| Literature DB >> 27441109 |
Jeanne A Robert1, Tiffany Bonnett1, Caitlin Pitt1, Luke J Spooner1, Jordie Fraser1, Macaire M S Yuen2, Christopher I Keeling3, Jörg Bohlmann2, Dezene P W Huber1.
Abstract
Cold-induced mortality has historically been a key aspect of mountain pine beetle, Dendroctonus ponderosae Hopkins (Coleoptera: Curculionidae), population control, but little is known about the molecular basis for cold tolerance in this insect. We used RNA-seq analysis to monitor gene expression patterns of mountain pine beetle larvae at four time points during their overwintering period-early-autumn, late-autumn, early-spring, and late-spring. Changing transcript profiles over the winter indicates a multipronged physiological response from larvae that is broadly characterized by gene transcripts involved in insect immune responses and detoxification during the autumn. In the spring, although transcripts associated with developmental process are present, there was no particular biological process dominating the transcriptome.Entities:
Keywords: Anti-freeze; Cold tolerance; Cytochromes P450; Glycerol; Heat shock proteins; Insect overwintering; Lodgepole pine; Mountain pine beetle; Physiological stress
Year: 2016 PMID: 27441109 PMCID: PMC4941763 DOI: 10.7717/peerj.2109
Source DB: PubMed Journal: PeerJ ISSN: 2167-8359 Impact factor: 2.984
Summary information for sequence data mapped to the male mountain pine beetle genome (Keeling et al., 2013).
| Sampling date | Replicate | NCBI accession number | Read length | Total pairs mapped | Uniquely mapped pairs |
|---|---|---|---|---|---|
| Sept. 26, 2008 | 1 |
| 50 | 51,228,868 | 20,383,049 |
| 2 |
| 50 | 75,540,024 | 29,715,613 | |
| 3 |
| 75 | 66,662,746 | 26,832,203 | |
| 4 |
| 75 | 41,552,862 | 16,802,040 | |
| Nov. 7, 2008 | 1 |
| 50 | 64,102,946 | 25,410,259 |
| 2 |
| 50 | 52,214,600 | 20,525,750 | |
| 3 |
| 75 | 36,280,228 | 14,402,268 | |
| 4 |
| 75 | 71,571,952 | 28,268,130 | |
| Mar. 25, 2009 | 1 |
| 50 | 59,279,874 | 23,425,001 |
| 2 |
| 50 | 54,870,752 | 21,496,616 | |
| 3 |
| 75 | 58,248,050 | 23,687,547 | |
| 4 |
| 75 | 67,215,526 | 26,666,241 | |
| May 27, 2009 | 1 |
| 50 | 55,731,196 | 21,959,708 |
| 2 |
| 50 | 43,999,520 | 17,182,971 | |
| 3 |
| 75 | 73,662,736 | 29,422,596 | |
| 4 |
| 75 | 51,860,004 | 20,696,257 |
Figure 1Venn diagram of total transcriptome.
Venn diagram showing the number of significantly changing transcripts unique to autumn (brown circle), and unique to spring (blue circle), and those that showed significantly shifts in both autumn and spring (middle). Of the 145 gene transcripts that showed a significant difference in both autumn and spring, 107 increased in autumn and decreased in spring, and 29 are decreased in autumn and then increased in spring.
Positive fold changes greater than 10.
Differentially expressed transcripts (identified by the gene model ID in the mountain pine beetle draft genome (Keeling et al., 2013) with positive fold changes >10 between September and November, and their annotations.
| NCBI accession | Fold change | Adjusted | Annotation |
|---|---|---|---|
|
| 102.7 | 1.19 × 10−6 | galactose-specific C-type lectin ( |
|
| 85.9 | 1.18 × 10−48 | hypothetical protein ( |
|
| 19.1 | 6.43 × 10−13 | alpha-esterase ( |
|
| 15.8 | 4.46 × 10−12 | hypothetical protein ( |
|
| 14.2 | 0.00052 | glycoside hydrolase family protein 48 ( |
|
| 14.1 | 3.2 × 10−08 | GF10288 ( |
|
| 12.7 | 1.03 × 10−5 | cyclin-dependent kinase 5 activator ( |
|
| 11.9 | 2.25 × 10−8 | No hits |
|
| 11.9 | 1.19 × 10−21 | heat shock protein 68 ( |
|
| 11.1 | 5.65 × 10−50 | heat shock protein 68 ( |
|
| 10.8 | 2.69 × 10−7 | putative glutathione s-transferase ( |
Negative fold changes greater than 10.
Differentially expressed transcripts (identified by the gene model ID in the mountain pine beetle draft genome (Keeling et al., 2013) with negative fold changes >10 between September and November, and their annotations.
| NCBI accession | Fold change | Adjusted | Annotation |
|---|---|---|---|
|
| –10.18 | 0.00022 | Pupal cuticle protein |
|
| –10.20 | 8.08 × 10−05 | CLIP-domain serine protease ( |
|
| –11.16 | 6.50 × 10−8 | hypothetical protein ( |
|
| –11.30 | 7.35 × 10−20 | No hits |
|
| –11.71 | 0.00048 | cytochrome P450 ( |
|
| –12.02 | 4.45 × 10−5 | cuticle protein ( |
|
| –12.41 | 0.00073 | No hits |
|
| –12.48 | 5.14 × 10−9 | No hits |
|
| –12.71 | 4.51 × 10−5 | hypothetical protein ( |
|
| –13.09 | 4.45 × 10−5 | cuticle protein ( |
|
| –13.52 | 3.47 × 10−15 | No hits |
|
| –13.67 | 7.13 × 10−5 | PREDICTED: similar to pol ( |
|
| –13.73 | 3.88 × 10−15 | hypothetical protein ( |
|
| –13.95 | 1.61 × 10−18 | polysaccharide lyase ( |
|
| –14.26 | 1.83 × 10−12 | nicotinic acetylcholine receptor ( |
|
| –14.29 | 3.34 × 10−8 | hypothetical protein ( |
|
| –14.98 | 8.58 × 10−5 | acid phosphatase ( |
|
| –15.16 | 9.54 × 10−7 | nicotinic acetylcholine receptor ( |
|
| –16.07 | 2.20 × 10−16 | No hits |
|
| –16.85 | 1.07 × 10−12 | No hits |
|
| –17.96 | 1.57 × 10−5 | hypothetical protein ( |
|
| –18.73 | 0.00022 | glucose dehydrogenase ( |
|
| –20.00 | 1.78 × 10−73 | endopolygalacturonase ( |
|
| –22.23 | 0.00064 | ectodermal protein ( |
|
| –23.82 | 1.02 × 10−9 | hypothetical protein ( |
|
| –26.06 | 4.58 × 10−6 | No hits |
|
| –26.81 | 0.00057 | cuticle protein ( |
|
| –31.69 | 1.25 × 10−6 | larval cuticle protein ( |
|
| –32.00 | 0.00012 | Hypothetical protein ( |
|
| –33.75 | 0.00026 | hypothetical protein ( |
|
| –34.89 | 2.75 × 10−11 | No hits |
|
| –36.77 | 0.00037 | Hypothetical protein ( |
|
| –55.12 | 0.00056 | Hypothetical protein ( |
|
| –70.29 | 0.00014 | cuticular protein ( |
|
| –124.19 | 9.00 × 10−5 | hypothetical protein ( |
|
| –157.19 | 1.89 × 10−5 | cuticular protein ( |
|
| –181.29 | 0.00093 | hypothetical protein ( |
|
| –206.30 | 8.84 × 10−5 | cuticular protein ( |
|
| –298.81 | 1.06 × 10−7 | Hypothetical protein ( |
|
| –301.59 | 0.00044 | No hits |
|
| –313.04 | 9.44 × 10−7 | cuticle protein ( |
Figure 2Glycerol biosynthesis.
Fold changes between each sampling date through the winter for transcripts annotated as key enzymes in the biosynthetic pathway for glycerol: glycerol-3-phosphate dehydrogenase (G3PDH, KB741112.1) and glycerol kinase (GK, KB740969.1). An asterisk indicates a significant fold change within the two time points measured within each sampling period (Bonferroni adjusted p-value < 0.001). The diagram on the right illustrates a subset of the glycerol biosynthetic pathway (modified with permission from Fraser, 2011) showing the location G3PDH and GK as the enzymes that catalyze the steps immediately preceding the production of glycerol. Metabolites are shown in ovals: dihydroxyacetone phosphate (DHAP), glycerol-3-phosphate (G3P), glyceraldehyde (GA); enzymes are shown in rectangles: glycerol-3-phosphate dehydrogenase (G3PDH), glycerol kinase (GK), alcohol dehydrogenase (ADH).
Figure 3Heat shock proteins.
Fold changes between each sampling date through the winter for transcripts annotated with: a heat shock transcription factor (KB740969.1), heat shock protein 68a (KB740941.1), and small heat shock protein 21 (KB740193.1). An asterisk indicates a significant fold change between the time points within each sampling period (Bonferroni adjusted p-value < 0.001).
Figure 4Glutathione-S-transferase.
Fold changes between each sampling date through the winter for transcripts annotated as glutathione-S-transferase 1 (KB741231.1) and glutathione-S-transferase 2 (KB740293.1). An asterisk indicates a significant fold change between the time points within each sampling period (Bonferroni adjusted p-value < 0.001).
P450 table.
Fold changes and adjusted p-values for cytochromes P450 that increased in the autumn sampling period (transcript expression levels between September and November) and then either decreased or did not change through the winter (November and March) and spring (March and May) sampling periods. An asterisk indicates a significant difference (Bonferroni adjusted p-value < 0.001) between time points within the sampling period. Shaded rows indicate transcripts that increased significantly in the autumn and decreased significantly the in the spring.
|
| Autumn |
| Winter |
| Spring | |||
|---|---|---|---|---|---|---|---|---|
| NCBI accession | CYP ID | Fold change | Adjusted | Fold change | Adjusted | Fold change | Adjusted | |
|
| CYP6CR2 | 8.01* | <0.0001 | –2.79 | 0.0055 | 1.25 | 0.2165 | |
|
| CYP345E3 | 4.86* | <0.0001 | –1.85 | 0.1206 | –4.15* | <0.0001 | |
|
| CYP4G56 | 3.89* | <0.0001 | 1.00 | 1.0000 | –0.60 | 0.3440 | |
|
| CYP4EX1 | 3.29* | 0.0001 | –1.76 | 0.1901 | 0.04 | 0.9668 | |
|
| CYP6BW2 | 3.16* | <0.0001 | –3.98* | <0.0001 | 1.27 | 0.0678 | |
|
| CYP9AP1 | 3.03* | <0.0001 | –2.37 | 0.0016 | –0.48 | 0.4740 | |
|
| CYP4CV1 | 2.43* | 0.0003 | –1.13 | 0.9780 | –0.72 | 0.5954 | |
|
| CYP349B1 | 2.37* | <0.0001 | –1.48 | 0.1789 | –5.34* | <0.0001 | |
|
| CYP6DF1 | 2.22* | <0.0001 | –1.42 | 0.2963 | –0.42 | 0.5217 | |
|
| CYP9Z36 | 2.11* | 0.0010 | –3.66* | <0.0001 | –2.00* | 0.0004 | |
|
| CYP6BS2 | 1.99* | 0.0004 | –1.81 | 0.0170 | 1.00 | 0.0543 | |