| Literature DB >> 34067146 |
Pablo Ventoso1, Antonio J Pazos1, Juan Blanco2, M Luz Pérez-Parallé1, Juan C Triviño3, José L Sánchez1.
Abstract
Some diatom species of the genus Pseudo-nitzschia produce the toxin domoic acid. The depuration rate of domoic acid in Pecten maximus is very low; for this reason, king scallops generally contain high levels of domoic acid in their tissues. A transcriptomic approach was used to identify the genes differentially expressed in the P. maximus digestive gland after the injection of domoic acid. The differential expression analysis found 535 differentially expressed genes (226 up-regulated and 309 down-regulated). Protein-protein interaction networks obtained with the up-regulated genes were enriched in gene ontology terms, such as vesicle-mediated transport, response to stress, signal transduction, immune system process, RNA metabolic process, and autophagy, while networks obtained with the down-regulated genes were enriched in gene ontology terms, such as response to stress, immune system process, ribosome biogenesis, signal transduction, and mRNA processing. Genes that code for cytochrome P450 enzymes, glutathione S-transferase theta-1, glutamine synthase, pyrroline-5-carboxylate reductase 2, and sodium- and chloride-dependent glycine transporter 1 were among the up-regulated genes. Therefore, a stress response at the level of gene expression, that could be caused by the domoic acid injection, was evidenced by the alteration of several biological, cellular, and molecular processes.Entities:
Keywords: DEGs; RNA-seq; amnesic shellfish poisoning (ASP); bivalves; differential expression; injection; transcriptome
Year: 2021 PMID: 34067146 PMCID: PMC8150855 DOI: 10.3390/toxins13050339
Source DB: PubMed Journal: Toxins (Basel) ISSN: 2072-6651 Impact factor: 4.546
Domoic acid concentration (µg g−1 wet weight) and domoic acid burden (µg) in control and treated scallops (Pecten maximus). DG, digestive gland; AM, adductor muscle; Other, remaining tissues.
|
| ||||||
|
|
|
|
|
|
| |
| Control | 2222.9 ± 551.7 | 370.7 ± 238.2 | 39.0 ± 27.2 | 35.1 ± 44.9 | 3.9 ± 3.1 | 14.4 ± 7.0 |
| Treated | 1987.0 ± 406.5 | 1226.3 ± 1037.3 | 42.9 ± 17.7 | 22.9 ± 17.0 | 6.1 ± 6.9 | 14.7 ± 8.8 |
|
| ||||||
|
|
|
|
|
|
| |
| Control | 3690.2 ± 1002.5 | 88.8 ± 48.2 | 51.2 ± 31.4 | 385.6 ± 526.9 | 8.7 ± 6.5 | 114.2 ± 56.6 |
| Treated | 3884.8 ± 988.6 | 329.0 ± 293.3 | 64.9 ± 30.8 | 262.4 ± 191.2 | 13.2 ± 12.7 | 123.8 ± 62.6 |
Figure 1Box plots showing the domoic acid concentration (µg g−1 wet weight) in control and treated scallops (Pecten maximus). DG, digestive gland; AM adductor muscle; Other, remaining tissues. * significant difference from control (t-test, p < 0.05).
Summary of the transcriptome assembly for P. maximus digestive gland (bp).
| Contig N50 Length | 1883 bp |
| Minimum contig length | 450 bp |
| Maximum contig length | 18,874 bp |
| Average contig length | 1481 bp |
| Total length in contigs | 107,645,527 bp |
| Number of assembled unigenes | 72,673 |
Top 20 up-regulated genes classified by FDR adjusted p-value (padj). Only genes with Blastx result are displayed. FC: fold change.
| Sequence ID | Description | FC | padj |
|---|---|---|---|
| ci|000200864|proj|Sample_C_D|2 | cytochrome P450 2D10-like | 16.57 | 5.88 × 10−6 |
| ci|000249823|proj|Sample_C_D|2 | probable proline iminopeptidase | 14.85 | 1.33 × 10−5 |
| ci|000199464|proj|Sample_C_D|2 | pyrroline-5-carboxylate reductase 2-like | 2.68 | 1.57 × 10−5 |
| ci|000262059|proj|Sample_C_D|2 | integumentary mucin C.1-like | 16.32 | 2.09 × 10−5 |
| ci|000180736|proj|Sample_C_D|2 | exocyst complex component 4-like | 2.67 | 2.82 × 10−5 |
| ci|000220117|proj|Sample_C_D|2 | multiple epidermal growth factor-like domains protein 10 | 14.30 | 7.17 × 10−5 |
| ci|000029875|proj|Sample_C_D|2 | cytochrome P450 4F6-like isoform X1 | 2.48 | 1.23 × 10−4 |
| ci|000033337|proj|Sample_C_D|2 | uncharacterized protein LOC117330985 | 4.40 | 1.90 × 10−4 |
| ci|000031940|proj|Sample_C_D|2 | retinol dehydrogenase 7-like isoform X2 | 2.51 | 2.59 × 10−4 |
| ci|000050118|proj|Sample_C_D|2 | 4-coumarate--CoA ligase 1-like | 2.34 | 3.48 × 10−4 |
| ci|000208120|proj|Sample_C_D|2 | 46 kDa FK506-binding nuclear protein-like | 10.84 | 3.73 × 10−4 |
| ci|000199228|proj|Sample_C_D|2 | cholecystokinin receptor-like | 11.25 | 4.78 × 10−4 |
| ci|000033677|proj|Sample_C_D|2 | ectonucleotide pyrophosphatase/phosphodiesterase family member 5-like isoform X2 | 8.80 | 7.96 × 10−4 |
| ci|000181387|proj|Sample_C_D|2 | sodium- and chloride-dependent glycine transporter 1-like | 11.00 | 8.03 × 10−4 |
| ci|000193220|proj|Sample_C_D|2 | uncharacterized protein LOC117327200 | 10.18 | 1.27 × 10−3 |
| ci|000201571|proj|Sample_C_D|2 | uncharacterized protein LOC117327200 | 10.47 | 1.27 × 10−3 |
| ci|000216669|proj|Sample_C_D|2 | NPC intracellular cholesterol transporter 2-like | 9.15 | 1.48 × 10−3 |
| ci|000211651|proj|Sample_C_D|2 | CD109 antigen-like isoform X1 | 3.45 | 1.89 × 10−3 |
| ci|000199247|proj|Sample_C_D|2 | uncharacterized protein LOC117331788 | 5.65 | 1.93 × 10−3 |
| ci|000027261|proj|Sample_C_D|2 | zygotic DNA replication licensing factor mcm3-like | 2.31 | 2.16 × 10−3 |
Top 20 down-regulated genes classified by FDR adjusted p-value (padj). Only genes with blastx result are displayed. FC: fold change.
| Sequence ID | Description | FC | padj |
|---|---|---|---|
| ci|000057484|proj|Sample_C_D|2 | uncharacterized protein LOC110456411 isoform X5 | −56.49 | 1.06 × 10−16 |
| ci|000056978|proj|Sample_C_D|2 | uncharacterized protein LOC110456411 isoform X4 | −53.9 | 7.97 × 10−16 |
| ci|000094075|proj|Sample_C_D|2 | pinin-like | −29.78 | 2.37 × 10−11 |
| ci|000008473|proj|Sample_C_D|2 | uncharacterized protein LOC117340902 | −3.381 | 3.65 × 10−7 |
| ci|000008352|proj|Sample_C_D|2 | uncharacterized protein LOC117325809 isoform X1 | −4.911 | 3.83 × 10−7 |
| ci|000077317|proj|Sample_C_D|2 | uncharacterized protein LOC117338873 | −11.63 | 4.35 × 10−7 |
| ci|000097219|proj|Sample_C_D|2 | serine protease inhibitor Cvsi-1-like | −16.21 | 3.09 × 10−6 |
| ci|000161872|proj|Sample_C_D|2 | uncharacterized protein LOC117338873 | −14.53 | 2.04 × 10−5 |
| ci|000090287|proj|Sample_C_D|2 | innexin unc-7-like | −5.491 | 2.04 × 10−5 |
| ci|000055679|proj|Sample_C_D|2 | putative nuclease HARBI1 | −15.75 | 2.44 × 10−5 |
| ci|000057152|proj|Sample_C_D|2 | uncharacterized protein LOC117338914 | −11.88 | 3.84 × 10−5 |
| ci|000193936|proj|Sample_C_D|2 | uncharacterized protein LOC117332862, partial | −7.373 | 7.17 × 10−5 |
| ci|000071556|proj|Sample_C_D|2 | serine/threonine-protein kinase PINK1, mitochondrial-like | −13.21 | 1.65 × 10−4 |
| ci|000038909|proj|Sample_C_D|2 | sphingomyelin synthase-related protein 1-like | −4.889 | 2.27 × 10−4 |
| ci|000061087|proj|Sample_C_D|2 | uncharacterized protein LOC110461911 isoform X1 | −10.47 | 2.35 × 10−4 |
| ci|000058655|proj|Sample_C_D|2 | apoptosis-stimulating of p53 protein 1-like | −3.122 | 3.73 × 10−4 |
| ci|000104877|proj|Sample_C_D|2 | uncharacterized protein LOC117339040 | −9.715 | 3.90 × 10−4 |
| ci|000017126|proj|Sample_C_D|2 | uncharacterized protein LOC117326392 | −3.294 | 4.56 × 10−4 |
| ci|000019333|proj|Sample_C_D|2 | selenoprotein N-like isoform X1 | −1.813 | 5.94 × 10−4 |
| ci|000009958|proj|Sample_C_D|2 | uncharacterized protein LOC117345233 | −2.103 | 6.09 × 10−4 |
List of transcripts coding for putative glutamate receptors in the digestive gland of Pecten maximus. FC: fold change; padj: FDR adjusted p-value.
| Sequence ID | Description | Type | FC | padj |
|---|---|---|---|---|
| ci|000016850|proj|Sample_C_D|2 | XP_033740949.1 metabotropic glutamate receptor 1-like [ | Metabotropic | 2.938 | 0.278 |
| ci|000042484|proj|Sample_C_D|2 | XP_033740949.1 metabotropic glutamate receptor 1-like [ | Metabotropic | 1.309 | 0.937 |
| ci|000199286|proj|Sample_C_D|2 | XP_033740949.1 metabotropic glutamate receptor 1-like [ | Metabotropic | 2.566 | 0.288 |
| ci|000235714|proj|Sample_C_D|2 | XP_033740949.1 metabotropic glutamate receptor 1-like [ | Metabotropic | 1.575 | NA |
| ci|000005744|proj|Sample_C_D|2 | XP_033744387.1 glutamate receptor-like [ | Ionotropic | 1.504 | 0.714 |
| ci|000012480|proj|Sample_C_D|2 | XP_033744387.1 glutamate receptor-like [ | Ionotropic | 1.567 | 0.765 |
| ci|000178783|proj|Sample_C_D|2 | XP_033744387.1 glutamate receptor-like [ | Ionotropic | 3.428 | 0.123 |
| ci|000194581|proj|Sample_C_D|2 | XP_033744387.1 glutamate receptor-like [ | Ionotropic | 1.655 | 0.845 |
| ci|000000691|proj|Sample_C_D|2 | XP_033760483.1 glutamate receptor 3-like [ | Ionotropic | 1.242 | 0.945 |
| ci|000077591|proj|Sample_C_D|2 | XP_033760483.1 glutamate receptor 3-like [ | Ionotropic | −1.006 | 0.998 |
| ci|000108874|proj|Sample_C_D|2 | XP_033760483.1 glutamate receptor 3-like [ | Ionotropic | −1.199 | 0.968 |
| ci|000219160|proj|Sample_C_D|2 | XP_033760483.1 glutamate receptor 3-like [ | Ionotropic | −1.319 | 0.937 |
| ci|000054856|proj|Sample_C_D|2 | XP_033760586.1 glutamate receptor U1-like [ | Ionotropic | −1.100 | 0.970 |
| ci|000106439|proj|Sample_C_D|2 | XP_033760586.1 glutamate receptor U1-like [ | Ionotropic | −1.447 | 0.912 |
| ci|000013492|proj|Sample_C_D|2 | XP_033763623.1 metabotropic glutamate receptor 7-like isoform X3 | Metabotropic | 1.042 | 0.985 |
| ci|000015386|proj|Sample_C_D|2 | XP_033763623.1 metabotropic glutamate receptor 7-like isoform X3 | Metabotropic | 1.066 | NA |
| ci|000028888|proj|Sample_C_D|2 | XP_033763623.1 metabotropic glutamate receptor 7-like isoform X3 | Metabotropic | 1.169 | 0.937 |
| ci|000048793|proj|Sample_C_D|2 | XP_033763623.1 metabotropic glutamate receptor 7-like isoform X3 | Metabotropic | 1.161 | 0.928 |
| ci|000191381|proj|Sample_C_D|2 | XP_033763623.1 metabotropic glutamate receptor 7-like isoform X3 | Metabotropic | 1.348 | 0.937 |
Summary of the functional annotation results.
| Functional Annotation | Number | % |
|---|---|---|
|
|
|
|
| With Blastx hit | 286 | 53.5 |
| With GO terms | 259 | 48.4 |
| With enzyme code | 129 | 24.1 |
| With KO ortholog | 102 | 19.1 |
| With PFAM domains | 188 | 35.1 |
|
|
|
|
| With Blastx hit | 35,583 | 49.0 |
| With GO terms | 32,203 | 44.3 |
| With enzyme code | 16,429 | 22.6 |
| With KO ortholog | 7657 | 10.5 |
| With PFAM domains | 24,810 | 34.1 |
Figure 2Network showing interactions of proteins coded by genes up-regulated in the present study. The network was constructed using the String 10.5 algorithm. Some connected protein nodes are highlighted showing some of the processes in which these proteins participate. Proteins were named according to the human protein name. A full list of protein names is available in Supplementary File S6.
Figure 3Network showing interactions of proteins coded by genes down-regulated in the present study. The network was constructed using the String 10.5 algorithm. Some connected protein nodes are highlighted showing some of the processes in which these proteins participate. Proteins were named according to the human protein name. A full list of protein names is available in Supplementary File S7.
Genes selected for RT-qPCR: sequence names, description, gene symbols, primers, amplicon length (bp) for each primer pair and average efficiency (E).
| Sequence Name | Description | Symbol | Sense Primer | Antisense Primer | bp | E |
|---|---|---|---|---|---|---|
| ci|000200326|proj|Sample_C_D|2 | glyceraldehyde-3-phosphate dehydrogenase |
| TCCGGATGTGTCTGTTGTTGAC | TTCAGATCTCCATCAGCTGCAC | 102 | 0.8465 |
| ci|000017232|proj|Sample_C_D|2 | eukaryotic translation elongation factor 1 alpha |
| AGGGCTCCTTCAAGTATGCCTG | TGAGCGGTCTCGAACTTCCAC | 100 | 0.8275 |
| ci|000019926|proj|Sample_C_D|2 | cytochrome c oxidase subunit 1 |
| AGTGGAGAACTATTGGGTGTGC | AGACCTAGGCCGATTTCCAAAC | 119 | 0.8525 |
| ci|000005190|proj|Sample_C_D|2 | NADH dehydrogenase (ubiquinone) 1 alpha subcomplex subunit 7 |
| ATTACACACGAGATGGACGCTG | ACATCAGAGCTGGCTGTTTCAG | 115 | 0.8043 |
| ci|000002411|proj|Sample_C_D|2 | multidrug resistance-associated protein 7 |
| CGGATGGTGGCTAACTCATT | CGATGCACCCATACACTGTC | 200 | 0.8594 |
| ci|000062123|proj|Sample_C_D|2 | cytochrome p450 2b4-like |
| CATGCGAAGGACTACGACAAG | GAACAAAATGGCCCAAAGAAG | 183 | 0.8314 |
| ci|000199464|proj|Sample_C_D|2 | pyrroline-5-carboxylate reductase 2-like |
| CCTCACATCATCACTCCA GTCC | GACGGGAGCAGATTCTCCTC | 119 | 0.8547 |
| ci|000181387|proj|Sample_C_D|2 | sodium- and chloride-dependent glycine transporter 1-like |
| GACGGTACTGGGCATTTCTG | ATCAGCAAGGCCGTAAGGAG | 183 | 0.8539 |
| ci|000018690|proj|Sample_C_D|2 | ferritin 2 |
| CCATGCTGAAACCGAGGCTG | CAATCCTGCCTCCTCTCTTG | 206 | 0.8547 |
| ci|000200864|proj|Sample_C_D|2 | cytochrome p450 2u1-like |
| CATCGACGCCTTCCAGTTCG | GATAGTCAGCCATCGTGGGT | 233 | 0.8753 |
Rank of four candidate reference genes in quantitative real-time reverse transcription–polymerase chain reaction (RT–qPCR), calculated by geNorm, NormFinder, and BestKeeper analysis.
| Rank | geNorm (Average M) | NormFinder (Stability) | BestKeeper ( | BestKeeper (SD) | ||||
|---|---|---|---|---|---|---|---|---|
| 1 |
| 0.78 |
| 0.105 |
| 0.858 |
| 0.724 |
| 2 |
| 0.78 |
| 0.196 |
| 0.782 |
| 0.781 |
| 3 |
| 1.01 |
| 0.244 |
| 0.662 |
| 0.838 |
| 4 |
| 1.34 |
| 0.386 |
| −0.243 |
| 0.861 |
Figure 4Gene expression (fold change in relation to control) in the digestive gland of P. maximus as determined by RT-qPCR analyses and RNA-seq. FC qPCR = geometric mean of the normalized gene expression in treated samples/geometric mean of the normalized gene expression in control samples.