Literature DB >> 28831411

Whole transcriptome data of zebrafish exposed to chronic dose of depleted uranium.

Olivier Armant1, Kewin Gombeau1, Christelle Adam Guillermin1.   

Abstract

The concentration of depleted uranium (DU) in the environment is expected to increase due to anthropogenic activities, posing potential risks on ecosystems. The effects of chronic exposure to DU at concentration close to the environmental standards (0.3-30 µg DU/L) are scarcely characterised. Genomic alterations caused by low doses of pollutants can potentially propagate over generations, but how these effects may affect the health of the progeny remain uncertain for the vast majority of toxicants. The present dataset describes the transcriptomic effects of a chronic exposure to 20 µg DU/L during 10 days on adult zebrafish (Danio rerio) organs, the brain, the testis and the ovaries. The potential multigenerational effects of DU were assessed on the progeny of the adult exposed fish at the two-cells stage and after four days of development. We describe in this article the summary statistics of the differential gene expression analysis and focus on key molecular pathways affected by an exposure to a low concentration of DU. The data presented in this study supports the observation made in Armant et al. (2017) [1] (https://doi.org/10.1016/j.dib.2016.05.007) that DU can induce a molecular stress in both adult zebrafish and their progeny. The raw dataset has been deposited at the Gene Expression Omnibus (GEO) repository under the accession number GEO:GSE96603.

Entities:  

Keywords:  Depleted uranium; Development; Genetics; Multigenerational effects; Zebrafish; mRNASeq

Year:  2017        PMID: 28831411      PMCID: PMC5554979          DOI: 10.1016/j.dib.2017.07.071

Source DB:  PubMed          Journal:  Data Brief        ISSN: 2352-3409


Specification Table Value of the data Depleted uranium is a heavy metal posing potential environmental risks due to its increasing release from anthropogenic activities. This dataset presents the differentially expressed genes in adult brain and gonads (testis and ovaries) from zebrafish exposed to 20 µg/L depleted uranium for 10 days. It also provides the potential multigenerational effects of a parental exposure to depleted uranium in the progeny of exposed fish at both the two-cells stage and on four-days larvae. The analysis of the biological pathways impacted by a chronic depleted uranium exposure will help to understand the molecular mechanisms of toxicity of this toxicant or other heavy metals. The identification of the depleted uranium (DU) de-regulated genes could lead to the development of biomarkers of DU and other heavy metals.

Data

This data consists of 35 high-throughput sequencing samples of adult brain, testis and ovaries obtained from adult zebrafish exposed to 20 µg/L of depleted uranium (DU) for 10 days, as well as their progeny both at the two-cells stage and four-days larvae (96 h post-fertilization, hpf) [1], [2]. The data are deposited under the Gene Expression Omnibus (GEO) number GEO: GSE96603 at http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE96603. The list of samples collected in this study is provided in Table 1. The principal component analysis on the regularized log transformed (rlog) expression data shows at the global level that the biological replicates group by stage and tissue (Fig. 1). A selection of 22 samples with low biological variability was made for the differential expression analysis (Table 2, Fig. 1B). The summary statistics of the deregulated genes obtained after pairwise differential analysis is provided in Table 3. The expression of a selection of genes involved in diverse biological processes (such as cell adhesion, response to oxidative stress, ATPase activity, protein chaperons, lipid metabolism, hatching and tissue regeneration) altered after DU-exposure is displayed in Fig. 2. The gene ontology analysis (GO) was applied to classify the most significantly affected pathways in each condition (Table 4).
Table 1

Description of the zebrafish samples collected in the study. Biological replicates are indicated as well as the number of reads, the quality score (Phred score, Q) and the read's length. PF: reads passing the Illumina's chastity filter.

Sample nameTissu/StageOrganismGenotypeTreatmentDescriptionReadsQ (PF)Length
C2cells_r12 cells embryosDanio rerioWild type ABProgeny of adult exposed fishTwo cells embryos obtained from non exposed adult136,445,06238.5751
C2cells_r22 cells embryosDanio rerioWild type ABProgeny of adult exposed fishTwo cells embryos obtained from non exposed adult84,864,39438.6251
C2cells_r42 cells embryosDanio rerioWild type ABProgeny of adult exposed fishTwo cells embryos obtained from non exposed adult64,705,96038.6251
C96hpf_l196 hpf larvaeDanio rerioWild type ABProgeny of adult exposed fish96hpf larvae obtaiend from non exposed adult74,497,51035.9370
C96hpf_l296 hpf larvaeDanio rerioWild type ABProgeny of adult exposed fish96hpf larvae obtaiend from non exposed adult101,797,85035.8770
C96hpf_l396 hpf larvaeDanio rerioWild type ABProgeny of adult exposed fish96hpf larvae obtaiend from non exposed adult71,463,19835.8870
CbrainF_b2Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from non exposed adult females99,758,55235.7170
CbrainF_b3Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from non exposed adult females69,241,51435.7170
CbrainF_b5Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from non exposed adult females102,185,51835.770
CbrainM_b1Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from non exposed adult males42,244,18435.7170
CbrainM_b4Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from non exposed adult males91,270,97635.7370
CbrainM_b5Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from non exposed adult males119,455,62435.7170
CovaryF_g1Adult ovaryDanio rerioWild type AB20 µg/L depleted uraniumOvaries dissected from non exposed adult females80,198,72435.7270
CovaryF_g2Adult ovaryDanio rerioWild type AB20 µg/L depleted uraniumOvaries dissected from non exposed adult females107,238,77835.6670
CovaryF_g5Adult ovaryDanio rerioWild type AB20 µg/L depleted uraniumOvaries dissected from non exposed adult females55,595,38235.6270
CtestesM_g1Adult testisDanio rerioWild type AB20 µg/L depleted uraniumTesties dissected from non exposed adult males117,865,39435.6870
CtestesM_g3Adult testisDanio rerioWild type AB20 µg/L depleted uraniumTesties dissected from non exposed adult males82,404,95035.6770
CtestesM_g5Adult testisDanio rerioWild type AB20 µg/L depleted uraniumTesties dissected from non exposed adult males85,837,63635.6670
U2cells_r12 cells embryosDanio rerioWild type ABProgeny of adult exposed fishTwo cells embryos obtained from depleted uranium exposed adult114,044,06038.1551
U2cells_r32 cells embryosDanio rerioWild type ABProgeny of adult exposed fishTwo cells embryos obtained from depleted uranium exposed adult119,056,69238.3451
U2cells_r52 cells embryosDanio rerioWild type ABProgeny of adult exposed fishTwo cells embryos obtained from depleted uranium exposed adult116,943,73638.3151
U96hpf_l196 hpf larvaeDanio rerioWild type ABProgeny of adult exposed fish96hpf larvae obtaiend from depleted uranium exposed adult70,360,06435.8970
U96hpf_l296 hpf larvaeDanio rerioWild type ABProgeny of adult exposed fish96hpf larvae obtaiend from depleted uranium exposed adult79,320,50835.8670
U96hpf_l396 hpf larvaeDanio rerioWild type ABProgeny of adult exposed fish96hpf larvae obtaiend from depleted uranium exposed adult71,471,55235.8870
UbrainF_b2Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from depleted uranium exposed adult females67,726,03635.6970
UbrainF_b4Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from depleted uranium exposed adult females82,049,97235.6770
UbrainF_b5Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from depleted uranium exposed adult females66,539,29235.6270
UbrainM_b2Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from depleted uranium exposed adult males98,234,86635.7370
UbrainM_b3Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from depleted uranium exposed adult males106,038,44635.7370
UbrainM_b5Adult brainDanio rerioWild type AB20 µg/L depleted uraniumBrain dissected from depleted uranium exposed adult males100,296,92035.7170
UovaryF_g1Adult ovaryDanio rerioWild type AB20 µg/L depleted uraniumOvaries dissected from depleted uranium exposed adult females89,150,11835.8670
UovaryF_g4Adult ovaryDanio rerioWild type AB20 µg/L depleted uraniumOvaries dissected from depleted uranium exposed adult females77,213,77235.8770
UtestesM_g1Adult testisDanio rerioWild type AB20 µg/L depleted uraniumTesties dissected from depleted uranium exposed adult males67,017,73235.8870
UtestesM_g3Adult testisDanio rerioWild type AB20 µg/L depleted uraniumTesties dissected from depleted uranium exposed adult males65,968,15035.9270
UtestesM_g5Adult testisDanio rerioWild type AB20 µg/L depleted uraniumTesties dissected from depleted uranium exposed adult males79,436,90435.8370
Fig. 1

Correlation of biological replicates. A. Dendrogram of the 35 samples normalized using the regularized log transformation method from DESeq. 2 using Spearman's correlation and the absolute linkage method. The samples marked by * have a higher divergence compared to the other replicates C: control, U: DU-treated, M: male, F: female. The stage/condition and the replicate number are indicated for each sample. B. Principal component analysis on 22 samples with low biological variabilities. Stage and tissues are indicated by the colour code. Round-shape correspond to controls and triangle to DU-exposed samples.

Table 2

List of the 22 samples with the lowest biological variabilities.

Sample nameTissu/stageTreatment
C2cells_r12 cells embryosProgeny of adult exposed fish
C2cells_r22 cells embryosProgeny of adult exposed fish
C2cells_r42 cells embryosProgeny of adult exposed fish
C96hpf_l296 hpf larvaeProgeny of adult exposed fish
C96hpf_l396 hpf larvaeProgeny of adult exposed fish
CbrainF_b2Adult brain20 µg/L depleted uranium
CbrainF_b5Adult brain20 µg/L depleted uranium
CovaryF_g1Adult ovary20 µg/L depleted uranium
CovaryF_g2Adult ovary20 µg/L depleted uranium
CtestesM_g3Adult testis20 µg/L depleted uranium
CtestesM_g5Adult testis20 µg/L depleted uranium
U2cells_r12 cells embryosProgeny of adult exposed fish
U2cells_r32 cells embryosProgeny of adult exposed fish
U2cells_r52 cells embryosProgeny of adult exposed fish
U96hpf_l296 hpf larvaeProgeny of adult exposed fish
U96hpf_l396 hpf larvaeProgeny of adult exposed fish
UbrainF_b2Adult brain20 µg/L depleted uranium
UbrainF_b5Adult brain20 µg/L depleted uranium
UovaryF_g1Adult ovary20 µg/L depleted uranium
UovaryF_g4Adult ovary20 µg/L depleted uranium
UtestesM_g3Adult testis20 µg/L depleted uranium
UtestesM_g5Adult testis20 µg/L depleted uranium
Table 3

Summary statistics of the differentially expressed genes (threshold FDR<0.01 and fold change>=±2). The number of genes is indicated for each category.

DU/CtrlUp-regulatedDown-regulatedTotal
Two-cells248241066588
96 hpf57362635
Brain4610261072
Testis132295427
Ovaries302169471
Fig. 2

Heatmap of a selection of differentially expressed genes. A. Significant FDR from each comparative analysis are displayed in yellow (depleted uranium versus control), and non-significant FDR in black. Absent FDR were set to 1 (non-significant) and FDR<10−6 fitted to 10−6. B. Fold changes obtained from the differential gene expression analysis: down-regulated genes in blue, no change in expression in white, up-regulated genes in red.

Table 4

Gene ontology analysis. The list provides the top 5 biological pathways impacted by DU in each dataset based on smallest p-values.

Set of genesGene ontology termp-value
Down in DU exposed brainVisual perception2.7E−08
Sensory perception of light stimulus2.7E−08
Cell adhesion6.3E−07
Biological adhesion6.3E−07
Response to light stimulus5.1E−06







Up in DU exposed brainResponse to lipid2.4E−03
Response to lipopolysaccharide2.7E−03
Ovulation3.1E−03
Response to molecule of bacterial origin3.1E−03
Response to organic substance3.5E−03







Down in DU exposed testisCell adhesion1.0E−04
Biological adhesion1.0E−04
Fin regeneration3.4E−04
cGMP biosynthetic process4.9E−04
cGMP metabolic process4.9E−04







Up in DU exposed testisCentromere complex assembly8.2E−04
Regulation of synapse structure or activation3.4E−03
Peptidoglycan biosynthetic process4.4E−03
Peptidoglycan-based cell wall biogenesis4.4E−03
Protein side chain deglutamylation4.4E−03







Down in DU exposed ovariesAspartate family amino acid metabolic pr.4.1E−04
Endomembrane system organization4.7E−03
Androgen biosynthetic process5.9E−03
Mitochondrial protein catabolic process5.9E−03
Mitophagy by induced vacuole formation5.9E−03







Up in DU exposed ovariesNeural tube development7.8E−07
Embryonic appendage morphogenesis2.6E−06
Pectoral fin development4.7E−06
Fin morphogenesis5.2E−06
Appendage morphogenesis8.2E−06







Down in 2 cells stagencRNA metabolic process1.6E−14
Nucleic acid metabolic process3.6E−14
Cellular macromolecule metabolic process3.7E−12
Organelle organization2.6E−11
Heterocycle metabolic process3.2E−11







Up in 2 cells stageCytoplasmic transport3.8E−06
Organelle organization7.2E−06
ER to Golgi vesicle-mediated transport1.1E−05
Double-strand break repair1.3E−05
mRNA processing1.5E−05







Down in 96hpf larvaThyroid hormone generation2.1E−03
Thyroid hormone metabolic process2.1E−03
Hydrogen peroxide biosynthetic process2.1E−03
Circadian rhythm3.0E−03
Homophilic cell adhesion via plasma memb.3.4E−03







Up in 96hpf larvaOxidation-reduction process6.6E−22
Single-organism metabolic process1.4E−20
Small molecule metabolic process1.4E−16
Organic acid metabolic process9.9E−15
Lipid metabolic process1.3E−14
Correlation of biological replicates. A. Dendrogram of the 35 samples normalized using the regularized log transformation method from DESeq. 2 using Spearman's correlation and the absolute linkage method. The samples marked by * have a higher divergence compared to the other replicates C: control, U: DU-treated, M: male, F: female. The stage/condition and the replicate number are indicated for each sample. B. Principal component analysis on 22 samples with low biological variabilities. Stage and tissues are indicated by the colour code. Round-shape correspond to controls and triangle to DU-exposed samples. Heatmap of a selection of differentially expressed genes. A. Significant FDR from each comparative analysis are displayed in yellow (depleted uranium versus control), and non-significant FDR in black. Absent FDR were set to 1 (non-significant) and FDR<10−6 fitted to 10−6. B. Fold changes obtained from the differential gene expression analysis: down-regulated genes in blue, no change in expression in white, up-regulated genes in red. Description of the zebrafish samples collected in the study. Biological replicates are indicated as well as the number of reads, the quality score (Phred score, Q) and the read's length. PF: reads passing the Illumina's chastity filter. List of the 22 samples with the lowest biological variabilities. Summary statistics of the differentially expressed genes (threshold FDR<0.01 and fold change>=±2). The number of genes is indicated for each category. Gene ontology analysis. The list provides the top 5 biological pathways impacted by DU in each dataset based on smallest p-values.

Experimental design, materials and methods

Exposure to depleted uranium and fish maintenance

Adult wild type zebrafish of the AB genetic background (30 females and 30 males, 6–9 months of age) were obtained from Amagen (Gif-sur-Yvette, France) and acclimated for 3 weeks in 30 L glass tanks containing synthetic soft water (CaCl2[2H2O] 42.49 mg/L, MgCl2[6H2O] 19.30 mg/L, MgSO4[7H2O] 24.65 mg/L, Na2CO3 0.78 mg/L, KCl 11.33 mg/L, and NaNO3 26.35 mg/L) and oxygenated by bubbling with air. The density was maintained to one fish per litre. Housing conditions were maintained through the acclimatization phase and during DU exposure to: 28 °C±1 °C, pH to 6.5±0.1 and under a day light cycle of 14 h/10 h (day/night). Fish were fed once a day with 24hpf Artemia salina nauplii (JBL, Herblay, France) and twice a day with standard fish flakes (Tetramin, Melle, Germany). Males and females were kept separated and crossed once a week during the 3 weeks of acclimatization. Fish were then exposed to 20 µg/L DU (UO2(NO3)2 – 6H2O, Sigma, Lezennes, France). DU concentration was checked several times per day by ICP-MS (7500Cx spectrometer, Agilent) in technical triplicates. The actual DU concentration in the tanks over the 10 days was 15.5±2.5 μg/L DU for the males and 17.4±3 μg/L for the females. After 6 days of exposure to DU, all males and all females were mated in clean water for 4 h. Adult fish were replaced in DU contaminated water after the mating for 4 more days (10 days in total). Embryos were grown in clean water for 4 days at 28 °C in incubators (TC series, Aqualytics). No death, behavioural differences or sign of suffering were observed in the DU-exposed fish group as compared to controls. Measurement of body mass and length didn’t reveal any difference between the exposed and control group. All fish were killed by immersion in ice cold water at the end of the experiment and tissue dissected under the binocular (Leica, France).

Extraction of total RNA

Total RNA was extracted with the Absolutely RNA Miniprep kit (Agilent) according to manufacturer's recommendations. Single adult tissue was used for the extraction. Pools of three larvae were used at the four-days stage and pools of 50 embryos at two-cells stage. RNA integrity was checked by loading about 100 ng total RNA on a RNA6000 Nanochip using an Agilent 2100 Bioanalyser (Agilent Technologies). Samples showed no sign of degradation (RNA index number>8).

Library preparation, quality control

Total RNA (1 µg) was subjected to two rounds of poly(A) RNA selection using poly-dT coated magnetic beads using the strand-oriented TruSeq mRNA kit v2 (Illumina) following manufacturer's protocol. First-strand cDNA synthesis was performed with the Superscript II (Thermo Fisher) using random hexamer primers, cDNA fragments subjected to end-repair, dA-tailing, and finally ligated to adapters. Libraries were amplified by 12 cycles of PCR. The quality and concentration of the sequencing libraries were checked on a DNA1000 chip (2100 Bioanalyser, Agilent Technologies), multiplexed at 8 pM and sequenced in the paired-end mode on a HiSeq. 1500 device (Illumina) to generate 2×51 or 2×70 bp paired-end reads (Table 1). Base calling was performed using RTA v.1.13 (Illumina). Bad quality reads were filtered out with trimgalore using the option –q 30 and –paired.

Data analysis

Mapping of filtered reads was performed on the Zv10 indexed genome generated with the exon-exon information from Ensembl (release 85) with RNA-STAR [3] using the options –alignIntronMax 1000000 –alignMatesGapMax 1000000 –alignIntronMin 20 –outFilterMultimapNmax 20 –outWigStrand Stranded –quantMode TranscriptomeSAM GeneCounts. Quantification and normalization of the mapped reads at the level of gene model were performed with DESeq. 2 [4]. Adjusted p-values (False Discovery Rate, FDR)<0.01 and fold-change>=±2 were used to detect significant differential gene expression. Gene Ontology (GO) analysis was performed with the R package TopGO using the Danio rerio annotations from Ensembl (release 85).

Ethic approval

All experiments were made in accordance with the French animal protection standards and were approved by the Animal User and Ethical Committee at the IRSN (committee 81).
Subject areaBiology
More specific subject areaBioinformatics and toxicogenomics
Type of dataFigures, tables
How data was acquiredHigh-throughput RNA sequencing
Data formatFiltered and analysed with statistical tests
Experimental factorsWild type versus exposed to depleted uranium
Experimental featuresComparison of the transcriptomic response from adult zebrafish tissues (brain, ovaries and testis) exposed to depleted uranium and their progeny (at two times of development) to their respective controls. Triplicates were used for each condition. Directional libraries were sequenced on Illumina HiSeq. 15000 in paired-end reads
Data source locationInstitut de Radioprotection et de Sureté Nucléaire (IRSN), PRP-ENV/SERIS/LECO, Cadarache, Saint-Paul-lez-Durance 13115, France.
Data accessibilityData are available with this article, and via NCBIs GEO accession number GEO:GSE96603http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE96603
  4 in total

1.  Epigenetic, histopathological and transcriptomic effects following exposure to depleted uranium in adult zebrafish and their progeny.

Authors:  Kewin Gombeau; Jean-Paul Bourdineaud; Jean-Luc Ravanat; Olivier Armant; Virginie Camilleri; Isabelle Cavalie; Magali Floriani; Christelle Adam-Guillermin
Journal:  Aquat Toxicol       Date:  2016-12-08       Impact factor: 4.964

2.  STAR: ultrafast universal RNA-seq aligner.

Authors:  Alexander Dobin; Carrie A Davis; Felix Schlesinger; Jorg Drenkow; Chris Zaleski; Sonali Jha; Philippe Batut; Mark Chaisson; Thomas R Gingeras
Journal:  Bioinformatics       Date:  2012-10-25       Impact factor: 6.937

3.  Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2.

Authors:  Michael I Love; Wolfgang Huber; Simon Anders
Journal:  Genome Biol       Date:  2014       Impact factor: 13.583

4.  Zebrafish exposure to environmentally relevant concentration of depleted uranium impairs progeny development at the molecular and histological levels.

Authors:  Olivier Armant; Kewin Gombeau; Sophia Murat El Houdigui; Magali Floriani; Virginie Camilleri; Isabelle Cavalie; Christelle Adam-Guillermin
Journal:  PLoS One       Date:  2017-05-22       Impact factor: 3.240

  4 in total

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