3.1. Isolation of mitochondria from sugar beet
The isolated mitochondria were morphologically intact, and spherical-ellipsoidal in shape (Supplementary Fig. S1).
3.2. iTRAQ analysis of DEPs
In this study, a total of 2260 proteins were identified in the lines DY5-O, DY5-CMS and CL6 at an FDR of 1%. The full list of these proteins is available in Supplementary Table S1. In detail, proteins with a minimum fold change of ±1.3 or greater in abundance, FDR <0.01 and P <0.05, were regarded as DEPs because iTRAQ quantification estimated the real amount of fold change from DY5-CMS/DY5-O, DY5-CMS/CL6, and CL6/DY5-O comparisons. Based on this criterion, 538 DEPs from DY5-CMS/DY5-O, DY5-CMS/CL6, and CL6/DY5-O comparisons were selected for further analysis (Fig. 1 and Supplementary Table S2), including 191 DEPs (106 upregulated and 85 downregulated) between DY5-CMS and DY5-O, 190 DEPs (111 upregulated and 79 downregulated) between DY5-CMS and CL6, and 157 DEPs (76 upregulated and 81 downregulated) between CL6 and DY5-O.
The two proteins present at the highest concentration in DY5-CMS compared to DY5-O were citrate synthase and 60S ribosomal protein L7-2 which had fold change values of 3.725 and 5.883, respectively. Interestingly, 60S ribosomal protein L17-2 and citrate synthase were also found to be higher in DY5-CMS than in CL6, with over 1.5-fold change values. In contrast, 65 and 58 kinds of proteins were downregulated in DY5-CMS compared to DY5-O and CL6, respectively. In addition, LysM domain-containing GPI-anchored protein 2 was the protein present at the highest concentration in CL6 compared to DY5-O and DY5-CMS, with fold change values of 8.337 and 6.849, respectively. DEPs that differentiate DY5-CMS from DY5-O and CL6 in the same way are summarized in Table 2.
Table 2
DEPs that differentiate DY5-CMS from DY5-O and CL6 in the same way
Accession | Description | DY5-CMS/DY5-O | DY5-CMS/CL6 |
Fold change | Significance A | Fold change | Significance A |
A0A0J8BGE0 | Aspartate aminotransferase | 1.452 | 0.0163534 | 1.620 | 0.00757495 |
A0A0J8BI86 | Citrate synthase | 3.725 | 3.84002E-17 | 1.706 | 0.00310876 |
A0A023ZQE9 | Ribosomal protein | 1.811 | 0.000137893 | 1.747 | 0.0020135 |
A0A023ZRD6 | Ribosomal protein L14 | 2.021 | 6.40422E-06 | 1.627 | 0.00705329 |
A0A0J8B5C0 | Ribosomal protein L2 | 1.619 | 0.00196023 | 1.767 | 0.00162577 |
A0A0J8BD62 | 50S ribosomal protein L12 | 1.819 | 0.000123001 | 1.483 | 0.0291581 |
A0A0J8BIC4 | 50S ribosomal protein L3 | 2.435 | 1.17916E-08 | 1.635 | 0.00649925 |
A0A0J8C2D9 | 60S ribosomal protein L12-1 | 1.628 | 0.00173858 | 1.729 | 0.00243823 |
A0A0J8C9Y6 | 60S ribosomal protein L7-2 | 5.883 | 8.67828E-30 | 1.590 | 0.0102588 |
A0A0J8CGP6 | 60S ribosomal protein L17-2 | 1.463 | 0.0143202 | 1.457 | 0.0372117 |
A0A0J8EC56 | 3-isopropylmalate dehydrogenase | 1.429 | 0.0215072 | 1.452 | 0.0389793 |
A0A0J8B804 | Ent-kaurene oxidase | 1.486 | 0.010811 | 1.835 | 0.000778662 |
A0A0J8BCR7 | Glutamate--cysteine ligase | 1.370 | 0.0423887 | 1.622 | 0.00742225 |
A0A0J8BH48 | Peptide-N4-(N-acetyl-beta-glucosaminyl) asparagine amidase A | 1.814 | 0.000132112 | 1.602 | 0.00909132 |
A0A0J8BT32 | EG45-like domain containing protein | 1.529 | 0.00631564 | 1.602 | 0.00909132 |
A0A0J8CBL4 | Mannose/Glucose-specific lectin | 1.684 | 0.0008152 | 1.856 | 0.000618751 |
A0A0J8CL98 | Putative BPI/LBP family protein At1g04970 | 1.469 | 0.0133136 | 1.497 | 0.0255256 |
A0A0J8CUD8 | Peptidyl-prolyl cis-trans isomerase | 1.487 | 0.0106785 | 1.665 | 0.00477079 |
A0A0J8CWP4 | D-amino-acid transaminase | 2.054 | 3.91164E-06 | 1.643 | 0.00598709 |
A0A0J8CZA0 | Probable L-type lectin-domain containing receptor kinase S.5 | 1.593 | 0.0027643 | 1.476 | 0.0311499 |
A0A0J8D7U9 | Syntaxin-71 isoform X2 | 1.534 | 0.00592728 | 1.522 | 0.0200702 |
A0A0J8EP18 | GDSL esterase/lipase 5 | 3.126 | 2.91918E-13 | 2.379 | 1.6068E-06 |
A0A0J8FK42 | Probable enoyl-CoA hydratase 1 | 1.787 | 0.000193991 | 1.476 | 0.0311499 |
P55232 | Glucose-1-phosphateadenylyl transferase small subunit | 1.581 | 0.00323466 | 2.080 | 5.03507E-05 |
A0A0J8C5G7 | Annexin | 0.658 | 0.0119996 | 0.598 | 0.0114524 |
A0A0J8B3V8 | Protein phosphatase 2C 70 | 0.523 | 9.60623E-05 | 0.535 | 0.00209757 |
A0A0J8BHH6 | Glycine-rich RNA-binding protein | 0.709 | 0.0393164 | 0.590 | 0.0094641 |
A0A0J8BIB6 | Late embryogenesis abundant protein Dc3 | 0.266 | 1.37639E-15 | 0.558 | 0.00411701 |
A0A0J8BK22 | Glycine-rich RNA-binding protein 7 | 0.672 | 0.0170848 | 0.583 | 0.00796584 |
A0A0J8C889 | Formin-like protein | 0.502 | 3.35277E-05 | 0.528 | 0.00168471 |
A0A0J8CFP7 | Pyruvate decarboxylase 2 | 0.523 | 9.60623E-05 | 0.567 | 0.00526482 |
A0A0J8CLI0 | Basic proline-rich protein isoform X1 | 0.646 | 0.0087051 | 0.609 | 0.0147303 |
A0A0J8D4W8 | Cinnamoyl-CoA reductase 2 isoform X1 | 0.559 | 0.000468944 | 0.539 | 0.0023703 |
A0A0J8D7W0 | Cysteine synthase | 1.413 | 0.0259439 | 1.519 | 0.0206616 |
A0A0J8CZM6 | Aspartate aminotransferase | 1.374 | 0.0405303 | 1.598 | 0.00946563 |
3.3. Gene ontology analysis of DEPs
The DEPs associated with CMS were annotated using Gene Ontology (GO) according to the cell component and biological and molecular function (Supplementary Fig. S2 and Supplementary Table S3-1). Concerning biological processes, the DEPs from the DY5-CMS/DY5-O, DY5-CMS/CL6 and CL6/DY5-O comparisons were classified into 8, 11 and 10 categories, respectively. The top categories with the highest number of DEPs from these three comparisons were metabolic processes (90 in DY5-CMS/DY5-O, 78 in DY5-CMS/CL6 and 63 in CL6/DY5-O), cellular processes (59 in DY5-CMS/DY5-O, 65 in DY5-CMS/CL6 and 46 in CL6/DY5-O) and single organism processes (44 in DY5-CMS/DY5-O, 43 in DY5-CMS/CL6 and 37 in CL6/DY5-O), indicating that these three biological processes were the most important in sugar beet under CMS conditions. The DEPs from these three comparisons were also involved in cellular component organization or biogenesis, response to stimulus, biological regulation and localization. More specifically, a small number of DEPs from the DY5-CMS/DY5-O and DY5-CMS/CL6 comparisons were involved in the negative regulation of biological processes, and the DEPs from the DY5-CMS/CL6 and CL6/DY5-O comparisons were involved in multiorganism and immune system processes. Furthermore, only the DEPs between DY5-CMS and CL6 were involved in reproduction, whereas those from CL6/DY5-O participated in signaling. Concerning the cell component, 125, 131 and 76 proteins were annotated in the DY5-CMS/DY5-O, DY5-CMS/CL6 and CL6/DY5-O comparisons, respectively, showing an unbiased distribution in different compartments and free from contaminating thylakoid membranes. Concerning the molecular function, the DEPs from the DY5-CMS/DY5-O, DY5-CMS/CL6 and CL6/DY5-O comparisons were classified into 7, 6 and 8 categories, respectively. The top 2 categories with the highest number of DEPs from these three comparisons were binding (56 in DY5-CMS/DY5-O, 66 in DY5-CMS/CL6 and 55 in CL6/DY5-O) and catalytic activity (69 in DY5-CMS/DY5-O, 59 in DY5-CMS/CL6 and 54 in CL6/DY5-O), indicating that both functional categories were the most important in sugar beet under CMS conditions.
3.4. Pathway analysis of DEPs
To further address the functional consequences of DEPs associated with CMS, pathway analysis based on KEGG was conducted. According to the KEGG results, signaling pathways related to CMS with significant expression level changes in the comparisons. DY5-CMS/DY5-O, DY5-CMS/CL6 and CL6/DY5-O were classified into 22, 11 and 9 categories, respectively (Fig. 2 and Supplementary Table S3-2). The DEPs were more enriched in metabolic pathways (22.49%); biosynthesis of secondary metabolites (14.79%); biosynthesis of amino acids (8.28%); ribosome (7.69%); carbon metabolism (6.51%); cysteine and methionine metabolism (4.14%); arginine biosynthesis (3.55%); valine, leucine and isoleucine degradation (3.55%); 2-oxocarboxylic acid metabolism (3.55%); amino sugar and nucleotide sugar metabolism (2.96%); alanine, aspartate and glutamate metabolism (2.96%); phenylalanine, tyrosine and tryptophan biosynthesis (2.37%); arginine and proline metabolism (2.37%); glycine, serine and threonine metabolism (2.37%); and flavonoid biosynthesis (1.78%). For the DY5-CMS/CL6 comparison, the DEPs were more enriched in ribosome (20.00%); biosynthesis of amino acids (18.18%); carbon metabolism (14.55%); 2-oxocarboxylic acid metabolism (9.09%); cysteine and methionine metabolism (9.09%); carbon fixation in photosynthetic organisms (7.27%); arginine biosynthesis (5.45%); and alanine, aspartate and glutamate metabolism (5.45%). Last, for the CL6/DY5-O comparison, the DEPs were mainly related to the biosynthesis of amino acids (22.22%); carbon metabolism (22.22%); aminoacyl-tRNA biosynthesis (11.11%); glycolysis/gluconeogenesis (11.11%); flavonoid biosynthesis (8.33%); valine, leucine and isoleucine degradation (8.33%); nitrogen metabolism (5.56%); and arginine biosynthesis (5.56%).
The four metabolic pathways in the three comparisons all included the biosynthesis of amino acids; carbon metabolism; valine, leucine and isoleucine degradation; and arginine biosynthesis. In particular, 5 metabolic pathways, including ribosome; 2-oxocarboxylic acid metabolism; alanine, aspartate and glutamate metabolism; tropane, piperidine and pyridine alkaloid biosynthesis; and isoquinoline alkaloid biosynthesis, were only found in the DY5-CMS/DY5-O and DY5-CMS/CL6 comparisons. However, flavonoid biosynthesis was only found in the DY5-CMS/DY5-O and CL6/DY5-O comparisons. These pathways are involved in carbohydrate and energy metabolism, protein metabolism, the biosynthesis of secondary metabolites and nucleotide metabolism, which means that these pathways were the most important in sugar beet under CMS conditions.
3.5. Network analysis of DEPs
To better understand how sugar beet transmits CMS signaling through protein–protein interactions, the DEPs associated with CMS were analyzed by STRING. This analysis revealed a protein association network that has a very notable interaction (Fig. 3). According to the protein association network (Fig. 3), the DEPs were highly enriched in carbon metabolism, metabolism of amino acids and ribosomes. Abbreviations of the specific protein names in the network are given in Supplementary Table S3-3. These pathways are involved in carbohydrate and energy metabolism, protein metabolism and nucleotide metabolism. Interestingly, 5 DEPs occupied the key regulatory sites of this protein network, including serine hydroxymethyltransferase (SHMT), D-3-phosphoglycerate dehydrogenase (PGDH), glyceraldehyde-3-phosphate dehydrogenase (GAPDH), aspartate aminotransferase (AAT) and citrate synthase (CS) (Fig. 3). Among these proteins, only AAT is involved in protein metabolism, and the rest are involved in carbohydrate and energy metabolism.
3.6. Gene expression analysis of specific DEPs
qRT–PCR analysis was performed to investigate gene expression changes at the mRNA level, and thirteen genes were selected for this analysis (Fig. 4). The genes analyzed in the roots were different from those in the leaves based on the pattern of changes at the mRNA level. Furthermore, on the basis of the pattern of changes at the protein and mRNA levels, the genes analyzed in the roots were clustered into three groups: Group I, consistent changes at the transcript and protein levels; group II, inverse changes at the transcript and protein levels; and group III, changes only at the protein level. More specifically, five genes, chalcone-flavanone isomerase family protein (CHI 2-A), ATP synthase subunit α (ATP-α), CS, PGDH and glutamine synthetase (GS), were clustered in Group I; seven genes, glutathione synthetase (GSH-S), GAPDH, histone 2A (H2A), AAT, SHMT, 60S ribosomal protein L36 (L36) and annexin, were clustered in group II; and only Cu/Zn-superoxide dismutase (Cu/Zn-SOD) was clustered in group III.