| Literature DB >> 27558222 |
Frederick Goetz1,2, Sara E Smith3,4, Giles Goetz5, Cheryl A Murphy3.
Abstract
BACKGROUND: The sea lamprey (Petromyzon marinus) is a jawless vertebrate that parasitizes fish as an adult and, with overfishing, was responsible for the decline in lake trout (Salvelinus namaycush) populations in the Great Lakes. While laboratory studies have looked at the rates of wounding on various fish hosts, there have been few investigations on the physiological effects of lamprey wounding on the host. In the current study, two morphotypes of lake trout, leans and siscowets, were parasitized in the laboratory by sea lampreys and the liver transcriptomes of parasitized and nonparasitized fish were analyzed by RNA-seq (DESeq2 and edgeR) to determine which genes and gene pathways (Ingenuity Pathway Analysis) were altered by lamprey parasitism.Entities:
Keywords: Differential transcription; Inflammation; Lake trout; Liver transcriptomics; Parasitism; RNA-seq; Sea lamprey
Mesh:
Substances:
Year: 2016 PMID: 27558222 PMCID: PMC4997766 DOI: 10.1186/s12864-016-2959-9
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Average number of sequences for each treatment and the average number and percent mapped. Individual sample data are included in Additional file 1
| Sample | Number | Raw counts | Trimmed counts | Mapped uniquely | Mapped ununiquely | Not mapped | Percent mapped |
|---|---|---|---|---|---|---|---|
| Leans parasitized | 6 | 19,383,373 | 18,886,973 | 16,726,109 | 121,874 | 2,038,991 | 89 |
| Siscowets parasitized | 6 | 20,862,243 | 20,451,921 | 18,089,046 | 190,758 | 2,188,784 | 89 |
| Leans nonparasitized | 6 | 23,458,287 | 22,899,466 | 20,492,928 | 180,255 | 2,226,282 | 90 |
| Siscowets nonparasitized | 6 | 18,621,125 | 18,272,401 | 16,306,259 | 121,798 | 1,844,344 | 90 |
| Average | 24 | 20,581,257 | 20,127,690 | 17,903,585 | 153,671 | 2,074,600 | 90 |
Number of genes regulated and shared between DESeq2 and edgeR analyses. Numbers of genes based on padj values of ≤0.05 between parasitized and nonparasitized leans and siscowets
| Number of genes | ||||
|---|---|---|---|---|
| DESeq2 | edgeR | Shared | % Shared | |
| Lean- parasitized/nonparasitized | 1341 | 668 | 452 | 22 |
| Siscowet- parasitized/nonparasitized | 2985 | 2343 | 1964 | 37 |
The proportion of genes that were shared between the DESeq2 and edgeR analyses (Table 2) within GO biological processes
| Biological process | Leans up | Leans down | Siscowets up | Siscowets down |
|---|---|---|---|---|
| Cellular component organization or biogenesis (GO:0071840) | 6.10 % | 1.30 % | 4.60 % | 2.00 % |
| Cellular process (GO:0009987) | 17.60 % | 16.90 % | 18.40 % | 18.20 % |
| Localization (GO:0051179) | 9.20 % | 8.10 % | 10.70 % | 9.30 % |
| Apoptotic process (GO:0006915) | 3.10 % | 3.80 % | 1.50 % | 2.00 % |
| Reproduction (GO:0000003) | 1.50 % | 1.90 % | 2.10 % | 1.10 % |
| Biological regulation (GO:0065007) | 9.20 % | 8.10 % | 10.10 % | 9.50 % |
| Response to stimulus (GO:0050896) | 6.90 % | 10.00 % | 6.30 % | 8.60 % |
| Developmental process (GO:0032502) | 6.10 % | 7.50 % | 6.90 % | 5.60 % |
| Multicellular organismal process (GO:0032501) | 3.10 % | 4.40 % | 5.40 % | 4.10 % |
| Metabolic process (GO:0008152) | 31.30 % | 29.40 % | 28.50 % | 32.70 % |
| Immune system process (GO:0002376) | 6.10 % | 6.30 % | 4.00 % | 4.30 % |
| Locomotion (GO:0040011) | 0 % | 0.60 % | 0.20 % | 0.40 % |
| Biological adhesion (GO:0022610) | 0 % | 1.90 % | 1.30 % | 2.20 % |
The proportion of genes that were shared between the DESeq2 and edgeR analyses (Table 2) within GO molecular functions
| Molecular function | Leans up | Leans down | Siscowets up | Siscowets down |
|---|---|---|---|---|
| Translation regulator activity (GO:0045182) | 5.60 % | 3.70 % | 2.50 % | 1.00 % |
| Nucleic acid binding transcription factor activity (GO:0001071) | 2.80 % | 2.40 % | 4.30 % | 4.80 % |
| Binding (GO:0005488) | 25.00 % | 25.60 % | 27.70 % | 24.70 % |
| Receptor activity (GO:0004872) | 5.60 % | 12.20 % | 6.00 % | 9.30 % |
| Enzyme regulator activity (GO:0030234) | 4.20 % | 2.40 % | 7.10 % | 4.20 % |
| Structural molecule activity (GO:0005198) | 5.60 % | 2.40 % | 4.60 % | 3.20 % |
| Catalytic activity (GO:0003824) | 41.70 % | 45.10 % | 37.60 % | 43.90 % |
| Transporter activity (GO:0005215) | 9.70 % | 6.10 % | 9.90 % | 8.00 % |
| Protein binding transcription factor activity (GO:0000988) | 0.00 % | 0.00 % | 0.40 % | 0.30 % |
| Antioxidant activity (GO:0016209) | 0.00 % | 0.00 % | 0.00 % | 0.60 % |
Top 25 annotated genes upregulated in parasitized versus nonparasitized lean lake trout. Genes ranked by padj values. Boxed numbers indicate genes shared between the two analyses and underlined genes are shared between siscowets and leans within the DESeq2 and edgeR analyses. A complete listing of all genes is provided in Additional file 3 & Additional file 4. Note: There were no nonannotated genes in DESeq2 and edgeR in the top 25
Top 25 annotated genes downregulated (− fold change) in parasitized versus nonparasitized lean lake trout. Genes ranked by padj values. Boxed numbers indicate genes shared between the two analyses and underlined genes are shared between siscowets and leans within the DESeq2 and edgeR analyses. A complete listing of all genes is provided in Additional file 3 & Additional file 4. Note: There were 0 and 1 nonannotated genes in DESeq2 and edgeR, respectively in top 25
Top 25 annotated genes upregulated in parasitized versus nonparasitized siscowet lake trout. Genes ranked by padj values. Boxed numbers indicate genes shared between the two analyses and underlined genes are shared between siscowets and leans within the DESeq2 and edgeR analyses. A complete listing of all genes is provided in Additional file 5 & Additional file 6. Note: There were one and three nonannotated genes in DESeq2 and edgeR, respectively in top 25
Top 25 annotated genes downregulated (− fold change) in parasitized versus nonparasitized siscowet lake trout. Genes ranked by padj values. Boxed numbers indicate genes shared between the two analyses and underlined genes are shared between siscowets and leans within the DESeq2 and edgeR analyses. A complete listing of all genes is provided in Additional file 5 & Additional file 6. Note: There were 0 and 1 nonannotated genes in DESeq2 and edgeR, respectively in top 25
Results of QPCR analysis of genes appearing in the top 25 up and down-regulated gene lists for parasitized and nonparasitized lean and siscowet lake trout (From Tables 5, 6, 7 and 8). Contigs provided in Additional file 2
| QPCR | aRNA-seq | ||||
|---|---|---|---|---|---|
| Gene name | Contig # | Fold +/− |
| Fold +/− | |
| Lean | interleukin-18-binding protein | comp44889 | 26.4 | 0.004 | 9.51 |
| fibulin 4 precursor | comp81242 | 5.3 | 0.001 | 5.10 | |
| glucose-6-phosphate isomerase | comp7122 | 3.2 | 0.004 | 2.36 | |
| 6-phosphogluconate dehydrogenase, decarboxylating | comp4673 | 3.4 | 0.005 | 2.77 | |
| ornithine decarboxylase | comp4006 | 12.5 | 0.032 | 6.68 | |
| cyclic AMP-dependent transcription factor ATF-3 | comp224599 | 42.8 | 0.091 | 19.03 | |
| indoleamine 2,3-dioxygenase 2 | bcomp228271 | −5.2 | 0.007 | ||
| indoleamine 2,3-dioxygenase 2 | comp275449 | −5.8 | 0.002 | −6.87 | |
| adenylosuccinate synthetase isozyme 1 A | comp122752 | −4.1 | 0.001 | −4.53 | |
| UDP-glucuronosyltransferase 2A2 | comp11363 | −3.8 | 0.001 | −4.53 | |
| phosphotriesterase related | comp61354 | −9.0 | 0.010 | −14.52 | |
| aspartoacylase | comp190057 | −4.4 | 0.001 | −4.99 | |
| Siscowet | growth arrest and DNA damage inducible protein | comp8599 | 7.5 | 0.012 | 7.01 |
| chemokine-like receptor 1 | comp22172 | 3.3 | 0.038 | 6.59 | |
| interleukin-18-binding protein | comp44889 | 6.8 | 0.054 | 7.46 | |
| dual specificity protein phosphatase 2 | comp204068 | 59.1 | 0.070 | 16.34 | |
| ubiquitin carboxyl-terminal hydrolase 24 | comp72729 | 2.9 | 0.004 | 4.96 | |
| phosphotriesterase related | comp61354 | −9.7 | 0.003 | −7.26 | |
| DNA damage-regulated autophagy modulator protein 2 | comp92592 | −7.0 | 0.008 | −5.86 | |
| indoleamine 2,3-dioxygenase 2 | comp275449 | −3.0 | 0.019 | −5.62 | |
| indoleamine 2,3-dioxygenase 2 | comp228271 | −5.7 | 0.001 | −8.34 | |
| GTP-binding protein Rhes | comp55581 | −8.3 | 0.003 | −11.39 | |
| C-C motif chemokine 19 | comp242068 | −7.6 | 0.003 | −11.47 | |
awhen present multiple times or in both DESeq2 and edgeR analyses, is the average fold change of all occurrences
bcontig, comp228271, was not represented in parasitized leans but was still tested by QPCR
Fig. 1IPA pathways for which there was significant (p ≤ 0.05 Benjamini-Hochberg Method) overlap between genes from the edgeR analysis (padj ≤0.05) and those in IPA for parasitized versus nonparasitized leans. Numbers at the right edge of the bars indicate total number of genes considered within each IPA pathway
Fig. 2IPA pathways for which there was significant (p ≤ 0.05 Benjamini-Hochberg Method) overlap between genes from the edgeR analysis (padj ≤0.05) and those in IPA for parasitized versus nonparasitized siscowets. Numbers at the right edge of the bars indicate total number of genes considered within each IPA pathway
Fig. 3Significant (p ≤ 0.05 Benjamini-Hochberg Method) IPA pathways shared between parasitized leans and siscowets