| Literature DB >> 28806912 |
Yanwei Li1, Xianlong Ding1, Xuan Wang1, Tingting He1, Hao Zhang1, Longshu Yang1, Tanliu Wang1, Linfeng Chen1, Junyi Gai1, Shouping Yang2.
Abstract
BACKGROUND: DNA methylation is an important epigenetic modification. It can regulate the expression of many key genes without changing the primary structure of the genomic DNA, and plays a vital role in the growth and development of the organism. The genome-wide DNA methylation profile of the cytoplasmic male sterile (CMS) line in soybean has not been reported so far.Entities:
Keywords: Cytoplasmic male sterility; DNA methylation; Differentially methylated gene; Gene expression; Soybean (Glycine max (L.) Merr.)
Mesh:
Substances:
Year: 2017 PMID: 28806912 PMCID: PMC5557475 DOI: 10.1186/s12864-017-3962-5
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Summary of genome-wide methylation sequencing data
| Sample | Raw reads | Clean reads | Total unique mapped reads | Percentage of mapped reads in total reads | The coverage of 5 × reads in total reads | Bisulfite sequencing conversion rate |
|---|---|---|---|---|---|---|
| NJCMS5A | 383,901,574 | 147,400,718 | 95,930,507 | 65.08% | 88.75% | 99.75% |
| NJCMS5B | 398,207,546 | 150,714,851 | 93,590,676 | 62.10% | 88.48% | 99.39% |
Fig. 1Feature of soybean genome-wide methylation between NJCMS5A and NJCMS5B. a Fraction of genome-wide methylated cytosines (mC) level and fraction of mC level in CG, CHG and CHH contexts. The blue column represented NJCMS5A, and red column represented NJCMS5B; b Distribution of methylated cytosines in the three contexts of NJCMS5A, NJCMS5B and soybean LD (soybean germplasm line LD00-2817P); c Number of methylated genes in the promoter, 5′UTR, exon, intron and 3′UTR region of NJCMS5A; d Number of methylated genes in the promoter, 5′UTR, exon, intron and 3′UTR region of NJCMS5B
Fig. 2DNA methylation pattern in gene functional region under mC, mCG, mCHG and mCHH contexts. a Average density of DNA methylation in the promoter, 5′UTR, exon, intron and 3′UTR region under three contexts of NJCMS5A; b Average density of DNA methylation in the promoter, 5′UTR, exon, intron and 3′UTR region under three contexts of NJCMS5B. Each functional region was equally divided into 20 bins, and the mean of methylated cytosine density in each bin was defined as methylation density
Fig. 3Circle plots of gene expression level, transposable element (TE) density and methylation level in the mC, mCG, mCHG and mCHH contexts of soybean (a) NJCMS5A and (b) NJCMS5B. TE indicated “TE density”; Gene indicated “gene expression level”; C, CG, CHH and CHG indicated “methylation level in mC, mCG, mCHG and mCHH, respectively”. Gene expression level was calculated by fragments per kilobase of exon model per million mapped fragments (RPKM). Data is plotted for 20 Mb windows in all soybean chromosomes (CHR01-CHR20). Gene expression level (from light colour to dark colour) indicates the level from 0 to 100%, and TE density (from dark colour to light colour) indicates the density from 0 to 100%
Fig. 4Distribution and proportion of differentially methylated genes (DMGs). a Total DMGs divided into hypo-DMGs and hyper-DMGs and unstable-DMGs (genes overlapping with both hyper- and hypo- DMGs); b Number of DMGs in gene functional region (promoter, 5′UTR, exon, intron and 3′UTR); c Number of hypo-DMGs and hyper-DMGs in gene functional region (promoter, 5′UTR, exon, intron and 3′UTR)
Distribution of differentially methylated genes (DMGs) in gene functional region
| Gene functional region | Promoter | 5′ UTR | Exon | Intron | 3′ UTR |
|---|---|---|---|---|---|
| DMG_hypo | 192 | 145 | 199 | 170 | 95 |
| DMG_hyper | 95 | 31 | 40 | 38 | 26 |
| Total DMG | 287 | 176 | 239 | 208 | 121 |
| DMG rate in genome (%) | 59.2% | 36.3% | 49.3% | 42.9% | 24.9% |
Fig. 5DNA methylation patterns of four differentially methylated genes (DMGs) validated by bisulfite treatment. a Glyma.04G206000 (oxysterol binding protein); b Glyma.19G144200 (basic helix-loop-helix DNA-binding protein); c Glyma.16G081800 (lipase); d Glyma.06G266900 (galacturonosyl transferase). The red, blue and green columns in the histograms refer to the collective methylation levels (in percentage) in CG, CHG and CHH contexts, respectively
Fig. 6DNA methylation patterns of four typical differentially methylated regions (DMRs) with high methylation site. a Analysis of bisulfite treatment results of NJCMS5A; b Analysis of bisulfite treatment results of NJCMS5B. The colored bars above the x-axis show the methylated percent at each site. The short bars at the bottom of the graph show the position of the cytosines. The average level of methylation was calculated with 8–12 clones by bisulfite treatment and nested PCR. c Methylation patterns of DMRs, including hyper-methylated regions (Chr08:43,715,049–43,715,469, Chr10:47,700,252–47,700,644 and scaffold_27:331,871–332,336), and hypo-methylated region (scaffold_21:694,229–694,591)
Fig. 7Gene Ontology (GO) annotation of differentially methylated genes (DMGs) between NJCMS5A and NJCMS5B. The blue and red column in the histogram referred to the hypo-methylation and hyper-methylation level (percentage and number), respectively
Significant Gene Ontology (GO) terms of hyper-methylated genes in NJCMS5A
| GO accession | Term type | Description | DMR _ item | BG _ item | P _ value |
|---|---|---|---|---|---|
| GO:0019058 | BP | viral infectious cycle | 6 | 364 | 0.0022802 |
| GO:0006011 | BP | UDP-glucose metabolic process | 1 | 1 | 0.0036546 |
| GO:0015977 | BP | carbon fixation | 2 | 25 | 0.0037648 |
| GO:0016042 | BP | lipid catabolic process | 3 | 109 | 0.0075620 |
| GO:0044403 | BP | symbiosis, encompassing mutualism through parasitism | 8 | 789 | 0.0086707 |
| GO:0071704 | BP | organic substance metabolic process | 76 | 16,860 | 0.0089794 |
| GO:0044419 | BP | interspecies interaction between organisms | 8 | 796 | 0.0091147 |
| GO:0006099 | BP | tricarboxylic acid cycle | 2 | 40 | 0.0094446 |
| GO:0000723 | BP | telomere maintenance | 5 | 350 | 0.0094633 |
| GO:0032200 | BP | telomere organization | 5 | 350 | 0.0094633 |
| GO:0060249 | BP | anatomical structure homeostasis | 5 | 350 | 0.0094633 |
| GO:0019067 | BP | viral assembly, maturation, egress, and release | 3 | 130 | 0.0121930 |
| GO:0009060 | BP | aerobic respiration | 2 | 46 | 0.0123550 |
| GO:0016032 | BP | viral process | 7 | 725 | 0.0175200 |
| GO:0044238 | BP | primary metabolic process | 72 | 16,245 | 0.0190260 |
| GO:0009225 | BP | nucleotide-sugar metabolic process | 1 | 6 | 0.0217300 |
| GO:0034219 | BP | carbohydrate transmembrane transport | 1 | 6 | 0.0217300 |
| GO:0071806 | BP | protein transmembrane transport | 2 | 66 | 0.0244210 |
| GO:0006367 | BP | transcription initiation from RNA polymerase II promoter | 2 | 67 | 0.0251130 |
| GO:0030150 | BP | protein import into mitochondrial matrix | 1 | 7 | 0.0253060 |
| GO:0044764 | BP | multi-organism cellular process | 7 | 785 | 0.0256590 |
| GO:0015074 | BP | DNA integration | 2 | 69 | 0.0265210 |
| GO:0044237 | BP | cellular metabolic process | 67 | 15,179 | 0.0286360 |
| GO:0072519 | BP | parasitism | 1 | 9 | 0.0324180 |
| GO:0018149 | BP | peptide cross-linking | 1 | 10 | 0.0359550 |
| GO:0006464 | BP | cellular protein modification process | 19 | 3357 | 0.0370220 |
| GO:0036211 | BP | protein modification process | 19 | 3357 | 0.0370220 |
| GO:0006468 | BP | protein phosphorylation | 15 | 2522 | 0.0427720 |
| GO:0019068 | BP | virion assembly | 2 | 90 | 0.0430940 |
| GO:0043170 | BP | macromolecule metabolic process | 57 | 12,853 | 0.0449750 |
| GO:0043412 | BP | macromolecule modification | 20 | 3665 | 0.0451580 |
| GO:0032940 | BP | secretion by cell | 3 | 221 | 0.0477090 |
| GO:0046903 | BP | secretion | 3 | 221 | 0.0477090 |
| GO:0006807 | BP | nitrogen compound metabolic process | 41 | 8794 | 0.0487850 |
| GO:0000079 | BP | regulation of cyclin-dependent protein serine/threonine kinase activity | 1 | 14 | 0.0499750 |
| GO:0071900 | BP | regulation of protein serine/threonine kinase activity | 1 | 14 | 0.0499750 |
| GO:0016592 | CC | mediator complex | 4 | 183 | 0.0046636 |
| GO:0036126 | CC | sperm flagellum | 1 | 2 | 0.0072960 |
| GO:0097223 | CC | sperm part | 1 | 2 | 0.0072960 |
| GO:0097228 | CC | sperm principal piece | 1 | 2 | 0.0072960 |
| GO:0005654 | CC | nucleoplasm | 5 | 384 | 0.0136830 |
| GO:0044451 | CC | nucleoplasm part | 5 | 384 | 0.0136830 |
| GO:0071203 | CC | WASH complex | 2 | 61 | 0.0210820 |
| GO:0033644 | CC | host cell membrane | 2 | 67 | 0.0251130 |
| GO:0044218 | CC | other organism cell membrane | 2 | 67 | 0.0251130 |
| GO:0044279 | CC | other organism membrane | 2 | 67 | 0.0251130 |
| GO:0044441 | CC | cilium part | 1 | 7 | 0.0253060 |
| GO:0036128 | CC | catSper complex | 1 | 9 | 0.0324180 |
| GO:0030658 | CC | transport vesicle membrane | 2 | 87 | 0.0405380 |
| GO:0019031 | CC | viral envelope | 4 | 354 | 0.0413760 |
| GO:0036338 | CC | viral membrane | 4 | 354 | 0.0413760 |
| GO:0005891 | CC | voltage-gated calcium channel complex | 1 | 13 | 0.0464890 |
| GO:0034704 | CC | calcium channel complex | 1 | 13 | 0.0464890 |
| GO:0004675 | MF | transmembrane receptor protein serine/threonine kinase activity | 2 | 18 | 0.0019525 |
| GO:0008964 | MF | phosphoenolpyruvate carboxylase activity | 2 | 20 | 0.0024130 |
| GO:0008234 | MF | cysteine-type peptidase activity | 5 | 273 | 0.0033820 |
| GO:0019199 | MF | transmembrane receptor protein kinase activity | 2 | 25 | 0.0037648 |
| GO:0001076 | MF | RNA polymerase II transcription factor binding transcription factor activity | 4 | 180 | 0.0043995 |
| GO:0001104 | MF | RNA polymerase II transcription cofactor activity | 4 | 180 | 0.0043995 |
| GO:0017111 | MF | nucleoside-triphosphatase activity | 17 | 2371 | 0.0059866 |
| GO:0000988 | MF | protein binding transcription factor activity | 5 | 320 | 0.0065718 |
| GO:0004611 | MF | phosphoenolpyruvate carboxykinase activity | 2 | 34 | 0.0068906 |
| GO:0016462 | MF | pyrophosphatase activity | 17 | 2410 | 0.0070057 |
| GO:0004197 | MF | cysteine-type endopeptidase activity | 4 | 221 | 0.0089745 |
| GO:0016818 | MF | hydrolase activity, acting on acid anhydrides, in phosphorus-containing anhydrides | 17 | 2498 | 0.0098272 |
| GO:0000989 | MF | transcription factor binding transcription factor activity | 4 | 228 | 0.0099793 |
| GO:0003712 | MF | transcription cofactor activity | 4 | 228 | 0.0099793 |
| GO:0016787 | MF | hydrolase activity | 38 | 7372 | 0.0141010 |
| GO:0016817 | MF | hydrolase activity, acting on acid anhydrides | 17 | 2626 | 0.0154860 |
| GO:0005516 | MF | calmodulin binding | 2 | 56 | 0.0179520 |
| GO:0000149 | MF | SNARE binding | 1 | 5 | 0.0181410 |
| GO:0019905 | MF | syntaxin binding | 1 | 5 | 0.0181410 |
| GO:1,901,363 | MF | heterocyclic compound binding | 59 | 12,823 | 0.0194820 |
| GO:0097159 | MF | organic cyclic compound binding | 59 | 12,831 | 0.0197370 |
| GO:0004386 | MF | helicase activity | 9 | 1116 | 0.0217290 |
| GO:0004308 | MF | exo-alpha-sialidase activity | 1 | 6 | 0.0217300 |
| GO:0004683 | MF | calmodulin-dependent protein kinase activity | 1 | 6 | 0.0217300 |
| GO:0016997 | MF | alpha-sialidase activity | 1 | 6 | 0.0217300 |
| GO:0034062 | MF | RNA polymerase activity | 5 | 448 | 0.0247360 |
| GO:0070403 | MF | NAD+ binding | 1 | 7 | 0.0253060 |
| GO:0016779 | MF | nucleotidyltransferase activity | 7 | 785 | 0.0256590 |
| GO:0003676 | MF | nucleic acid binding | 33 | 6489 | 0.0271790 |
| GO:0003852 | MF | 2-isopropylmalate synthase activity | 1 | 8 | 0.0288680 |
| GO:0008083 | MF | growth factor activity | 2 | 73 | 0.0294300 |
| GO:0003899 | MF | DNA-directed RNA polymerase activity | 4 | 319 | 0.0299720 |
| GO:0003677 | MF | DNA binding | 23 | 4224 | 0.0332160 |
| GO:0016298 | MF | lipase activity | 3 | 197 | 0.0359010 |
| GO:0004325 | MF | ferrochelatase activity | 1 | 10 | 0.0359550 |
| GO:0038023 | MF | signaling receptor activity | 4 | 347 | 0.0389240 |
| GO:0047750 | MF | cholestenol delta-isomerase activity | 1 | 11 | 0.0394790 |
| GO:0003678 | MF | DNA helicase activity | 6 | 693 | 0.0423700 |
| GO:0016863 | MF | intramolecular oxidoreductase activity, transposing C = C bonds | 1 | 12 | 0.0429910 |
| GO:0046915 | MF | transition metal ion transmembrane transporter activity | 3 | 221 | 0.0477090 |
| GO:0046789 | MF | host cell surface receptor binding | 1 | 14 | 0.0499750 |
BP biological process; CC cellular component; MF molecular functional; DMR differentially methylated region; BG: background
Identified eight genes potentially related to cytoplasmic male sterility (CMS)
| NO. | Gene ID | DMR region | Methylation status | Description |
|---|---|---|---|---|
| 1 | Glyma.U015500 | promoter | Hypo | bHLH DNA-binding super family protein |
| 2 | Glyma.16G195100 | gene body | Hypo | mitochondrial mRNA modification |
| 3 | Glyma.06G248800 | gene body | Hypo | ABC-2 type transporter family protein |
| 4 | Glyma.U045200 | gene body | Hypo | cysteine proteinases super family protein |
| 5 | Glyma.08G317600 | promoter | Hypo | MYB domain protein 97 |
| 6 | Glyma.U028100 | promoter | Hypo | MYB domain protein 98 |
| 7 | Glyma.U040000 | promoter | Hyper | AP2/B3-like transcriptional factor family protein |
| 8 | Glyma.14G212600 | gene body | Hyper | PPR super family protein |
Hyper DNA methylation level in NJCMS5A was higher than that in NJCMS5B; Hypo DNA methylation level in NJCMS5A was lower than that in NJCMS5B
Fig. 8Expression level of nine DMGs validated by qRT-PCR. a qRT-PCR analysis of nine DMGs in NJCMS5A and NJCMS5B. X-axis represented gene name, the red column represented NJCMS5A, and blue column represented CK (NJCMS5B); Y-axis represented the relative level of gene expression. All qRT-PCR reactions were performed with three biological replicates; b DNA methylation level of nine DMGs in NJCMS5A and NJCMS5B