| Literature DB >> 30208841 |
Yongming Liu1, Gui Wei1, Yuanyan Xia1, Xiaowei Liu1, Jin Tang1, Yanli Lu1, Hai Lan1, Suzhi Zhang1, Chuan Li1, Moju Cao2.
Abstract
BACKGROUND: C-type cytoplasmic male sterility (CMS-C) is one of the three major types of cytoplasmic male sterility (CMS) in maize. Rf4 is a dominant restorer gene for CMS-C and has great value in hybrid maize breeding, but little information concerning its functional mechanism is known.Entities:
Keywords: Cytoplasmic male sterility; Fertility restoration; Isocitrate dehydrogenase; Maize; Oxoglutarate dehydrogenase; Transcriptome sequencing
Mesh:
Year: 2018 PMID: 30208841 PMCID: PMC6136215 DOI: 10.1186/s12870-018-1409-z
Source DB: PubMed Journal: BMC Plant Biol ISSN: 1471-2229 Impact factor: 4.215
Fig. 1a Distribution of SNPs and DEGs between NIL_Rf4 and NIL_rf4. From inner circle to the outer circle, the first and the second circles indicate the distribution of SNPs within exons and genome, respectively. In the third circle, the green dots represent up-regulated transcripts in NIL_Rf4, while the red dots represent down-regulated transcripts. b SNP index graphs of the NIL_Rf4 (yellow lines) and NIL_rf4 (black lines)
Summary of RNA-Seq yields and alignments for six samples
| Samples | Clean reads | Base (G) | Q20 (%) | Q30 (%) | GC (%) | Map rate (%) |
|---|---|---|---|---|---|---|
| NIL_ | 39,893,186 | 5.98 | 97 | 92 | 57 | 73 |
| NIL_ | 44,696,350 | 6.70 | 97 | 93 | 59 | 72 |
| NIL_ | 37,224,984 | 5.58 | 97 | 92 | 59 | 73 |
| NIL_ | 54,907,140 | 8.23 | 97 | 93 | 56 | 69 |
| NIL_ | 43,082,408 | 6.46 | 97 | 93 | 57 | 68 |
| NIL_ | 45,717,652 | 6.85 | 97 | 92 | 57 | 71 |
Fig. 2Pearson correlation coefficient analysis of the transcriptome data for three biological replicates
Fig. 3Correlation of gene expression levels estimated by RNA-Seq and qPCR. The x-axis and y-axis indicate relative expression values from qPCR and RNA-Seq, respectively. Both values are log2 normalized. The r value represents the Pearson correlation coefficient
Fig. 4Expression (a) and Euler diagram (b) analyses of DEGs related to pollen development
Annotations of energy metabolism-related DEGs
| Gene ID | Log2 Fold Change | Directiona | Metabolism Process | Description |
|---|---|---|---|---|
| GRMZM2G345493 | −11.00 | down | Glycolysis/Pentose phosphate pathway | Fructose-bisphosphate aldolase 7 cytosolic |
| GRMZM5G836250 | −9.81 | down | Glycolysis/Pentose phosphate pathway | Fructose-1,6-bisphosphatase cytosolic |
| GRMZM2G134256 | −7.14 | down | Pentose phosphate pathway | Transaldolase 2 |
| GRMZM2G046284 | −6.94 | down | Glycolysis/Pentose phosphate pathway | Fructose-bisphosphate aldolase |
| GRMZM2G046804 | −6.85 | down | Glycolysis | Glyceraldehyde-3-phosphate dehydrogenase, cytosolic 1 |
| GRMZM2G001696 | −6.84 | down | Glycolysis/Pyruvate metabolism | Phosphoenolpyruvate carboxykinase1 |
| GRMZM2G038791 | −6.07 | down | Pentose phosphate pathway | Ribose-phosphate pyrophosphokinase |
| GRMZM2G047592 | −5.29 | down | Glycolysis | Galactose mutarotase-like superfamily protein |
| GRMZM2G080375 | −4.97 | down | Glycolysis/Pentose phosphate pathway | ATP-dependent 6-phosphofructokinase 4 chloroplastic |
| GRMZM2G442658 | −4.02 | down | Glycolysis | Alcohol dehydrogenase 1 |
| GRMZM2G155253 | −3.39 | down | Glycolysis/Pyruvate metabolism | Fructose-bisphosphate aldolase |
| GRMZM2G031107 | −3.23 | down | Pentose phosphate pathway | Glucose-6-phosphate 1-dehydrogenase |
| GRMZM2G083841 | −3.18 | down | Pyruvate metabolism | Phosphoenolpyruvate carboxylase 1 |
| GRMZM5G852968 | −2.91 | down | Glycolysis | Triosephosphate isomerase |
| GRMZM2G306732 | −2.78 | down | Glycolysis/Pentose phosphate pathway | Fructose-1,6-bisphosphatase |
| GRMZM2G129513 | −2.69 | down | Pyruvate metabolism | Malate dehydrogenase 6 |
| GRMZM2G026807 | −2.39 | down | Pentose phosphate pathway | Ribulose-phosphate 3-epimerase |
| GRMZM2G144730 | −2.28 | down | Glycolysis/Pyruvate metabolism | Pyruvate kinase |
| GRMZM2G127546 | −2.09 | down | Glycolysis/Pyruvate metabolism | Pyruvate dehydrogenase E1 component subunit beta-3 chloroplastic |
| GRMZM5G870932 | −2.01 | down | Glycolysis/Pyruvate metabolism | Phosphoenolpyruvate carboxykinase homologue 2 |
| GRMZM2G415359 | −1.96 | down | Pyruvate metabolism | Malate dehydrogenase 5 |
| GRMZM2G179521 | −1.94 | down | Pentose phosphate pathway | Glucose-6-phosphate 1-dehydrogenase |
| GRMZM5G879882 | −1.92 | down | Glycolysis/Pentose phosphate pathway | 6-phosphofructokinase |
| GRMZM2G041356 | −1.80 | down | Glycolysis | Aldose 1-epimerase |
| GRMZM2G152975 | −1.75 | down | Glycolysis | Putative alcohol dehydrogenase superfamily protein |
| GRMZM2G033208 | −1.55 | down | Pentose phosphate pathway | Transketolase 1 |
| GRMZM5G824600 | No expression in NIL_ | down | Glycolysis | Formaldehyde dehydrogenase homologue 1 |
| GRMZM2G152981 | 0.40 | up | Glycolysis | Putative alcohol dehydrogenase superfamily protein |
| GRMZM2G104632 | 1.50 | up | Glycolysis | Glyceraldehyde-3-phosphate dehydrogenase, cytosolic |
| GRMZM2G057823 | 1.53 | up | Glycolysis/Pentose phosphate pathway | Aldolase 1 |
| GRMZM2G335657 | 1.56 | up | Glycolysis/Pyruvate metabolism | Dihydrolipoyl dehydrogenase |
| GRMZM2G104081 | 1.64 | up | Glycolysis | Hexokinase 1 |
| GRMZM2G069542 | 1.85 | up | Pyruvate metabolism | Phosphoenolpyruvate carboxylase 7 |
| GRMZM2G466833 | 1.92 | up | Pyruvate metabolism | Malate dehydrogenase3 |
| GRMZM2G180625 | 1.93 | up | Glycolysis | Cytosolic glyceroldehyde-3-phosphate dehydrogenase GAPC2 |
| GRMZM2G023289 | 2.02 | up | Glycolysis/Pentose phosphate pathway | Phosphoglucomutase 2 |
| GRMZM2G043198 | 2.07 | up | Glycolysis/Pentose phosphate pathway | Pyruvate dehydrogenase 2 |
| GRMZM2G097226 | 2.15 | up | Glycolysis/Pyruvate metabolism | Pyruvate dehydrogenase E1 beta subunit |
| GRMZM2G125233 | 2.28 | up | Glycolysis | Galactose mutarotase-like superfamily protein |
| GRMZM2G440208 | 2.43 | up | Pentose phosphate pathway | 6-phosphogluconate dehydrogenase, decarboxylating |
| GRMZM2G098346 | 2.50 | up | Glycolysis | Alcohol dehydrogenase 2 |
| GRMZM2G066024 | 2.52 | up | Glycolysis/Pentose phosphate pathway | Fructose-bisphosphate aldolase cytoplasmic isozyme |
| GRMZM2G139360 | 2.54 | up | Glycolysis/Pentose phosphate pathway | ATP-dependent 6-phosphofructokinase 5 chloroplastic |
| GRMZM2G136918 | 2.73 | up | Pentose phosphate pathway | Putative 6-phosphogluconolactonase 1 |
| GRMZM2G058702 | 2.74 | up | Glycolysis/Pyruvate metabolism | Dihydrolipoyllysine-residue acetyltransferase component 4 of pyruvate dehydrogenase complex chloroplastic |
| GRMZM2G162663 | 2.84 | up | Glycolysis/Pyruvate metabolism | Acetyl-coenzyme A synthetase chloroplastic/glyoxysomal |
| GRMZM2G161245 | 2.96 | up | Pyruvate metabolism | Malate dehydrogenase |
| GRMZM5G860137 | 3.01 | up | Pyruvate metabolism | Acetyl-CoA acetyltransferase, cytosolic 2 |
| GRMZM2G177947 | 3.12 | up | Glycolysis/Pyruvate metabolism | Pyruvate kinase |
| GRMZM2G110714 | 3.18 | up | Pyruvate metabolism | Phosphoenolpyruvate carboxylase 3 |
| GRMZM2G074122 | 3.25 | up | Pyruvate metabolism | Phosphoenolpyruvate carboxylase isoform 1 |
| GRMZM2G322953 | 3.42 | up | Glycolysis | Fructose-1,6-bisphosphatase, cytosolic |
| GRMZM2G003385 | 3.53 | up | Glycolysis/Pentose phosphate pathway | 2,3-bisphosphoglycerate-independent phosphoglycerate mutase 1 |
| GRMZM5G886257 | 4.17 | up | Pyruvate metabolism | NADP-dependent malic enzyme |
| GRMZM2G146206 | 4.19 | up | Glycolysis | Triosephosphate isomerase, cytosolic |
| GRMZM2G003354 | 4.62 | up | Glycolysis | Apospory-associated protein C |
| GRMZM2G154007 | 12.00 | up | Glycolysis | Alcohol dehydrogenase-like 2 |
| GRMZM2G071630 | No expression in NIL_ | up | Glycolysis | Cytosolic glyceroldehyde-3-phosphate dehydrogenase GAPC3 |
aDirection means relative to the expression level in NIL_Rf4
Fig. 5Identification of DEGs involved in the mitochondrial TCA cycle. The number indicates the gene expression fold changes that were log2 transformed in NIL_Rf4 compared with NIL_rf4
Fig. 6qPCR confirmation of genes associated with the mitochondrial TCA cycle. The data are given as means ± SEMs of three biological replicates. Independent Student’s t-tests were used to calculate the P values. **P < 0.01
Fig. 7Comparison of IDH and OGDH enzyme levels between NIL_Rf4 and NIL_rf4. The data are presented as the means ± SEMs of three biological replicates. Each replicate consisted of three technical replicates. The asterisks represent statistically significant differences between NIL_Rf4 and NIL_rf4 at P < 0.05 (*) or P < 0.01 (**) (Independent Student’s t-test)