| Literature DB >> 26552448 |
Sun-Ju Rhee1, Minseok Seo2,3, Yoon-Jeong Jang4, Seoae Cho5, Gung Pyo Lee6.
Abstract
BACKGROUND: Male sterility is an important mechanism for the production of hybrid seeds in watermelon. Although fruit development has been studied extensively in watermelon, there are no reports on gene expression in floral organs. In this study, RNA-sequencing (RNA-seq) was performed in two near-isogenic watermelon lines (genic male sterile [GMS] line, DAH3615-MS and male fertile line, DAH3615) to identify the differentially expressed genes (DEGs) related to male sterility.Entities:
Mesh:
Year: 2015 PMID: 26552448 PMCID: PMC4640349 DOI: 10.1186/s12864-015-2186-9
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Pre-processed RNA-sequencing data using Trimmomatic
| Sample | # of surviving reads | Surviving reads | Overall mapping rate | Alignment rate |
|---|---|---|---|---|
| Mf_bud | 11,834,220 | 93.55 % | 62.2 % | 54.7 % |
| Mf_flower | 13,845,808 | 93.90 % | 60.3 % | 52.9 % |
| Ms_bud | 12,411,872 | 94.64 % | 61.1 % | 53.7 % |
| Ms_flower | 12,489,412 | 94.25 % | 58.3 % | 51.0 % |
Each sample represents a floral organ in a breeding line; Mf male fertile line (DAH3615), Ms male sterile line (DAH3615-MS), bud floral bud, and flower mature flower, as shown in Fig. 1. Including all statistics was calculated based on the paired-end reads
Fig. 1Morphological differences in floral organs of a male sterile line (DAH3615-MS) and a male fertile line (DAH3615). The flower (a) and floral bud (c) of the male sterile line, DAH3615-MS, are smaller than those (b, d) of the male fertile line, DAH3615. The male sterile flower (a) shows distinctive defective stamen and absence of pollen grains. The images were taken at 63 d after sowing
Fig. 2Identification of differentially expressed genes (DEGs) in a male sterile line (DAH3615-MS) and a male fertile line (DAH3615). (a) Venn-diagram of significantly different DEGs detected in the male fertile line and the male sterile line using two types of statistical tests such as Fisher’s exact test and 2-way ANODEV [False discovery rate (FDR) adjusted P-value < 0.01]. In the Fisher’s exact test, two tissues’ samples, bud and floral bud, were respectively employed. (b) Hierarchical clustering analysis tree with k = 2. Blue and green lines represent DAH3615-MS and DAH3615, respectively. (c) Heatmap with hierarchical clustering using logged TMM-normalized gene expressions of the 1259 DEGs (FDR adjusted P-value < 0.01) from the analysis of deviance (ANODEV). Regions 1 and 2 show highly significant differences between DAH3615-MS and DAH3615. (d) Line plots show the gene expression of the top 10 genes from ANODEV. Red and blue lines represent floral bud and flower, respectively. The y-axis represents logged TMM-normalized gene expressions, which were calculated in the edgeR
Fig. 3Characterization of significantly detected differentially expressed genes (DEGs) using chromosomal location and biasness. Fertility biased: DAH3615-biased expression; Sterility biased: DAH3615-MS-biased expression. (a) Pie charts show the biasness of significantly detected DEGs. The upper two proportional pie charts were created using the whole-annotated genes and the lower two pie charts were created using 1,259 DEGs from the analysis of deviance (ANODEV). (b) Βiasness of significantly detected genes. (c) Manhattan plot represents the chromosomal location of significantly detected genes. The y-axis represents log 10 false discovery rate (FDR) adjusted P-value. The red dotted line is a cut-off line (FDR adjusted P-value < 0.01)
DAVID functional classification analysis
| Cluster | Terms | ES |
|---|---|---|
| Cluster 1 | Cupredoxin, copper ion binding, Multicopper oxidase, type 3, Multicopper oxidase, type 2, Multicopper oxidase, type 1 | 2.25 |
| Cluster 2 | Proteoglycan, lipid moiety-binding region: GPI-anchor amidated serine, lipoprotein, propeptide: Removed in mature form, GPI-anchor, cell membrane, glycoprotein | 1.35 |
| Cluster 3 | Kinesin, motor region, conserved site, KISc, Kinesin, motor region, microtubule associated complex, microtubule motor activity, motor protein, microtubule-based movement, microtubule, motor activity, microtubule-based process, microtubule, microtubule cytoskeleton, cytoskeletal part, cytoskeleton, intracellular non-membrane-bounded organelle, non-membrane-bounded organelle | 1.13 |
| Cluster 4 | Secondary metabolic process, cellular amino acid derivative metabolic process, phenylpropanoid metabolic process | 0.95 |
| Cluster 5 | Signal peptide, signal, glycoprotein, lycosylation site:N-linked (GlcNAc…), extracellular region, Secreted | 0.94 |
| Cluster 6 | protein serine/threonine kinase activity, Serine/threonine protein kinase, active site, serine/threonine-protein kinase, protein amino acid phosphorylation, phosphate metabolic process, phosphorus metabolic process, protein kinase activity, receptor | 0.83 |
| kinase, phosphorylation, Protein kinase, core, protein tyrosine kinase activity, Protein kinase, ATP binding site, nucleotide-binding, atp-binding, ATP binding, adenyl ribonucleotide binding, ribonucleotide binding, purine ribonucleotide binding, Serine/threonine protein kinase-related, adenyl nucleotide binding, purine nucleoside binding, nucleoside binding, purine nucleotide binding, nucleotide binding | ||
| Cluster 7 | Developmental growth involved in morphogenesis, unidimensional cell growth, developmental growth, cell morphogenesis, cell growth, regulation of cell size, cellular component morphogenesis, regulation of cellular component size, growth | 0.7 |
| Cluster 8 | Intrinsic to membrane, topological domain: Cytoplasmic, topological domain: Extracellular, membrane, transmembrane region, transmembrane, integral to membrane | 0.36 |
| Cluster 9 | Cation binding, ion binding, metal ion binding, transition metal ion binding | 0.33 |
| Cluster 10 | Transition metal ion binding, oxidation reduction, oxidoreductase, metal-binding | 0.09 |
| Cluster 11 | Intracellular signaling cascade, transcription regulation, nucleus, Transcription, response to endogenous stimulus, transcription, regulation of transcription, DNA-dependent, regulation of RNA metabolic process, response to organic substance, response to hormone stimulus, dna-binding, transcription factor activity, transcription regulator activity, regulation of transcription, DNA binding | 0.08 |
DAVID functional annotation analysis was performed using 1,105 DAH3615-biased genes derived from the RNA analysis. Twelve clusters were identified including their enrichment score (ES)
Fig. 4Technical validation of 19 randomly selected differentially expressed genes (DEGs) detected by RNA-sequencing (RNA-seq) using qRT-PCR. (a) Relative heatmaps of RNA-seq and qRT-PCR. Gene expression from the two platforms was normalized by the quantile normalization method. (b) Box-plots of 19 DEGs detected by qRT-PCR. The y-axis represents the gene expression level, which is the −2∆Δ value of qRT-PCR compared to the control gene
qRT-PCR test results of 19 genes detected by RNA-sequencing
| Gene description | Uniport_ID | Floral Bud | Flower |
|---|---|---|---|
| Actin depolymerizing factor 10 | B9I489_POPTR | 1.35E-04*** | 2.44E–03** |
| Arabinogalactan peptide 20 | AGP20_ARATH | 8.00E–04*** | 2.10E–04*** |
| Blue copper protein (Fragment) | O82576_MAIZE | 1.87E–04*** | 1.56E–03** |
| Calcium–dependent protein kinase 2 | Q3YAT0_PETIN | 1.10E–04*** | 4.03E–04*** |
| Callose synthase 5 | C8C9X3_ARATH | 8.66E–05*** | 2.26E–02* |
| CBL–interacting protein kinase 16 | C4P7W5_VITVI | 2.92E–04*** | 1.92E–04*** |
| Cyclin–like protein | Q6ZIX9_ORYSJ | 2.59E–05*** | 6.36E–04*** |
| Elongation factor 1–alpha | B9SPV9_RICCO | 2.75E–03** | 7.44E–04*** |
| Late embryogenesis abundant protein 1 | LEA1_CICAR | 1.41E–04*** | 2.35E–04*** |
| LIM domain protein | Q306K1_BRANA | 8.75E–04*** | 5.13E–06*** |
| MADS–box transcription factor 1 | D1MFS6_HEVBR | 1.99E–03** | 6.63E–05*** |
| Mitotic spindle assembly checkpoint protein MAD2 | D2V3A0_NAEGR | 5.34E–06*** | 8.07E–03** |
| Nucleotide sugar epimerase | B1WNM2_CYAA5 | 1.02E–02* | 8.12E–04*** |
| Pectate lyase | B6TSP4_MAIZE | 7.71E–03** | 2.84E–04*** |
| Polygalacturonase | E3VSV7_CUCPE | 1.42E–03** | 1.96E–04*** |
| Rho GDP–dissociation inhibitor family protein | D7L724_ARALL | 4.51E–03** | 9.35E–04*** |
| S–adenosylmethionine synthase | B9S0G1_RICCO | 2.14E–03** | 6.32E–04*** |
| Subtilisin–like protease | Q6WNU4_SOYBN | 1.86E–02* | 1.93E–02* |
| Zinc finger family protein | D7MD22_ARALL | 3.19E–03** | 5.41E–04*** |
Student’s t–test was used for separating the differences between a male sterile line (DAH3615–MS) and a male fertile line (DAH3615) in floral buds and flowers. *P < 0.05, **P < 0.01, ***P < 0.001