| Literature DB >> 25911227 |
Katharine M H Tomalty1, Mariah H Meek2, Molly R Stephens2, Gonzalo Rincón2, Nann A Fangue3, Bernie P May2, Melinda R Baerwald2.
Abstract
Thermal exposure is a serious and growing challenge facing fish species worldwide. Chinook salmon (Oncorhynchus tshawytscha) living in the southern portion of their native range are particularly likely to encounter warmer water due to a confluence of factors. River alterations have increased the likelihood that juveniles will be exposed to warm water temperatures during their freshwater life stage, which can negatively impact survival, growth, and development and pose a threat to dwindling salmon populations. To better understand how acute thermal exposure affects the biology of salmon, we performed a transcriptional analysis of gill tissue from Chinook salmon juveniles reared at 12° and exposed acutely to water temperatures ranging from ideal to potentially lethal (12° to 25°). Reverse-transcribed RNA libraries were sequenced on the Illumina HiSeq2000 platform and a de novo reference transcriptome was created. Differentially expressed transcripts were annotated using Blast2GO and relevant gene clusters were identified. In addition to a high degree of downregulation of a wide range of genes, we found upregulation of genes involved in protein folding/rescue, protein degradation, cell death, oxidative stress, metabolism, inflammation/immunity, transcription/translation, ion transport, cell cycle/growth, cell signaling, cellular trafficking, and structure/cytoskeleton. These results demonstrate the complex multi-modal cellular response to thermal stress in juvenile salmon.Entities:
Keywords: Illumina; Oncorhynchus tshawytscha; gene discovery; thermal tolerance
Mesh:
Substances:
Year: 2015 PMID: 25911227 PMCID: PMC4502368 DOI: 10.1534/g3.115.017699
Source DB: PubMed Journal: G3 (Bethesda) ISSN: 2160-1836 Impact factor: 3.154
Figure 1Experimental design.
Primer sequences and GenBank accession numbers for gene expression validated by qPCR
| Gene Group | Gene Name | Gene Symbol | GenBank Accession Number | Primers (5′-3′) |
|---|---|---|---|---|
| Protein folding | Heat shock protein 47 | SERPINHI | AB196463.1 | F-GTTCCCATGATGCATCGCAC |
| R-CCTTGGTTTTGTCCACAGCG | ||||
| Transcription | C-fos | FOS | AB111054.1 | F-AATGACTTTGAGCCCCTGTG |
| R-GTAGGGGAGCTGAGGGAATC | ||||
| Inflammation/ immunity | Chemokine ligand 8 | CXCL8 | AY160982.1 | F-AGAATGTCAGCCAGCCTTGT |
| R-CTTGCTCAGAGTGGCAATGA | ||||
| Housekeeping | Elongation factor 1A | EF1A | FJ890356.1 | F-TCTCAGGCTGATTGCGCTGT |
| R-GGGGGCTCAGTAGAGTCCAT |
Summary statistics of Illumina sequencing results
| 12° | 15° | 18° | 21° | 25° | |
|---|---|---|---|---|---|
| Raw sequences | 192,559,160 | 163,018,834 | 189,541,778 | 178,501,904 | 161,662,008 |
| Sequences after QC filtering | 182,390,970 | 154,294,234 | 179,245,463 | 167,554,816 | 152,818,985 |
| DE contigs upregulated | 4 | 104 | 697 | 3976 | |
| Upregulated contigs annotated by BLAST | 1 (25%) | 55 (53%) | 354 (51%) | 1902 (48%) | |
| Upregulated contigs assigned GO terms | 1 (25%) | 54 (52%) | 322 (46%) | 1608 (40%) | |
| Upregulated contigs assigned Enzyme Codes | 0 | 5 (5%) | 70 (10%) | 487 (12%) | |
| Upregulated contigs annotated by InterProScan | 1 (25%) | 50 (48%) | 347 (50%) | 1834 (46%) | |
| Upregulated KEGG pathways | 0 | 2 | 13 | 56 | |
| Upregulated KEGG Pathways with >2 enzymes | 0 | 0 | 5 | 25 | |
| DE contigs downregulated | 5 | 16 | 101 | 6166 | |
| Downregulated contigs annotated by BLAST | 2 (40%) | 5 (31%) | 40 (40%) | 3481 (56%) | |
| Downregulated contigs assigned GO terms | 2 (40%) | 3 (12%) | 31 (31%) | 2972 (48%) | |
| Downregulated contigs assigned Enzyme Codes | 0 | 0 | 8 (8%) | 626 (10%) | |
| Downregulated contigs annotated by InterProScan | 2 (40%) | 9 (56%) | 45 (45%) | — | |
| Downregulated KEGG pathways | 0 | 0 | 1 | — | |
| Downregulated KEGG pathways with >2 enzymes | 0 | 0 | 0 | — |
The number of contigs that were upregulated and downregulated at each temperature and were identified through a BLAST search of the NCBI database, assigned GO terms, assigned Enzyme Codes, or annotated through InterProScan. The percent of filtered sequences meeting each criterion follows in parentheses. Number of KEGG pathways for which an enzyme was differentially expressed is listed. *For two-fold change with a P < 0.01 and FDR of 0.10.
Gene Ontology terms identified by Blast2GO analysis for contigs significantly upregulated at 25° (FDR 0.1, P < 0.01, >2-fold change)
| GO Category | GO ID | Name | GO ID | Name | # Contigs |
|---|---|---|---|---|---|
| Biological Process | GO:0071840 | Cellular component organization or biogenesis | GO:0016043 | Cellular component organization | 124 |
| GO:0007005 | Mitochondrion organization | 18 | |||
| GO:0006996 | Organelle organization | 50 | |||
| GO:0009987 | Cellular process | GO:0007154 | Cell communication | 11 | |
| GO:0007049 | Cell cycle | 87 | |||
| GO:0008219 | Cell death | 129 | |||
| GO:0019725 | Cellular homeostasis | 34 | |||
| GO:0006464 | Cellular protein modification process | 175 | |||
| GO:0007010 | Cytoskeleton organization | 85 | |||
| GO:0007165 | Signal transduction | 337 | |||
| GO:0006412 | Translation | 27 | |||
| GO:0032502 | Developmental process | GO:0009653 | Anatomical structure morphogenesis | 202 | |
| GO:0030154 | Cell differentiation | 152 | |||
| GO:0009790 | Embryo development | 87 | |||
| GO:0007275 | Multicellular organismal development | 315 | |||
| GO:0040007 | Growth | GO:0016049 | Cell growth | 21 | |
| GO:0008152 | Metabolic process | GO:0009058 | Biosynthetic process | 155 | |
| GO:0005975 | Carbohydrate metabolic process | 27 | |||
| GO:0009056 | Catabolic process | 170 | |||
| GO:0006259 | DNA metabolic process | 43 | |||
| GO:0006091 | Generation of precursor metabolites and energy | 11 | |||
| GO:0006629 | Lipid metabolic process | 68 | |||
| GO:0006139 | Nucleobase-containing compound metabolic process | 127 | |||
| GO:0044238 | Primary metabolic process | 6 | |||
| GO:0019538 | Protein metabolic process | 216 | |||
| GO:0019748 | Secondary metabolic process | 6 | |||
| GO:0051704 | Multi-organism process | GO:0044403 | Symbiosis, encompassing mutualism through parasitism | 20 | |
| GO:0016032 | Viral process | 20 | |||
| GO:0050789 | Regulation of biological process | GO:0040029 | Regulation of gene expression, epigenetic | 4 | |
| GO:0000003 | Reproduction | 91 | |||
| GO:0050896 | Response to stimulus | GO:0007610 | Behavior | 33 | |
| GO:0009628 | Response to abiotic stimulus | 51 | |||
| GO:0009607 | Response to biotic stimulus | 83 | |||
| GO:0009719 | Response to endogenous stimulus | 46 | |||
| GO:0009605 | Response to external stimulus | 100 | |||
| GO:0006950 | Response to stress | 237 | |||
| GO:0044699 | Single-organism process | GO:0008283 | Cell proliferation | 91 | |
| GO:0008037 | Cell recognition | 26 | |||
| GO:0007267 | Cell–cell signaling | 18 | |||
| GO:0006810 | Transport | GO:0006811 | Ion transport | 52 | |
| GO:0015031 | Protein transport | 66 | |||
| Molecular Function | GO:0016209 | Antioxidant activity | 7 | ||
| GO:0005488 | Binding | GO:0003779 | Actin binding | 34 | |
| GO:0005509 | Calcium ion binding | 51 | |||
| GO:0030246 | Carbohydrate binding | 11 | |||
| GO:0003682 | Chromatin binding | 22 | |||
| GO:0008092 | Cytoskeletal protein binding | 20 | |||
| GO:0003677 | DNA binding | 142 | |||
| GO:1901363 | Heterocyclic compound binding | 1 | |||
| GO:0008289 | Lipid binding | 33 | |||
| GO:0003676 | Nucleic acid binding | 48 | |||
| GO:0000166 | Nucleotide binding | 262 | |||
| GO:0097159 | Organic cyclic compound binding | 1 | |||
| GO:0005515 | Protein binding | 498 | |||
| GO:0005102 | Receptor binding | 83 | |||
| GO:0003723 | RNA binding | 42 | |||
| GO:0008135 | Translation factor activity, nucleic acid binding | 5 | |||
| GO:0003824 | Catalytic activity | GO:0016787 | Hydrolase activity | 98 | |
| GO:0016301 | Kinase activity | 15 | |||
| GO:0003774 | Motor activity | 2 | |||
| GO:0004518 | Nuclease activity | 6 | |||
| GO:0008233 | Peptidase activity | 46 | |||
| GO:0004721 | Phosphoprotein phosphatase activity | 26 | |||
| GO:0004672 | Protein kinase activity | 58 | |||
| GO:0016740 | Transferase activity | 89 | |||
| GO:0009055 | Electron carrier activity | 19 | |||
| GO:0030234 | Enzyme regulator activity | 66 | |||
| GO:0060089 | Molecular transducer activity | GO:0004871 | Signal transducer activity | 13 | |
| GO:0001071 | Nucleic acid binding transcription factor activity | GO:0003700 | Sequence-specific DNA binding transcription factor activity | 95 | |
| GO:0004872 | Receptor activity | 43 | |||
| GO:0005198 | Structural molecule activity | 10 | |||
| GO:0005215 | Transporter activity | GO:0005216 | Ion channel activity | 6 | |
| Cellular Component | GO:0030313 | Cell envelope | 1 | ||
| GO:0071944 | Cell periphery | GO:0030312 | External encapsulating structure | 1 | |
| GO:0005886 | Plasma membrane | 134 | |||
| GO:0005737 | Cytoplasm | GO:0016023 | Cytoplasmic membrane-bounded vesicle | 68 | |
| GO:0005829 | Cytosol | 134 | |||
| GO:0005811 | Lipid particle | 9 | |||
| GO:0005576 | Extracellular region | GO:0005615 | Extracellular space | 38 | |
| GO:0005578 | Proteinaceous extracellular matrix | 22 | |||
| GO:0043226 | Organelle | GO:0005694 | Chromosome | 37 | |
| GO:0005929 | Cilium | 4 | |||
| GO:0005856 | Cytoskeleton | 82 | |||
| GO:0005783 | Endoplasmic reticulum | 115 | |||
| GO:0005768 | Endosome | 19 | |||
| GO:0072546 | ER membrane protein complex | 1 | |||
| GO:0005794 | Golgi apparatus | 48 | |||
| GO:0005764 | Lysosome | 6 | |||
| GO:0005815 | Microtubule organizing center | 32 | |||
| GO:0005739 | Mitochondrion | 78 | |||
| GO:0000228 | Nuclear chromosome | 20 | |||
| GO:0005635 | Nuclear envelope | 14 | |||
| GO:0005730 | Nucleolus | 86 | |||
| GO:0005654 | Nucleoplasm | 166 | |||
| GO:0005634 | Nucleus | 233 | |||
| GO:0005777 | Peroxisome | 3 | |||
| GO:0005840 | Ribosome | 8 | |||
| GO:0005773 | Vacuole | 5 | |||
| GO:0043234 | Protein complex | 290 |
The three GO categories, Biological Process, Molecular Function, and Cellular Component, are presented along with GO terms of children and number of contigs assigned each term.
Fold change of selected genes as determined by RNAseq and quantitative reverse-transcription PCR
| Gene | 15 | 18 | 21 | 25 |
|---|---|---|---|---|
| SERPINH1 (RNAseq) | <2 | 7 | 17 | 34 |
| SERPINH1 (qPCR) | 4.9 | 16.9 | 38.4 | 43.3 |
| FOS (RNAseq) | <2 | <2 | 3 | 24 |
| FOS (qPCR) | 1.1 | 1.1 | 3.4 | 43.7 |
| CXCL8 (RNAseq) | <2 | <2 | <2 | 13 |
| CXCL8 (qPCR) | 1.1 | 0.9 | 1.1 | 18.3 |
List of KEGG pathways for which at least two enzymes are differentially expressed at 25°
| KEGG Pathways Upregulated at 25° | KEGG Pathways Downregulated at 25° | ||
|---|---|---|---|
| Pathway | # Enzymes | Pathway | # Enzymes |
| Purine metabolism | 7 | Purine metabolism | 22 |
| One carbon pool by folate | 6 | Phosphatidylinositol signaling system | 11 |
| Arginine and proline metabolism | 5 | Glycerophospholipid metabolism | 10 |
| Amino sugar and nucleotide sugar metabolism | 5 | Amino sugar and nucleotide sugar metabolism | 9 |
| Glycine, serine, and threonine metabolism | 4 | Inositol phosphate metabolism | 9 |
| Pyrimidine metabolism | 4 | Pyrimidine metabolism | 8 |
| Arachadonic acid metabolism | 4 | Pyruvate metabolism | 8 |
| Cysteine and methionine metabolism | 4 | Citrate cycle | 7 |
| Mucin type O-glycan biosynthesis | 4 | Pentose and glucuronate interconversions | 7 |
| Fructose and mannose metabolism | 4 | Fructose and mannose metabolism | 7 |
| Lysine degradation | 3 | Glycine, serine, and threonine metabolism | 7 |
| Aminoacyl-tRNA biosynthesis | 3 | Glutathione metabolism | 7 |
| Sphingolipid metabolism | 3 | Glycerolipid metabolism | 7 |
| Terpenoid backbone biosynthesis | 3 | Carbone fixation pathways in prokaryotes | 7 |
| Other types of O-glycan biosynthesis | 3 | Alanine, aspartate, and glutamate metabolism | 6 |
| Starch and sucrose metabolism | 3 | Tryptophan metabolism | 6 |
| Carbon fixation pathways in prokaryotes | 3 | Arachadonic acid metabolism | 6 |
| T-cell receptor signaling pathway | 2 | Porphyria and chlorophyll metabolism | 6 |
| Porphyrin and chlorophyll metabolism | 2 | Glycolysis/gluconeogenesis | 5 |
| Steroid biosynthesis | 2 | Pentose phosphate pathway | 5 |
| Glycosphingolipid biosynthesis—lacto and neglector series | 2 | Arginine and proline metabolism | 5 |
| Drug metabolism—other enzymes | 2 | Glycosylate and dicarboxylate metabolism | 5 |
| Alanine, aspartate and glutamate metabolism | 2 | Butanoate metabolism | 5 |
| Folate biosynthesis | 2 | Aminoacyl-tRNA biosynthesis | 5 |
| Linoleic acid metabolism | 2 | Galactose metabolism | 4 |
| Fatty acid degradation | 4 | ||
| Valine, leucine, and isoleucine degradation | 4 | ||
| Lysine degradation | 4 | ||
| Starch and sucrose metabolism | 4 | ||
| Glycosaminoglycan degradation | 4 | ||
| Ether lipid metabolism | 4 | ||
| Sphingolipid metabolism | 4 | ||
| Methane metabolism | 4 | ||
| Drug metabolism | 4 | ||
| Ascorbate and alderate metabolism | 3 | ||
| Synthesis and degradation of ketone bodies | 3 | ||
| Steroid hormone biosynthesis | 3 | ||
| Cysteine and methionine metabolism | 3 | ||
| Beta-alanine metabolism | 3 | ||
| Various types of N-glycan biosynthesis | 3 | ||
| Alpha-linolenic acid metabolism | 3 | ||
| Glycosphingolipid biosynthesis-globoseries | 3 | ||
| Propanoate metabolism | 3 | ||
| One carbon pool by foliate | 3 | ||
| Retinol metabolism in animals | 3 | ||
| Metabolism by xenobiotics by cytochrome P450 | 3 | ||
| Drug metabolism—cytochrome P450 | 3 | ||
| Geraniol degradation | 2 | ||
| Histidine metabolism | 2 | ||
| Tyrosine metabolism | 2 | ||
| Phenylalanine metabolism | 2 | ||
| Cyanoamino acid metabolism | 2 | ||
| N-glycan biosynthesis | 2 | ||
| Peptidoglycan biosynthesis | 2 | ||
| Linoleic acid metabolism | 2 | ||
| Chloroalkane and chloroalkene degradation | 2 | ||
| Aminobenzoate degradation | 2 | ||
| Carbone fixation in photosynthetic organisms | 2 | ||
| Nicotinate and nicotinamide metabolism | 2 | ||
| Nitrogen metabolism | 2 | ||
| Phenylpropanoid biosynthesis | 2 | ||
| mTOR signaling pathway | 2 | ||
| T-cell receptor signaling pathway | 2 |
Several KEGG pathways are represented in both the upregulated and downregulated groups. For these common pathways, different enzymes are upregulated or downregulated.
Figure 2Heat map showing the log fold change of selected upregulated genes at each experimental temperature. The genes are clustered into functional gene groups based on Gene Ontology and UniProt information. The genes fall into one of 12 functional groups: (1) protein folding/rescue; (2) protein degradation; (3) cell death; (4) oxidative stress; (5) metabolism; (6) inflammation/immunity; (7) transcription/translation; (8) ion transport; (9) cell cycle/growth; (10) cell signaling; (11) cellular trafficking; and (12) structure/cytoskeleton.