| Literature DB >> 23967000 |
Christoph Schmid1, Sibylle Bauer, Benedikt Müller, Maik Bartelheimer.
Abstract
Root-root interactions are much more sophisticated than previously thought, yet the mechanisms of belowground neighbor perception remain largely obscure. Genome-wide transcriptome analyses allow detailed insight into plant reactions to environmental cues. A root interaction trial was set up to explore both morphological and whole genome transcriptional responses in roots of Arabidopsis thaliana in the presence or absence of an inferior competitor, Hieracium pilosella. Neighbor perception was indicated by Arabidopsis roots predominantly growing away from the neighbor (segregation), while solitary plants placed more roots toward the middle of the pot. Total biomass remained unaffected. Database comparisons in transcriptome analysis revealed considerable similarity between Arabidopsis root reactions to neighbors and reactions to pathogens. Detailed analyses of the functional category "biotic stress" using MapMan tools found the sub-category "pathogenesis-related proteins" highly significantly induced. A comparison to a study on intraspecific competition brought forward a core of genes consistently involved in reactions to neighbor roots. We conclude that beyond resource depletion roots perceive neighboring roots or their associated microorganisms by a relatively uniform mechanism that involves the strong induction of pathogenesis-related proteins. In an ecological context the findings reveal that belowground neighbor detection may occur independently of resource depletion, allowing for a time advantage for the root to prepare for potential interactions.Entities:
Keywords: Arabidopsis thaliana; Hieracium pilosella; belowground; biotic interaction; interspecific interaction; microarray; pathogenesis-related proteins; root distribution
Year: 2013 PMID: 23967000 PMCID: PMC3743015 DOI: 10.3389/fpls.2013.00296
Source DB: PubMed Journal: Front Plant Sci ISSN: 1664-462X Impact factor: 5.753
Figure 1Sketch of the method to assess , Plant container indicating the arrangement of plants and dimensions of the inner and the outer cubes cut at harvest. The position of the “neighbor” can either be filled by a plant of Hieracium pilosella or remain unfilled (control). Note that the central cut line is situated directly under the A. thaliana stem. (B), Dimensions of the two-chambered open-bottom steel frame used to cut the cubes.
Figure 2Biomass parameters and root distribution (means ± SE) of . Asterisks denote statistically significant differences in t-tests with *p < 0.05; ns, not significant. (A), Above-ground biomass. (B), Belowground biomass. (C). Root distribution pattern represented by log2(RR) based on root dry weight.
Figure A1Method validation for distinction of roots of the two experimental species. Both in the experiment and in this validation setup roots were distinguished by visual inspection on the grounds of root morphological features. (A): Photograph of water-floating roots of Arabidopsis thaliana (AT) and Hieracium pilosella (HP). (B): Correlation results in A. thaliana root retrieval test of deployed vs. retrieved root fragments before and after thoroughly mixing them with root fragments of H. pilosella. Roots were placed in a transparent water basin, scanned and analysed for root surface area by WinRhizo imaging software. (C): Corresponding results for H. pilosella. The number of replicates was n = 6.
Significantly regulated functional categories.
| 1.1 | PS.lightreaction | Induced | 136 | 19 | 0 |
| 1.1.1 | PS.lightreaction. Photosystem II | Induced | 55 | 8 | 0 |
| 1.1.1.2 | PS.lightreaction. Photosystem II.PSII polypeptide subunits | Induced | 44 | 8 | 0 |
| 1.1.40 | PS.lightreaction. Cyclic electron flow-chlororespiration | Induced | 8 | 3 | 0 |
| 1.1.6 | PS.lightreaction.NADH DH | Induced | 10 | 3 | 0 |
| 1.2.4 | PS.photorespiration.glycine cleavage | Repressed | 6 | 0 | 2 |
| 1.3 | PS.calvin cyle | Repressed | 31 | 0 | 6 |
| 7 | OPP | Repressed | 31 | 0 | 5 |
| 8 | TCA / org. transformation | Repressed | 76 | 1 | 11 |
| 8.1 | TCA / org. transformation.TCA | Repressed | 41 | 0 | 8 |
| 8.1.1 | TCA / org. transformation.TCA.pyruvate DH | Repressed | 13 | 0 | 3 |
| 8.1.1.1 | TCA / org. transformation.TCA.pyruvate DH.E1 | Repressed | 5 | 0 | 2 |
| 11.1.1 | Lipid metabolism.FA synthesis and FA elongation.Acetyl CoA Carboxylation | Repressed | 7 | 1 | 3 |
| 13 | Amino acid metabolism | Repressed | 225 | 1 | 20 |
| 13.1 | Amino acid metabolism.synthesis | Repressed | 153 | 0 | 14 |
| 13.1.2 | Amino acid metabolism.synthesis.glutamate family | Repressed | 8 | 0 | 3 |
| 13.1.2.3 | Amino acid metabolism.synthesis.glutamate family.arginine | Repressed | 7 | 0 | 4 |
| 13.1.3 | amino acid metabolism.synthesis.aspartate family | Repressed | 39 | 0 | 6 |
| 13.1.3.4 | Amino acid metabolism.synthesis.aspartate family.methionine | Repressed | 20 | 0 | 4 |
| 16.1.2 | Secondary metabolism.isoprenoids.mevalonate pathway | Repressed | 16 | 0 | 5 |
| 16.5.1 | Secondary metabolism.sulfur-containing.glucosinolates | Repressed | 54 | 1 | 7 |
| 16.5.1.1 | Secondary metabolism.sulfur-containing.glucosinolates.synthesis | repressed | 31 | 1 | 7 |
| 16.5.1.1.4 | Secondary metabolism.sulfur-containing.glucosinolates.synthesis.shared | Repressed | 3 | 0 | 2 |
| 17.2.1 | Hormone metabolism.auxin.synthesis-degradation | Repressed | 10 | 0 | 3 |
| 17.3 | Hormone metabolism.brassinosteroid | Repressed | 49 | 0 | 6 |
| 17.3.1 | Hormone metabolism.brassinosteroid.synthesis-degradation | Repressed | 31 | 0 | 5 |
| 17.3.1.2 | Hormone metabolism.brassinosteroid.synthesis-degradation.sterols | Repressed | 19 | 0 | 5 |
| 17.3.1.2.2 | Hormone metabolism.brassinosteroid.synthesis-degradation.sterols.SMT2 | Repressed | 3 | 0 | 2 |
| 20.1.7 | Stress.biotic.PR-proteins | Induced | 203 | 13 | 0 |
| 20.2.1 | Stress.abiotic.heat | Repressed | 151 | 1 | 9 |
| 21.99 | Redox.misc | Repressed | 6 | 0 | 2 |
| 23 | Nucleotide metabolism | Repressed | 157 | 3 | 12 |
| 23.1.2 | Nucleotide metabolism.synthesis.purine | Repressed | 15 | 0 | 3 |
| 23.4.1 | Nucleotide metabolism.phosphotransfer and pyrophosphatases.adenylate kinase | Repressed | 6 | 0 | 2 |
| 25 | C1-metabolism | Repressed | 33 | 0 | 7 |
| 25.1 | C1-metabolism.glycine hydroxymethyltransferase | Repressed | 6 | 0 | 2 |
| 29 | Protein | Repressed | 3123 | 109 | 133 |
| 29.1.20 | Protein.aa activation.phenylalanine-tRNA ligase | Repressed | 3 | 0 | 2 |
| 29.2 | Protein.synthesis | Repressed | 515 | 19 | 53 |
| 29.2.1 | Protein.synthesis.ribosomal protein | Repressed | 371 | 14 | 36 |
| 29.2.1.1.1.1 | Protein.synthesis.ribosomal protein.prokaryotic.chloroplast.30S subunit | Induced | 25 | 5 | 1 |
| 29.2.1.1.3.1 | Protein.synthesis.ribosomal protein.prokaryotic.unknown organellar.30S subunit | Repressed | 14 | 1 | 4 |
| 29.2.1.2 | Protein.synthesis.ribosomal protein.eukaryotic | Repressed | 236 | 1 | 25 |
| 29.2.1.2.1 | Protein.synthesis.ribosomal protein.eukaryotic.40S subunit | Repressed | 88 | 0 | 7 |
| 29.2.1.2.2 | Protein.synthesis.ribosomal protein.eukaryotic.60S subunit | Repressed | 148 | 1 | 18 |
| 29.2.1.2.2.19 | Protein.synthesis.ribosomal protein.eukaryotic.60S subunit.L19 | Repressed | 4 | 0 | 2 |
| 29.2.1.2.2.57 | Protein.synthesis.ribosomal protein.eukaryotic.60S subunit.L7A | Repressed | 5 | 0 | 2 |
| 29.2.2.50 | Protein.synthesis.misc ribosomal protein.BRIX | Repressed | 6 | 0 | 2 |
| 29.2.3 | Protein.synthesis.initiation | Repressed | 84 | 3 | 12 |
| 29.5.11.20 | Protein.degradation.ubiquitin.proteasom | Repressed | 53 | 0 | 13 |
| 29.5.11.3 | Protein.degradation.ubiquitin.E2 | Induced | 37 | 6 | 1 |
| 29.5.2 | Protein.degradation.autophagy | Induced | 20 | 4 | 0 |
| 29.5.3 | Protein.degradation.cysteine protease | Induced | 87 | 9 | 1 |
| 30.9 | Signaling.lipids | Induced | 5 | 4 | 0 |
| 30.99 | Signaling.unspecified | Repressed | 7 | 0 | 2 |
| 35 | Not assigned | Induced | 7639 | 286 | 139 |
| 35.1.1 | Not assigned.no ontology.ABC1 family protein | Induced | 11 | 3 | 0 |
| 35.2 | Not assigned.unknown | Induced | 5386 | 208 | 89 |
| 35.3 | Not assigned.disagreeing hits | Induced | 63 | 7 | 1 |
Asterisks denote statistically significant differences in Wilcoxon Rank Sum tests (Benjamini Hochberg corrected) with
p < 0.05,
p < 0.01,
p < 0.001.
BIN code and BIN designation are numerical codes and short descriptions of hierarchically organized functional categories according to the MapMan tool (Usadel et al., .
Figure 6MapMan depiction of gene regulations in functional categories associated with Ćbiotic stress' in . Asterisks denote significantly regulated functional (sub-)categories following Wilcoxon Rank Sum statistics (Benjamini Hochberg corrected) with *p < 0.05; **p < 0.01. Color-coded squares represent single significantly regulated genes; blue: repressed transcription; red: induced transcription. Note that functional categories with >2 sign. regulated genes are mostly not displayed.
Biomass and root morphological traits (means ± SE) of .
| Total biomass [g] | – | 94.04 ± 16.01 | 76.31 ± 11.92 | >0.05 | 0.20 |
| Root / shoot ratio | – | 0.29 ± 0.03 | 0.24 ± 0.03 | >0.05 | 0.21 |
| Root length [cm] | inner cuboid | 548.72 ± 49.71 | 389.99 ± 74.13 | >0.05 | 0.40 |
| outer cuboid | 459.78 ± 62.06 | 515.37 ± 87.01 | >0.05 | 0.12 | |
| Σ | 1008.50 ± 95.43 | 905.37 ± 154.91 | >0.05 | 0.14 | |
| − | |||||
| Root surface area [cm2] | inner cuboid | 37.93 ± 3.58 | 27.96 ± 5.41 | >0.05 | 0.35 |
| outer cuboid | 30.43 ± 3.98 | 37.51 ± 6.41 | >0.05 | 0.22 | |
| Σ | 68.36 ± 6.10 | 65.47 ± 11.35 | >0.05 | 0.06 | |
| Root diameter [mm] | inner cuboid | 0.2193 ± 0.0047 | 0.2285 ± 0.0048 | >0.05 | 0.30 |
| outer cuboid | 0.2114 ± 0.0022 | 0.2354 ± 0.0066 | |||
| mean | 0.2153 ± 0.0029 | 0.2320 ± 0.0056 |
‘Inner and outer cube’ are soil volumes cut from positions below the plants according to Figure 1. Asterisks denote statistically significant differences in T-tests with
p < 0.05 and
p < 0.01.
Effect sizes were calculated as Pearson's correlation coefficient r with r ≥ 0.1 showing a small, r ≥ 0.3 a medium and r ≥ 0.5 a large effect of the treatment on corresponding variable (Cohen, .
Figure 3Signature analysis between the neighbor-perception-microarray and transcriptome studies on various perturbations from the Genevestigator database. From the list of significantly altered gene-products with at least two P-calls, the 20 genes with the highest and the 20 genes with the most negative induction factor log2(mean signal ratio) were used to represent the neighbor-perception-array. The Genevestigator database was narrowed down to include solely studies in lateral roots of Arabidopsis wildtype, resulting in a total of 537 transcriptome studies. Green squares represent repression of the according gene in a particular array study, red squares represent induction.
Figure 4Comparison of transcript abundance in the “neighbor perception experiment” and the “, Correlation of log2(mean signal ratio) comprising all genes significantly regulated in the “neighbor perception experiment.” (B), Plot of the 20 genes most strongly repressed in the “neighbor perception experiment” vs. the according induction factors from the “Phytophthora interaction study.” (C), Plot of the 20 genes most strongly induced in the “neighbor perception experiment” vs. the according induction factors from the “Phytophthora interaction study.”
Figure 5PCR-test for the presence of DNA specific to the parasitic Oomycet genus . Applied PCR-primers are specific to the entire genus. Displayed samples are from the experiment itself with 1. A. thaliana roots, grown in presence of H. pilosella, 2. A. thaliana leaf, grown in presence of H. pilosella, 3. H. pilosella roots, 4. A. thaliana roots, grown in absence of H. pilosella; or are samples raised under sterile conditions with 5. A. thaliana roots, 6. H. pilosella roots; or are inoculated samples from separate cultures with 7. Phytophthora (pure culture), 8. A. thaliana roots, 9. H. pilosella roots.
Figure 7Venn diagram with numbers of overlapping and non-overlapping differentially expressed genes in a comparison of . Both experimental setups are additive designs (presence/absence of neighbors), while density of neighbors (if present) and impacts on biomass in examined plants is much higher in Masclaux et al. (2012). The overall number of analyzed transcript IDs (mutually utilized in both studies) was N = 13150. ↑, induced genes; ↓, repressed genes. The asterisk indicates a significantly higher value than numerical expectation from a 2*2table (cf. Nemhauser et al., 2006) with *p < 0.05 in Chi2-Test; ns, not significant.
List of induced transcripts regulated in concordance with transcriptional responses to intraspecific competition as examined by Masclaux et al. (.
| At1g71697 | CHOLINE KINASE 1 | 11.3.2 | Lipid metabolism.Phospholipid synthesis.choline kinase | 0.60 | 0.80 |
| At5g40170 | RECEPTOR LIKE PROTEIN 54 | 20.1.7 | Stress.biotic.PR-proteins | 0.98 | 1.16 |
| At1g72920 | Toll-Interleukin-Resistance domain family protein | 20.1.7 | Stress.biotic.PR-proteins | 0.77 | 3.66 |
| At3g19010 | 2-oxoglutarate and Fe(II)-dependent oxygenase superfamily protein | 21.2 | Redox.ascorbate and glutathione | 0.56 | 1.17 |
| At2g29720 | CTF2B / monooxygenase activity. oxidoreductase activity | 26.7 | Misc.oxidases-copper. flavone etc. | 0.73 | 1.64 |
| At5g47390 | MYB-like transcription factor family protein | 27.3.26 | RNA.regulation of transcription.MYB-related transcription factor family | 0.39 | 0.75 |
| At3g59700 | LECTIN-RECEPTOR KINASE 1 / Receptor kinase-like protein family | 30.2.19 | Signaling.receptor kinases.legume-lectin | 0.71 | 1.54 |
| At1g53440 | Leucine-rich repeat transmembrane protein kinase | 30.2.8.2 | Signaling.receptor kinases.leucine rich repeat VIII-2 | 0.77 | 0.96 |
| At5g61210 | SOLUBLE N-ETHYLMALEIMIDE-SENSITIVE FACTOR ADAPTOR PROTEIN 33 | 31.4 | Cell.vesicle transport | 0.637 | 1.076 |
| At1g59910 | Actin-binding formin homology 2 family protein | 35.1.20 | Not assigned.no ontology.formin homology 2 domain-containing protein | 0.358 | 1.919 |
| At5g28630 | Unknown protein with unknown function | 35.1.40 | Not assigned.no ontology.glycine rich proteins | 0.482 | 2.681 |
| At3g55840 | Hs1pro-1 protein / ortholog of sugar beet HS1 PRO-1 2 | 35.2 | Not assigned.unknown | 1.166 | 3.441 |
| At1g05340 | Unknown protein with unknown function | 35.2 | Not assigned.unknown | 1.060 | 0.933 |
| At3g45730 | Unknown protein with unknown function | 35.2 | Not assigned.unknown | 0.972 | 1.38 |
| At3g51890 | Clathrin light chain protein | 35.2 | Not assigned.unknown | 0.671 | 0.972 |
| At2g28570 | Unknown protein with unknown function | 35.2 | Not assigned.unknown | 0.568 | 0.883 |
| At2g42950 | Magnesium transporter CorA-like family protein | 35.2 | Not assigned.unknown | 0.426 | 0.783 |
| At2g32210 | Unknown protein with unknown function | 35.2 | Not assigned.unknown | 0.291 | 2.342 |
List of repressed transcripts regulated in concordance with transcriptional responses to intraspecific competition as examined by Masclaux et al. (.
| At5g10130 | Pollen Ole e 1 allergen and extensin family protein | 20.2.99 | Stress.abiotic.unspecified | −0.951 | −1.031 |
| At5g62340 | Plant invertase/pectin methylesterase inhibitor superfamily protein | 26.18 | Misc.invertase/pectin methylesterase inhibitor family protein | −1.218 | −0.805 |
| At3g49940 | LOB (Lateral organ boundaries) DOMAIN-CONTAINING PROTEIN 38 | 27.3.37 | RNA.regulation of transcription.AS2, lateral organ boundaries gene family | −0.939 | −0.776 |
| At3g04070 | NAC domain containing protein 47 | 27.3.27 | RNA.regulation of transcription.NAC domain transcription factor family | −0.334 | −1.269 |
| At5g60680 | Unknown protein with unknown function | 35.2 | Not assigned.unknown | −0.359 | −1.325 |
| At3g19680 | Unknown protein with unknown function | 35.2 | Not assigned.unknown | −0.431 | −0.965 |