolism | 13 | 15 | 173 | 152 | 5.77 × 10−3 | 1.08 × 10−2 | ko00500 |
| (9.35%) | (7.81%) | (4.26%) | (4.08%) | ||||
| Plant hormone signal transduction | 8 | 15 | 173 | 152 | 2.40 × 10−1 | 1.08 × 10−2 | ko04075 |
| (5.76%) | (7.81%) | (4.26%) | (4.08%) | ||||
| Glycerophospholipid metabolism | 5 | 10 | 84 | 90 | 1.59 × 10−1 | 1.64 × 10−2 | ko00564 |
| (3.6%) | (5.21%) | (2.07%) | (2.42%) | ||||
DEGs with pathway annotation: Figures in brackets represent the ratio of the number of DEGs that are annotated to this pathway and the number of DEGs that are annotated to all pathways. All genes with pathway annotation: Figures in brackets represent the ratio of all genes that are annotated to this pathway and all genes that are annotated to all pathways.
Figure 4Welsh onion unigenes involved in oxidative phosphorylation pathways: (A) sequencing data from May 2013; and (B) sequencing data from May 2014. Blue boxes: enzymes specific to this species; Green boxes: down-regulated genes; Red boxes: up-regulated genes.
The unigenes associated with Cytoplasmic male sterility (CMS).
| Unigene ID | COG Class Annotation | KEGG Annotation | Swissprot Annotation | nr Annotation | nt Annotation |
|---|---|---|---|---|---|
| c116086 | -- | -- | Plasma membrane ATPase (Wheat) | plasma membrane H+-ATPase ( | PREDICTED: |
| c175619 | Energy production and conversion | K02261|1e-149|pop:POPTR_936218|hypothetical protein | Cytochrome c oxidase subunit 2 (Mouse-ear cress) | cytochrome oxidase subunit 2 ( | |
| c159049 | Energy production and conversion | K02262|0.0|ath:AT2G07687|cytochrome c oxidase subunit 3 (EC:1.9.3.1) | Cytochrome c oxidase subunit 3 (Wheat) | cytochrome oxidase subunit 3 ( | |
| c160965 | -- | -- | -- | -- | |
| c113452 | -- | -- | Probable F-box protein (Mouse-ear cress) | hypothetical protein MTR_139s0011 ( | -- |
| c50467 | -- | -- | Polygalacturonase inhibitor 1 (Mouse-ear cress) | PREDICTED: polygalacturonase inhibitor-like ( | -- |
--: No annotation information.
Figure 5RT-qPCR and RNA-seq verification of differentially expressed candidate unigenes. CMS: Cytoplasmic male sterility; CMM: Cytoplasmic male maintainer. Data represent the average of three independent experiments. Error bars indicate the standard deviation (STDEV) for three biological replicates and three technical replicates in each experiment. (A–F) Different unigene IDs: (A) c116086; (B) c159049; (C) c175619; (D) c113452; (E) c160965; and (F) c50467.
Figure 6Comparison of cytoplasmic male maintainer and sterile varieties: (A) 64-1, cytoplasmic male maintainer; and (B) 64-2, cytoplasmic male sterility; (C1) 64-1 cytoplasmic male maintainer anther; and (C2) 64-2 cytoplasmic male sterility anther.