| Literature DB >> 23421644 |
Amanda Padovan1, Robert Lanfear, Andras Keszei, William J Foley, Carsten Külheim.
Abstract
BACKGROUND: Long-lived trees can accumulate mutations throughout their lifetimes that may influence biotic and abiotic interactions. For example, some Eucalyptus trees display marked variation in herbivore defence within a single canopy. These "mosaic" trees support foliage with distinct chemotypes which are differentially favoured by insect and vertebrate herbivores, resulting in susceptible and resistant branches within a single canopy. These mosaic trees provide a unique opportunity to explore the biosynthesis and genetic regulation of chemical defences in the foliage. The biosynthesis of the principal defence compounds, terpenoid-dominated essential oils, is well understood. However, the regulation of the genes involved and thus the control of phenotypic variation within a single tree canopy remains a mystery.Entities:
Mesh:
Year: 2013 PMID: 23421644 PMCID: PMC3599227 DOI: 10.1186/1471-2229-13-29
Source DB: PubMed Journal: BMC Plant Biol ISSN: 1471-2229 Impact factor: 4.215
Figure 1The mosaic tree after an insect outbreak (Walsh E, 2012). The grey area represents foliage susceptible to herbivory, and the white area represents foliage that is resistant to herbivory. Each area has an associated chemical profile [9,17].
Sequencing statistics generated by assembly for the reads generated by sequencing the mRNA pool of leaves from the resistant and susceptible branches of a mosaic
| total reads | 277 725 | 296 | 82 179 685 | |
| mapped reads | 243 470 | 290 | 70 654 843 | |
| unmapped reads | 34 255 | 336 | 11 524 842 | |
| contigs | 13 104 | 599 | 7 853 262 | |
| total reads | 133 574 | 320 | 42 788 130 | |
| mapped reads | 114 093 | 316 | 36 061 899 | |
| unmapped reads | 19 481 | 345 | 6 726 231 | |
| contigs | 11 965 | 615 | 7 367 368 | |
| total reads | 144 151 | 273 | 39 391 555 | |
| mapped reads | 130 008 | 267 | 34 767 476 | |
| unmapped reads | 14 143 | 327 | 4 624 079 | |
| contigs | 10 130 | 626 | 6 350 291 |
(i) contains all reads from this library, (ii) contains all reads over-represented in the resistant branch compared with the susceptible branch and (iii) contains all reads over-represented in the susceptible branch compared with the resistant branch.
Summary of the within tree foliar chemical variation (adapted from Table2 by Padovan et al. [17])
| Monoterpenes | 12.2 (1.18) | 10 | 6.3 (1.55) | 15 |
| Sesquiterpenes | 1.7 (1.3) | 7 | 24.2 (4.6) | 16 |
| FPCs | 5.4 (0.3) | 3 | 0.26 (0.3) | 3 |
From each branch (resistant and susceptible) we have reported the concentration and standard deviation across five branches (in mg · g-1 dry weight) and number of compounds in the three biosynthetically distinct classes of defence chemicals: monoterpenes, sesquiterpenes and formylated phloroglucinol compounds (FPCs).
Statistical analysis (Fisher’s exact test) of the over or under representation of GO categories in the overR (ii) data set derived from the transcriptome of leaves from resistant branches of a mosaic tree
| GO:0003824 | catalytic activity | F | 0.45 | 0.00 | + |
| GO:0007049 | cell cycle | P | 0.56 | 0.02 | + |
| GO:0005198 | structural molecule activity | F | 0.56 | 0.02 | - |
| GO:0005840 | ribosome | C | 0.56 | 0.04 | - |
| GO:0030529 | ribonucleoprotein complex | C | 0.56 | 0.04 | - |
| GO:0000166 | nucleotide binding | F | 0.56 | 0.04 | - |
| GO:0005216 | ion channel activity | F | 0.56 | 0.04 | + |
| GO:0015075 | ion transmembrane transporter activity | F | 0.56 | 0.04 | + |
| GO:0015267 | channel activity | F | 0.56 | 0.04 | + |
| GO:0022803 | passive transmembrane transporter activity | F | 0.56 | 0.04 | + |
| GO:0022838 | substrate-specific channel activity | F | 0.56 | 0.04 | + |
| GO:0022857 | transmembrane transporter activity | F | 0.56 | 0.04 | + |
| GO:0022891 | substrate-specific transmembrane transporter activity | F | 0.56 | 0.04 | + |
| GO:0022892 | substrate-specific transporter activity | F | 0.56 | 0.04 | + |
| GO:0005975 | carbohydrate metabolic process | P | 0.56 | 0.04 | + |
Type refers to the GO category type: F = molecular function, P = biological processes and C = cellular component. FDR refers to the false discovery rate (FDR)- corrected p-value. p-Value refers to single test p-value. In the over/under column, + signifies over-represented categories and – signifies under-represented categories when compared to the reference data set (i).
Statistical analysis (Fisher’s exact test) of the over or under representation of GO categories in the overS (iii) data set derived from the transcriptome of leaves from susceptible branches of a mosaic tree
| GO:0010468 | regulation of gene expression | P | 0.01 | 0.00 | + |
| GO:0019222 | regulation of metabolic process | P | 0.01 | 0.00 | + |
| GO:0040029 | regulation of gene expression, epigenetic | P | 0.01 | 0.00 | + |
| GO:0060255 | regulation of macromolecule metabolic process | P | 0.01 | 0.00 | + |
| GO:0005840 | ribosome | C | 0.01 | 0.00 | - |
| GO:0030529 | ribonucleoprotein complex | C | 0.01 | 0.00 | - |
| GO:0005198 | structural molecule activity | F | 0.03 | 0.00 | - |
| GO:0005488 | binding | F | 0.03 | 0.00 | + |
| GO:0006139 | nucleobase, nucleoside, nucleotide and nucleic acid metabolic process | P | 0.04 | 0.00 | + |
| GO:0006807 | nitrogen compound metabolic process | P | 0.04 | 0.00 | + |
| GO:0034641 | cellular nitrogen compound metabolic process | P | 0.04 | 0.00 | + |
| GO:0009719 | response to endogenous stimulus | P | 0.06 | 0.00 | + |
| GO:0000166 | nucleotide binding | F | 0.07 | 0.00 | + |
| GO:0043226 | organelle | C | 0.07 | 0.00 | - |
| GO:0005622 | intracellular | C | 0.09 | 0.01 | - |
| GO:0043229 | intracellular organelle | C | 0.09 | 0.01 | - |
| GO:0044444 | cytoplasmic part | C | 0.10 | 0.01 | - |
| GO:0006412 | translation | P | 0.10 | 0.01 | - |
| GO:0009059 | macromolecule biosynthetic process | P | 0.10 | 0.01 | - |
| GO:0034645 | cellular macromolecule biosynthetic process | P | 0.10 | 0.01 | - |
| GO:0044249 | cellular biosynthetic process | P | 0.10 | 0.01 | - |
| GO:0044424 | intracellular part | C | 0.12 | 0.01 | - |
| GO:0005737 | cytoplasm | C | 0.13 | 0.01 | - |
| GO:0044464 | cell part | C | 0.13 | 0.01 | - |
| GO:0043412 | macromolecule modification | P | 0.15 | 0.02 | + |
| GO:0016788 | hydrolase activity, acting on ester bonds | F | 0.15 | 0.02 | + |
| GO:0016301 | kinase activity | F | 0.15 | 0.03 | + |
| GO:0016772 | transferase activity, transferring phosphorus-containing groups | F | 0.15 | 0.03 | + |
| GO:0003774 | motor activity | F | 0.15 | 0.03 | + |
| GO:0016462 | pyrophosphatase activity | F | 0.15 | 0.03 | + |
| GO:0016817 | hydrolase activity, acting on acid anhydrides | F | 0.15 | 0.03 | + |
| GO:0016818 | hydrolase activity, acting on acid anhydrides, | F | 0.15 | 0.03 | + |
| GO:0017111 | nucleoside-triphosphatase activity | F | 0.15 | 0.03 | + |
| GO:0032501 | multicellular organismal process | P | 0.15 | 0.03 | + |
| GO:0043227 | membrane-bounded organelle | C | 0.15 | 0.02 | - |
| GO:0043231 | intracellular membrane-bounded organelle | C | 0.15 | 0.02 | - |
| GO:0043228 | non-membrane-bounded organelle | C | 0.15 | 0.03 | - |
| GO:0043232 | intracellular non-membrane-bounded organelle | C | 0.15 | 0.03 | - |
| GO:0006464 | protein modification process | P | 0.19 | 0.03 | + |
| GO:0007275 | multicellular organismal development | P | 0.20 | 0.04 | + |
| GO:0004721 | phosphoprotein phosphatase activity | F | 0.20 | 0.04 | + |
| GO:0016791 | phosphatase activity | F | 0.20 | 0.04 | + |
| GO:0042578 | phosphoric ester hydrolase activity | F | 0.20 | 0.04 | + |
| GO:0032991 | macromolecular complex | C | 0.20 | 0.04 | - |
| GO:0050896 | response to stimulus | P | 0.21 | 0.04 | + |
| GO:0032502 | developmental process | P | 0.21 | 0.05 | + |
| GO:0009058 | biosynthetic process | P | 0.21 | 0.04 | - |
Type refers to the GO category type: F = molecular function, P = biological processes and C = cellular component. FDR refers to the false discovery rate (FDR)- corrected p-value and the thick horizontal line shows a significance level of 0.05 FDR. p-Value refers to single test p-value. In the over/under column, + signifies over-represented categories and – signifies under-represented categories when compared to the reference data set (i).
Figure 2An enrichment graph of the over- and under-expressed genes in the leaves of the susceptible branch of We have used the gene ontology categories under the biological processes group. These transcripts are 10-fold differentially expressed in leaves of the resistant branch from the same tree. The boxes with a thick border indicate GO categories that are significantly different between the resistant and susceptible branches. Those with a solid outline are significantly up-regulated in the susceptible branch and those with a broken line are significantly down-regulated in the susceptible branch.
Figure 3An enrichment graph of the over- and under-expressed genes in the leaves of the susceptible branch of We have used the gene ontology categories under the molecular function group. These transcripts are 10-fold differentially expressed in leaves of the resistant branch of the same tree. The boxes with a thick border indicate GO categories that are significantly different between the resistant and susceptible branches. Those with a solid outline are significantly up-regulated in the susceptible branch and those with a broken line are significantly down-regulated in the susceptible branch.
Figure 4An enrichment graph of the over- and under-expressed genes in the leaves of the resistant branch of We have used the gene ontology categories under the biological processes group. These transcripts are 10-fold differentially expressed in leaves of the susceptible branch of the same tree. The boxes with a thick border indicate GO categories that are significantly different between the resistant and susceptible branches. Those with a solid outline are significantly up-regulated in the resistant branch and those with a broken line are significantly down-regulated in the resistant branch.
Figure 5An enrichment graph of the over- and under-expressed genes in the leaves of the resistant branch of We have used the gene ontology categories under the molecular function group. These transcripts are 10-fold differentially expressed in leaves of the susceptible branch of the same tree. The boxes with a thick border indicate GO categories that are significantly different between the resistant and susceptible branches. Those with a solid outline are significantly up-regulated in the resistant branch and those with a broken line are significantly down-regulated in the resistant branch.
The most abundant SNPs with differential representation in the transcriptomes of the resistant (R) and susceptible (S) branches of
| contig 12190 - 233 | G/G (28/-) | G/A (25/6) | methyl cpg binding domain 10 |
| contig 5065 - 502 | T/C (18/16) | T/T (2/-) | peptidase m1 family protein |
| contig 5021 - 317 | G/G (10/-) | G/A (17/4) | histone deacetylase complex subunit sap18 |
| contig 5063 - 668 | T/G (11/8) | T/T (11/-) | pyruvate kinase |
| contig 7410 - 589 | G/A (15/3) | G/G (12/-) | ycf20-like protein |
| contig 11898 - 31 | A/G (15/3) | A/A (12/-) | protein |
| contig 12260 - 395 | C/A (13/2) | C/C (6/-) | - |
| contig 4834 - 463 | C/C (3/-) | C/T (13/2) | - |
| contig 7446 - 648 | G/A (9/7) | G/G (2/-) | protein transport protein sec 13 |
| contig 7510 - 46 | G/G (4/-) | G/A (11/3) | - |
Contig – position shows the contig number and the nucleotide position that is variable. In both the R allele and S allele columns, the variable nucleotides are written first followed by the number of reads at that position for each variant respectively. BLAST Hit shows the best BLAST Hit for each contig (found using Blast2GO [19]) and – represents contigs that had no best BLAST Hit.
Figure 6The spectrum of 10 putative mutations in (this study) shows striking similarities with the known spectrum of mutations from a recent mutation accumulation study in [[32]]. On the x-axis we have shown the type of SNP and labelled which polymorphisms are transitions and which are transversions. The y-axis shows the mutation rate in total count of polymorphisms on the left graph (this study) and rate per site per generation on the right graph (Arabidopsis thaliana genome).