| Literature DB >> 30103470 |
Long Jin1,2,3, Jian Ping Yu4,5,6, Zai Jun Yang7, Juha Merilä8, Wen Bo Liao9,10,11.
Abstract
Hibernation is an effective energy conservation strategy that has been widely adopted by animals to cope with unpredictable environmental conditions. The liver, in particular, plays an important role in adaptive metabolic adjustment during hibernation. Mammalian studies have revealed that many genes involved in metabolism are differentially expressed during the hibernation period. However, the differentiation in global gene expression between active and torpid states in amphibians remains largely unknown. We analyzed gene expression in the liver of active and torpid Asiatic toads (Bufo gargarizans) using RNA-sequencing. In addition, we evaluated the differential expression of genes between females and males. A total of 1399 genes were identified as differentially expressed between active and torpid females. Of these, the expressions of 395 genes were significantly elevated in torpid females and involved genes responding to stresses, as well as contractile proteins. The expression of 1004 genes were significantly down-regulated in torpid females, most which were involved in metabolic depression and shifts in the energy utilization. Of the 715 differentially expressed genes between active and torpid males, 337 were up-regulated and 378 down-regulated. A total of 695 genes were differentially expressed between active females and males, of which 655 genes were significantly down-regulated in males. Similarly, 374 differentially expressed genes were identified between torpid females and males, with the expression of 252 genes (mostly contractile proteins) being significantly down-regulated in males. Our findings suggest that expression of many genes in the liver of B. gargarizans are down-regulated during hibernation. Furthermore, there are marked sex differences in the levels of gene expression, with females showing elevated levels of gene expression as compared to males, as well as more marked down-regulation of gene-expression in torpid males than females.Entities:
Keywords: Bufo gargarizans; energy conservation; gene expression; hibernation; liver
Mesh:
Year: 2018 PMID: 30103470 PMCID: PMC6121651 DOI: 10.3390/ijms19082363
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Sequencing, assembly, and mapping statistics for samples of active and torpid females and males of Asiatic toads. Mapped ratio refers to percentage of mapped reads in clean reads.
| Active Females | Active Males | Torpid Females | Torpid Males | ||
|---|---|---|---|---|---|
| Sequencing | |||||
| Base number | 5,240,784,114 | 6,460,736,308 | 5,426,895,884 | 5,393,246,014 | |
| Clean read number | 20,836,817 | 25,678,062 | 21,610,351 | 21,463,798 | |
| GC content (%) | 48.33 | 47.42 | 47.47 | 47.60 | |
| Assembly | |||||
| Contigs (>500 bp) | 33,976 | ||||
| Transcript (>500 bp) | 46,560 | ||||
| Unigene (>500 bp) | 27,349 | ||||
| Mapping | |||||
| Mapped ratio (%) | 78.22 | 78.53 | 80.28 | 78.65 |
Figure 1Venn diagram showing differentially expressed genes among active females (AF), active males (AM), torpid females (TF), and torpid males (TM) for transcripts with log2 fold change ≥2. (AF-vs.-TF: 1399 differentially expressed genes; AM-vs.-TM: 715 differentially expressed genes; AF-vs.-AM: 695differentially expressed genes; TF-vs.-TM: 374 differentially expressed genes).
The genes with the greatest fold change between active females and males.
| Unigene ID | Nr Annotation | RPKM (Females) | RPKM (Males) | log2FC |
|---|---|---|---|---|
| Down-regulated genes | ||||
| c120255.graph_c0 | Hydroxyacid oxidase 1 | 40.157 | 0 | −10.029 |
| c114360.graph_c0 | Aldolase A | 31.087 | 0 | −9.920 |
| c107620.graph_c0 | Photosystem II 10 kDa polypeptide, chloroplast | 68.956 | 0 | −9.676 |
| c119772.graph_c0 | Glyceraldehyde-3-phosphate dehydrogenase-like | 17.887 | 0 | −9.281 |
| c110474.graph_c0 | Glycine-rich RNA-binding protein GRP1A-like, partial | 50.161 | 0 | −9.146 |
| c120235.graph_c0 | Nicotinamide adenine dinucleotide phosphate (NADPH)-cytochrome P450 reductase isoform X1 | 21.024 | 0 | −8.941 |
| c120129.graph_c0 | Chaperone protein ClpB-like, partial | 10.981 | 0 | −8.913 |
| c112955.graph_c0 | Thioredoxin-like isoform X2 | 16.395 | 0 | −8.745 |
| c20631.graph_c0 | Uncharacterized protein LOC102345338 | 17.348 | 0 | −8.651 |
| c118905.graph_c0 | Alanine aminotransferase 2-like isoform X3 | 10.463 | 0 | −8.560 |
| Up-regulated genes | ||||
| c75071.graph_c0 | Uncharacterized protein LOC100127559 | 0.115 | 24.499 | 6.773 |
| c111830.graph_c0 | MOSC domain-containing protein 1, mitochondrial-like | 0 | 3.386 | 6.176 |
| c107611.graph_c0 | Keratin | 0.070 | 3.953 | 5.201 |
| c96812.graph_c0 | MGC81526 protein | 0.262 | 11.755 | 5.006 |
| c123079.graph_c0 | Actin-85C-like, partial | 0.465 | 9.786 | 3.484 |
| c123016.graph_c0 | Fast troponin I | 0.279 | 2.091 | 2.529 |
| c109275.graph_c0 | Novel protein similar to human angiopoietin-like ANGPTL | 2.538 | 15.979 | 2.456 |
| c120261.graph_c0 | Choline transporter-like protein 4 | 0.415 | 2.479 | 2.304 |
| c119575.graph_c1 | SLC12A8 cation-chloride cotransporter | 2.349 | 13.111 | 2.295 |
| c100092.graph_c0 | Hemoglobin A chain | 2.404 | 13.614 | 2.287 |
The genes with the greatest fold change between active and torpid females.
| Unigene ID | Nr Annotation | RPKM (Active) | RPKM (Torpid) | log2FC |
|---|---|---|---|---|
| Down-regulated genes | ||||
| c120255.graph_c0 | Hydroxyacid oxidase 1 | 40.157 | 0 | −9.328 |
| c114360.graph_c0 | Aldolase A | 31.087 | 0 | −9.219 |
| c107620.graph_c0 | Photosystem II 10 kDa polypeptide, chloroplast | 68.956 | 0 | −8.975 |
| c119772.graph_c0 | Glyceraldehyde-3-phosphate dehydrogenase-like | 17.887 | 0 | −8.580 |
| c110474.graph_c0 | Glycine-rich RNA-binding protein GRP1A-like, partial | 50.161 | 0 | −8.445 |
| c120235.graph_c0 | NADPH-cytochrome P450 reductase isoform X1 | 21.024 | 0 | −8.241 |
| c120129.graph_c0 | Chaperone protein ClpB-like, partial | 10.981 | 0 | −8.213 |
| c112955.graph_c0 | Thioredoxin-like isoform X2 | 16.395 | 0 | −8.045 |
| c121279.graph_c0 | Transketolase-like | 7.695 | 0 | −7.813 |
| c118687.graph_c0 | Serine hydroxymethyltransferase, mitochondrial isoform X1 | 10.790 | 0 | −7.792 |
| Up-regulated genes | ||||
| c87275.graph_c0 | ATPase, Ca++ transporting, cardiac muscle, fast twitch 1 | 0.016 | 182.924 | 12.085 |
| c115995.graph_c0 | Myosin heavy chain IIa | 0.020 | 28.514 | 9.528 |
| c122569.graph_c1 | Titin isoform X4 | 0 | 5.402 | 9.170 |
| c87310.graph_c0 | Troponin T | 0.048 | 37.017 | 8.226 |
| c122549.graph_c0 | Obscurin-like | 0.024 | 16.880 | 8.059 |
| c95821.graph_c0 | Telethonin isoformX2 | 0 | 21.439 | 7.848 |
| c26408.graph_c0 | Myosin light chain, phosphorylatable, fast skeletal muscle | 0 | 27.037 | 7.814 |
| c122942.graph_c0 | Cysteine and glycine-rich protein 3 | 0 | 25.036 | 7.756 |
| c74187.graph_c0 | Uncharacterized protein LOC100036938 | 0 | 8.947 | 7.638 |
| c105949.graph_c0 | Myozenin-1-like | 0 | 10.209 | 7.449 |
The genes with the greatest fold change between active and torpid males.
| Unigene ID | Nr Annotation | RPKM (Active) | RPKM (Torpid) | log2FC |
|---|---|---|---|---|
| Down-regulated genes | ||||
| c107611.graph_c0 | Keratin | 3.953 | 0 | −6.375 |
| c75071.graph_c0 | Uncharacterized protein LOC100127559 | 24.499 | 0.223 | −6.108 |
| c81220.graph_c0 | Heat shock protein HSP 90-beta | 4.027 | 0 | −5.709 |
| c85444.graph_c0 | Tyrosine aminotransferase | 2.588 | 0 | −5.518 |
| c85945.graph_c0 | Tubulin alpha-1A chain-like | 3.081 | 0 | −5.162 |
| c111752.graph_c0 | Long-chain-fatty-acid--CoA ligase ACSBG1 isoform X1 | 12.757 | 0.365 | −5.114 |
| c115272.graph_c0 | L-threonine 3-dehydrogenase, mitochondrial-like | 1.904 | 0 | −4.874 |
| c70612.graph_c0 | Uncharacterized protein LOC101731022 | 4.881 | 0.140 | −4.810 |
| c80857.graph_c0 | Uncharacterized protein LOC102222694 | 1.731 | 0 | −4.688 |
| c26374.graph_c0 | Heat shock 70 kDa protein 1 | 1.931 | 0 | −4.475 |
| Up-regulated genes | ||||
| c20631.graph_c0 | Uncharacterized protein LOC102345338 | 0 | 26.152 | 8.184 |
| c122917.graph_c0 | Full = Olfactory protein; Flags: Precursor | 0.165 | 62.383 | 7.752 |
| c114573.graph_c0 | Mucin-5AC-like | 0 | 7.871 | 6.562 |
| c122235.graph_c0 | Uncharacterized protein LOC101734130, partial | 0.106 | 10.236 | 5.549 |
| c26943.graph_c0 | Stc2 protein | 0.476 | 29.446 | 5.542 |
| c119368.graph_c0 | Zinc finger BED domain-containing protein 1-like isoform X1 | 0.204 | 8.588 | 5.026 |
| c99486.graph_c0 | Serine/threonine-protein kinase DCLK3 | 0.023 | 1.511 | 4.438 |
| c107619.graph_c0 | DnaJ (Hsp40) homolog, subfamily A, member 4, gene 1 | 0.152 | 4.417 | 4.212 |
| c106739.graph_c0 | Sperm-associated antigen 17 | 0.164 | 5.172 | 4.199 |
| c122333.graph_c0 | Heat shock protein 70 | 0.513 | 11.259 | 4.180 |
The genes with the greatest fold change between torpid females and males.
| Unigene ID | Nr Annotation | RPKM (Females) | RPKM (Males) | log2FC |
|---|---|---|---|---|
| Down-regulated genes | ||||
| c87275.graph_c0 | ATPase, Ca++ transporting, cardiac muscle, fast twitch 1 | 182.924 | 0.207 | −9.778 |
| c121033.graph_c0 | Nebulin-related-anchoring protein | 20.819 | 0 | −9.610 |
| c59975.graph_c0 | Cold shock domain protein A, partial | 39.894 | 0.040 | −8.993 |
| c95821.graph_c0 | Telethonin isoformX2 | 21.439 | 0 | −8.384 |
| c122942.graph_c0 | Cysteine and glycine-rich protein 3 (cardiac LIM protein) | 25.036 | 0 | −8.291 |
| c74187.graph_c0 | Uncharacterized protein LOC100036938 | 8.947 | 0 | −8.173 |
| c122853.graph_c0 | Ribosomal protein L3-like | 39.071 | 0.096 | −8.159 |
| c115995.graph_c0 | Myosin heavy chain IIa | 28.514 | 0.101 | −8.108 |
| c105949.graph_c0 | Myozenin-1-like | 10.209 | 0 | −7.984 |
| c101328.graph_c0 | Tripartite motif containing 54 | 11.995 | 0 | −7.921 |
| Up-regulated genes | ||||
| c122917.graph_c0 | Full = 0l factory protein; Flags: Precursor | 0.064 | 62.383 | 8.801 |
| c111770.graph_c0 | Uncharacterized protein LOC101732866 | 0 | 13.864 | 8.469 |
| c96835.graph_c0 | Phosphoenolpyruvate carboxykinase, cytosolic | 0.228 | 8.825 | 5.009 |
| c123029.graph_c0 | Carboxypeptidase B1 (tissue) precursor | 1.060 | 31.190 | 4.709 |
| c26943.graph_c0 | Stc2 protein | 0.987 | 29.446 | 4.701 |
| c19061.graph_c0 | Growth factor receptor-bound protein 14 | 0 | 3.031 | 4.434 |
| c102557.graph_c0 | Fatty acyl-CoA hydrolase precursor, medium chain-like | 0.246 | 10.881 | 4.379 |
| c89882.graph_c0 | Homeobox protein SIX6-like | 0.152 | 6.725 | 4.379 |
| c106739.graph_c0 | Sperm-associated antigen 17 | 0.191 | 5.172 | 4.245 |
| c125726.graph_c0 | LOW QUALITY PROTEIN: HEAT repeat-containing protein 4 | 0 | 1.640 | 4.233 |
Figure 2Comparison of expression levels measured by RNA-Seq and qRT-PCR for 18 selected transcripts. The two independent measures of gene expression displays a positive correlation.
Synopsis of functional annotation of unigenes of the Bufo gargarizans transcriptome. AF, AM, TF, and TM refer to active females, active males, torpid females, and torpid males, respectively.
| Databases | All Annotated Transcripts | 300–1000 (bp) | >1000 (bp) | AF-vs.-AM | AF-vs.-TF | AM-vs.-TM | TF-vs.-TM |
|---|---|---|---|---|---|---|---|
| COG | 5760 | 1610 | 3686 | 237 | 355 | 104 | 46 |
| GO | 10,554 | 3154 | 6735 | 115 | 329 | 152 | 117 |
| KEGG | 10,798 | 3390 | 6551 | 149 | 380 | 157 | 136 |
| KOG | 13,424 | 4281 | 7939 | 309 | 565 | 191 | 138 |
| PFAM | 15,330 | 4818 | 9370 | 455 | 783 | 266 | 190 |
| Swiss-Prot | 10,902 | 3263 | 6950 | 167 | 421 | 183 | 163 |
| NR | 20,046 | 7283 | 10,699 | 272 | 666 | 335 | 234 |
| All_Annotated | 21,261 | 7940 | 10,787 | 502 | 903 | 342 | 234 |
Genes in significant Gene Ontology categories of the biological processes.
| GO Category | NR Annotation | Unigene ID | AF-vs-AM | AF-vs-TF | AM-vs-TM | TF-vs-TM |
|---|---|---|---|---|---|---|
| log2FC | log2FC | log2FC | log2FC | |||
| Carbohydrate metabolic process (GO:0005975) | Malate dehydrogenase, mitochondrial isoform X1 | c117841 | −8.099 | −7.401 | ||
| Glycolytic process (GO:0006096) | Glyceraldehyde-3-phosphate dehydrogenase-like | c119772 | −9.282 | −8.581 | ||
| Glyceraldehyde 3-phosphate dehydrogenase, partial | c73032 | −5.337 | −4.657 | |||
| Glyceraldehyde-3-phosphate dehydrogenase | c102216 | −4.671 | −4.004 | |||
| Phosphoglycerate kinase 1 | c108799 | −5.861 | −5.174 | |||
| Fructose-bisphosphate aldolase A | c117125 | −8.378 | −7.679 | |||
| Cellular amino acid metabolic process (GO:0006520) | Glycine dehydrogenase [decarboxylating], mitochondrial | c109713 | −7.590 | −6.893 | ||
| Dopa decarboxylase (aromatic L-amino acid decarboxylase) | c21604 | −3.845 | ||||
| Tyrosine aminotransferase | c85444 | −5.009 | −5.519 | |||
| Very long-chain fatty acid metabolic process (GO: 0000038) | Long-chain-fatty-acid-CoA ligase ACSBG1 isoform X1 | c111752 | −4.667 | −5.114 | ||
| Fatty acid metabolic process (GO: 0006631) | Acyl-CoA synthetase family member 2, mitochondrial | c109605 | −2.281 | |||
| Positive regulation of fast-twitch skeletal muscle fiber contraction (GO: 0031448) | ATPase, Ca++ transporting, cardiac muscle, fast twitch 1 | c87275 | 12.086 | −9.778 | ||
| Response to stress (GO: 0006950) | Heat shock protein 90kDa alpha (cytosolic), class A member 1, gene 2 | c88789 | 3.994 | |||
| Cardiovascular heat shock protein | c112677 | 3.869 | ||||
| Heat shock protein 70 | c122333 | 2.441 | 4.181 | |||
| Heat shock 22kDa protein 8 | c107729 | 5.073 | ||||
| Heat shock protein 90 alpha | c107796 | 2.023 | ||||
| Response to heat (GO:0009408) | Heat shock protein beta-1 | c51360 | 6.034 |
Figure 3KEGG pathway enrichment analysis of differentially expressed genes in four comparisons of samples, active female vs. torpid female (a), active male vs. torpid male (b), active female vs. active male (c), and torpid female vs. torpid male (d).