| Literature DB >> 26909091 |
Dubravka Cukrov1, Monica Zermiani2, Stefano Brizzolara1, Alessandro Cestaro3, Francesco Licausi1, Claudio Luchinat4, Claudio Santucci4, Leonardo Tenori5, Hans Van Veen1, Andrea Zuccolo1, Benedetto Ruperti2, Pietro Tonutti1.
Abstract
The ripening physiology of detached fruit is altered by low oxygen conditions with profound effects on quality parameters. To studyEntities:
Keywords: Malus domestica; cortex; ethylene-responsive factors; low oxygen stress; metabolic profiling; postharvest; pyruvate metabolism; storage
Year: 2016 PMID: 26909091 PMCID: PMC4754620 DOI: 10.3389/fpls.2016.00146
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1Random Forest Unsupervised analysis of whole set of NMR data. ♦ = Nox; Δ = 0.4ox; □ = 0.8ox. The axes represent the coordinates of the points in the Euclidean space reconstructed from the Random Forest proximity matrix, as detailed in the Materials and Methods Section. Similar samples, i.e., samples with similar metabolic content, tend to be tightly clustered.
Identified compounds by NMR analysis.
| Ethanol | ||
| Aspartate | −0.1 | |
| Alanine | ||
| Asparagine | −0.11 | |
| GABA | 0.26 | |
| Isoleucine + Leucine | 0.16 | 0.02 |
| Threonine | 0.02 | |
| Valine | 0.18 | 0.09 |
| Uridine | ||
| Fructose | 0.02 | 0 |
| Fucose | 0.12 | 0.06 |
| α-galactose | −0.05 | |
| β-galactose | −0.9 | −0.07 |
| α-glucose | −0.07 | 0.01 |
| Sucrose | −0.04 | −0.06 |
Fold changes of selected compound accumulation in 0.4ox and 0.8ox samples compared to control (Nox). NMR data of all sampling points (from T0 to 60 DIA) have been considered. Values in bold.
Figure 2Changes in the accumulation (expressed as relative intensity) of 8 metabolites detected by NMR analysis throughout the experimental period. Each point represents the median value of three analyses; bars indicate the Median Absolute Deviation (MAD). ♦ = Nox; Δ = 0.4ox; □ = 0.8ox. For the 0.4ox sample 31 DIA corresponds to 1 day after the shift from 0.4 to 0.8 kPa oxygen.
Figure 3Relative (T0 value = 1) expression pattern of selected hypoxia-responsive genes ♦ = Nox; Δ = 0.4ox; □ = 0.8ox. Data are means of three biological replicates. Error bars represent 95% confidence intervals. For the 0.4ox sample 31 DIA corresponds to 1 day after the shift from 0.4 to 0.8 kPa oxygen.
Figure 4(A) Relative (T0 value = 1) expression pattern of the 6 apple class VII ERF genes. ♦ = Nox; Δ = 0.4ox; □ = 0.8ox. Data are means of three biological replicates. Error bars represent 95% confidence intervals. For 0.4ox samples 31 DIA corresponds to 1 day after the shift from 0.4 to 0.8 kPa oxygen. (B) Western blot analysis of apple class VII ERFs protein abundance carried out with specific antibodies raised against MDP308922 and MDP403580. The western blot has been performed on three biological replicates with similar results.
Figure 5Scatterplot of the log. Red dots are genes differentially expressed between the 0.8ox and 0.4ox samples (Qval < 0.001). Linear regression is based on all DEGs (left panel) and the DEGs between 0.4ox and 0.8ox samples (right panel).
Figure 6Heat maps of differentially expressed genes involved in secondary metabolism, cell wall, fermentation, glycolysis, amino acid metabolism, minor and major CHO. Negative and positive values indicate those genes that showed higher expression in B (0.4ox) or C (0.8ox) samples after 24 DIA, respectively.
GO enrichment analysis of genes more expressed in B (0.4 kPa oxygen) when compared with C (0.8 kPa oxygen) samples after 24 DIA.
| GO:0009607 | BP | Response to biotic stimulus | 66 | 2.18E-24 | 22 | OR |
| GO:0006952 | BP | Defense response | 79 | 1.97E-22 | 22 | OR |
| GO:055114 | BP | Oxidation-reduction process | 1811 | 2.82E-14 | 71 | OR |
| GO:0009765 | BP | Photosynthesis, light harvesting | 46 | 6.84E-14 | 13 | OR |
| GO:0006826 | BP | Iron ion transport | 9 | 7.43E-08 | 5 | OR |
| GO:0006879 | BP | Cellular iron ion homeostasis | 9 | 7.43E-08 | 5 | OR |
| GO:0015936 | BP | Coenzyme A metabolic process | 23 | 7.25E-07 | 6 | OR |
| GO:0006468 | BP | Protein phosphorylation | 1492 | 3.37E-06 | 45 | OR |
| GO:0008299 | BP | Isoprenoid biosynthetic process | 30 | 3.92E-06 | 6 | OR |
| GO:0006950 | BP | Response to stress | 98 | 0.000564 | 7 | OR |
| GO:0006412 | BP | Translation | 923 | 1.24E-06 | 0 | UR |
| GO:0016020 | CC | Membrane | 1232 | 0.000285 | 34 | OR |
| GO:0005622 | CC | Intracellular | 1447 | 0.000324 | 7 | UR |
| GO:0005840 | CC | Ribosome | 719 | 2.58E-05 | 0 | UR |
| GO:0016491 | MF | Oxidoreductase activity | 1101 | 1.62E-11 | 48 | OR |
| GO:0008199 | MF | Ferric iron binding | 9 | 7.43E-08 | 5 | OR |
| GO:0005488 | MF | Binding | 64 | 3.50E-07 | 9 | OR |
| GO:0004420 | MF | Hydroxymethylglutaryl-CoA reductase (NADPH) activity | 23 | 7.25E-07 | 6 | OR |
| GO:0016705 | MF | Oxidoreductase activity | 207 | 2.23E-06 | 14 | OR |
| GO:0004163 | MF | Diphosphomevalonate decarboxylase activity | 3 | 3.00E-06 | 3 | OR |
| GO:0004672 | MF | Protein kinase activity | 1486 | 3.04E-06 | 45 | OR |
| GO:0016706 | MF | Oxidoreductase activity | 137 | 5.33E-06 | 11 | OR |
| GO:0005506 | MF | Iron ion binding | 266 | 9.06E-06 | 15 | OR |
| GO:0016841 | MF | Ammonia-lyase activity | 12 | 1.95E-05 | 4 | OR |
| GO:0020037 | MF | Heme binding | 303 | 4.13E-05 | 15 | OR |
| GO:0009055 | MF | Electron carrier activity | 484 | 9.74E-05 | 19 | OR |
| GO:0022857 | MF | Transmembrane transporter activity | 129 | 0.000114 | 9 | OR |
| GO:0016760 | MF | Cellulose synthase (UDP-forming) activity | 42 | 0.000338 | 5 | OR |
| GO:0016597 | MF | Amino acid binding | 44 | 0.000422 | 5 | OR |
| GO:0004452 | MF | Isopentenyl-diphosphate delta-isomerase activity | 3 | 0.000619 | 2 | OR |
| GO:0003735 | MF | Structural constituent of ribosome | 766 | 1.28E-05 | 0 | UR |
GOseq Probability Weighting Function retrieve 27 over-represented (OR) and 4 under-represented (UR) GO terms among DEGs (qval < 0.001 and log.
GO enrichment analysis of genes more expressed in C (0.8 kPa oxygen) when compared with B (0.4 kPa oxygen) samples after 24 DIA.
| GO:0055085 | BP | Transmembrane transport | 662 | 3.81E-11 | 28 | OR |
| GO:0006814 | BP | Sodium ion transport | 38 | 5.98E-11 | 9 | OR |
| GO:0005975 | BP | Carbohydrate metabolic process | 456 | 2.86E-05 | 15 | OR |
| GO:0009790 | BP | Embryo development | 2 | 8.60E-05 | 2 | OR |
| GO:0006013 | BP | Mannose metabolic process | 11 | 0.000124 | 3 | OR |
| GO:0005991 | BP | Trehalose metabolic process | 3 | 0.000257 | 2 | OR |
| GO:0006665 | BP | Sphingolipid metabolic process | 3 | 0.000257 | 2 | OR |
| GO:0055114 | BP | Oxidation-reduction process | 1811 | 0.000418 | 32 | OR |
| GO:0006825 | BP | Copper ion transport | 4 | 0.00051 | 2 | OR |
| GO:0016020 | CC | Membrane | 1232 | 0.000102 | 26 | OR |
| GO:0009341 | CC | Beta-galactosidase complex | 12 | 0.000164 | 3 | OR |
| GO:0005758 | CC | Mitochondrial intermembrane space | 4 | 0.00051 | 2 | OR |
| GO:0016021 | CC | Integral component of membrane | 1007 | 0.000547 | 21 | OR |
| GO:0005622 | CC | Intracellular | 1447 | 0.000604 | 3 | UR |
| GO:0016747 | MF | Transferase activity, transferring acyl groups other than amino-acyl groups | 172 | 2.48E-16 | 20 | OR |
| GO:0005215 | MF | Transporter activity | 161 | 3.56E-11 | 15 | OR |
| GO:0004553 | MF | Hydrolase activity, hydrolyzing O-glycosyl compounds | 256 | 5.76E-06 | 12 | OR |
| GO:0000155 | MF | Phosphorelay sensor kinase activity | 26 | 9.31E-05 | 4 | OR |
| GO:0015923 | MF | Mannosidase activity | 11 | 0.000124 | 3 | OR |
| GO:0004565 | MF | Beta-galactosidase activity | 12 | 0.000164 | 3 | OR |
| GO:0022857 | MF | Transmembrane transporter activity | 129 | 0.000213 | 7 | OR |
| GO:0004348 | MF | Glucosylceramidase activity | 3 | 0.000257 | 2 | OR |
| GO:0004555 | MF | Alpha, alpha-trehalase activity | 3 | 0.000257 | 2 | OR |
| GO:0004559 | MF | Alpha-mannosidase activity | 14 | 0.000268 | 3 | OR |
| GO:0016531 | MF | Copper chaperone activity | 4 | 0.00051 | 2 | OR |
| GO:0016702 | MF | Oxidoreductase activity | 21 | 0.000933 | 3 | OR |
| GO:0005515 | MF | Protein binding | 3238 | 0.000233 | 13 | UR |
GOseq Probability Weighting Function retrieve 25 over-represented (OR) and 2 under-represented (UR) GO terms among DEGs (qval < 0.001 and log.