Silver nanoparticles cause toxicity in exposed organisms and are an environmental health concern. The mechanisms of silver nanoparticle toxicity, however, remain unclear. We examined the effects of exposure to silver in nano-, bulk-, and ionic forms on zebrafish embryos (Danio rerio) using a Next Generation Sequencing approach in an Illumina platform (High-Throughput SuperSAGE). Significant alterations in gene expression were found for all treatments and many of the gene pathways affected, most notably those associated with oxidative phosphorylation and protein synthesis, overlapped strongly between the three treatments indicating similar mechanisms of toxicity for the three forms of silver studied. Changes in oxidative phosphorylation indicated a down-regulation of this pathway at 24 h of exposure, but with a recovery at 48 h. This finding was consistent with a dose-dependent decrease in oxygen consumption at 24 h, but not at 48 h, following exposure to silver ions. Overall, our data provide support for the hypothesis that the toxicity caused by silver nanoparticles is principally associated with bioavailable silver ions in exposed zebrafish embryos. These findings are important in the evaluation of the risk that silver particles may pose to exposed vertebrate organisms.
Silver nanoparticles cause toxicity in exposed organisms and are an environmental health concern. The mechanisms of silver nanoparticle toxicity, however, remain unclear. We examined the effects of exposure to silver in nano-, bulk-, and ionic forms on zebrafish embryos (Danio rerio) using a Next Generation Sequencing approach in an Illumina platform (High-Throughput SuperSAGE). Significant alterations in gene expression were found for all treatments and many of the gene pathways affected, most notably those associated with oxidative phosphorylation and protein synthesis, overlapped strongly between the three treatments indicating similar mechanisms of toxicity for the three forms of silver studied. Changes in oxidative phosphorylation indicated a down-regulation of this pathway at 24 h of exposure, but with a recovery at 48 h. This finding was consistent with a dose-dependent decrease in oxygen consumption at 24 h, but not at 48 h, following exposure to silver ions. Overall, our data provide support for the hypothesis that the toxicity caused by silver nanoparticles is principally associated with bioavailable silver ions in exposed zebrafish embryos. These findings are important in the evaluation of the risk that silver particles may pose to exposed vertebrate organisms.
Nanoparticles are being
introduced, in some cases rapidly, into
the consumer market but there is a fundamental lack of knowledge on
their potential consequences for human and environmental health (reviewed
in refs (1 and 2)). The use of silver
nanoparticles (AgNP) has increased very significantly in recent years,
with a current total global production estimated at 500 tonnes per
year (reviewed in ref (1)). Very little empirical data are available on environmental levels
of AgNP but given their very significant production, it is likely
that AgNP are reaching the aquatic environment where they may impact
on living organisms, as either particulates and/or as dissolved silver
ions.The susceptibility of freshwater fish to the toxic effects
of exposure
to silver ions (Ag+) is well documented and acute toxicity
is associated predominantly with ionic Ag+ interactions
at the gills, where they inhibit basolateral Na+/K+-ATPase activity. Inhibition of this enzyme compromises Na+ and Cl– uptake and therefore osmoregulation.[3−6] The toxicity of this metal contaminant is affected by Ag speciation,
which in turn is affected by a number of parameters including ionic
composition and organic matter dissolved in the water. As a consequence
of the decreased bioavailability of Ag with increased ionic strength
of the water, fish inhabiting freshwater environments are more susceptible
to Ag toxicity compared with marine fish species (reviewed in ref (6)).A number of studies
investigating the toxicity of AgNP, in a range
of fish species, have provided evidence for concentration-dependent
toxicity (reviewed in ref (1)). AgNP have been shown to enter zebrafish embryos via the
chorion pore canals and were reported to be present in the brain,
heart, yolk and blood of developing zebrafish.[7,8] In
the study by Asharani and colleagues,[8] however,
exposures to AgNP were conducted at very high concentrations and the
particles had been stabilized with starch or BSA to prevent agglomeration.
The conditions adopted were likely to enhance uptake in those laboratory
exposures, but they may not reflect environmental reality. In juvenile
or adult fish, one of the main routes of uptake and toxicity for AgNP
appears to be via the gills, and adverse effects include on osmoregulation,
similar to that reported for ionic silver.[9,10] For
AgNP, the effect on Na+/K+-ATPase activity in
gills has been attributed to the dissolution of silver ions from the
particles, and/or to the presence of silver ions at the surface of
the AgNP.[9] AgNP have also been reported
to reduce the ability of fish to extract oxygen from the water during
progressive oxygen depletion,[11] without
causing morphological alterations on the gill.[9,11] The
mechanisms by which this specific effect of exposure to AgNP occurs
are unclear and may be due to damage of the gill surface caused by
the presence of particulate matter and/or local dissociation of Ag+ from the AgNP trapped in the mucus surrounding the gill membrane.
The biological processes affected by exposure to AgNP, reported across
a variety of organs, include induction of oxidative damage, alterations
to the regulation of enzymes responsible for free radical scavenging,
altered regulation of gene expression pathways involved in apoptosis,
and disrupted regulation of the cellular machinery involved in storing,
detoxification and metabolism of metals (such as metallothionein 2).[12−16]The objective of this study was to investigate the molecular
mechanisms
of toxicity of AgNP (10 nm) in comparison with a micrometer sized
counterpart (Ag Bulk, 0.6-1.6 μm) and with Ag+, using
a recently developed High-throughput (HT-)SuperSAGE approach on an
Illumina GA II platform[17] and zebrafish
(embryos) as a model organism. Our data demonstrated that most transcriptomic
alterations caused by exposure to AgNP and its ionic and bulk counterparts
were common across all treatments, supporting the hypothesis that
the toxicity of AgNP is principally associated with the toxicity of
Ag+ at the surface of the particles or dissolved in the
water. We also identified some gene changes unique to each treatment,
suggesting that there may also be some particle-specific effects.
Materials
and Methods
Characterization of the Silver Particles and Their Dissolution
Rates
Silver particles (designated as AgNP [10 nm], and Ag
Bulk [0.6–1.6 μm]) were purchased from Nanostructured
and Amorphous Materials Inc., Houston, TX and silver with 2% HNO3 was obtained from PerkinElmer Life and Analytical Sciences,
Shelton, CT. Further details on the characterization of these particles
and their dissolution in exposure water can be found in ref (13) and in the Supporting Information (SI).
Fish Source,
Culture, and Husbandry
Adult zebrafish
(wild-type WIK strain, originally from the Max Planck Institute, Tubingen,
Germany) for the provision of embryos were kept in aquaria at the
University of Exeter in 140 L mixed-sex stock tanks, as described
in ref (18). Fish were
allowed to breed naturally and eggs were collected in glass egg chambers,
approximately 1 h postfertilization (hpf). Eggs were then cleaned
and unfertilized embryos were removed prior to the exposures.
Embryo
Exposures to AgNP, Ag Bulk and Ag+ for Global
Gene Expression Analysis
Stock solutions for AgNP, Ag Bulk
and silver nitrate were made up in ultrapure water, and sonicated
for 1 h to ensure dispersal of the particles. Exposures were conducted
in glass chambers, at 28 ± 1 °C with a 12 h light:dark photoperiod.
Immediately prior to the start of the exposures, glass chambers received
400 mL artificial water, prepared according to the ISO 7346–3:1996
guideline,[19] containing 5 μg/L of
10 nm AgNP, 5 μg/L of Ag Bulk or 0.25 μg/L of silver nitrate.
A control chamber was set up containing water alone. These exposure
concentrations were well below those causing overt toxicity, based
on the mortality curves for the various forms of silver obtained under
the same experimental conditions in our laboratory (see SI Figure S1). The dosing of Ag Bulk was chosen
to be the same as that for the AgNP (in terms of mass), to allow us
to test whether the size of the particles was a determinant of the
effects seen. An exposure to silver nitrate at 0.25 μg/L was
included to provide a likely worst case scenario for the highest dissolution
of Ag+ for the AgNP and Ag Bulk exposures in the adopted
exposure conditions, based on data from the literature suggesting
that dissolution of AgNP is variable but below 5% (Osborne et al 2012
reported this to vary between 0.1 and 2% in zebrafish embryo culture
water (20)). Our own experiments (see SI) suggest that dissolution rates for AgNP and
Ag Bulk under our experimental conditions were 0.27% ± 0.15%
and 0.27% ± 0.07%, respectively. Exposures were initiated at
4 hpf and 585 ± 99 eggs were deployed into each treatment chamber.
Unfertilized eggs were identified by visual inspection using light
microscopy (Kyowa Optical SDZ PL, Kyowa Optical, Japan) and removed
from the exposure chamber (22.8% of the total number of eggs were
unfertilized). Solutions were replaced every 12 h during the exposure
period, and dead embryos were removed at the times of replacement
of the exposure water. At 24 h and 48 h, three pools of 50 embryos
were removed from each of the exposure tanks, immediately frozen in
liquid nitrogen and stored at −80 °C for analysis of gene
expression. The experiment was terminated at 48 hpf.
Embryo Exposures
for Investigations into the Effects of Ag+ on Oxygen Consumption
in Zebrafish Embryos
In order
to verify the biological significance of the effect of all treatments
on the oxidative phosphorylation pathway, we designed a study to evaluate
the effects of exposure to a series of doses of Ag+ on
embryo oxygen consumption. Zebrafish embryos were exposed to a range
of concentrations of Ag+ to include those expected to be
present in the water following exposure to AgNP, Ag Bulk and Ag+ (0, 0.031, 0.062, 0.125, 0.250, 0.500, 1, and 5 μg
Ag+/L). Exposures were initiated at 4 hpf and maintained
for 48 h, and the average oxygen consumption per embryo was determined
for two 24 h periods (0–24 h and 24–48 h from the onset
of the exposure). The full description of the methodology adopted
for these procedures is given in the SI.
RNA Isolation and HT-SuperSAGE Library Construction
RNA
extraction was conducted on each pool of 50 embryos using the
RNAeasy kit, according to the manufacturer’s instructions (Qiagen,
UK). The quality and concentration of the resulting RNA were determined
using a NanoDrop ND-1000 Spectrophotometer (NanoDrop Technologies,
Wilmington, DE), and an Agilent Bioanalyser 2100 (Agilent Technologies,
Inc., Santa Clara, CA). HT-SuperSAGE was conducted according to previously
described methods[17] and libraries were
sequenced using an Illumina Genome Analyzer (GA) II platform. Further
details are given in the SI.
Sequence Tag Preprocessing
In total,
over 16.9 million
36-bp sequences were obtained and processed, using the SuperSAGE data
analysis procedure presented in Figure 1. A
selection of tools from the FAST-Toolkit (http://hannonlab.cshl.edu/fastx_toolkit/) and our own custom Perl scripts were used, running under the NEBC
Bio-Linux environment.[21] The FASTQ/A Barcode
splitter (FASTX-Toolkit) was used to separate the samples from each
lane based on the 4 base barcodes. The barcodes were removed from
the sequences using the FASTQ/A trimmer (FASTX-Toolkit), before converting
the sequences to FASTA format using FASTQ-to-FASTA (FASTX-Toolkit).
A Perl script (SI, File S1) was used to
remove all remaining adapter sequences after the last occurrence of
CATG (NlaIII restriction site, used for sequence
tag preparation) in each of the sequences. FASTX_collapser (FASTX-Toolkit)
was used to collapse the sequences and calculate the frequency of
unique sequence tags (unitags) in each library.
Figure 1
Flow diagram of the processing
and annotation of the sequence tags.
Flow diagram of the processing
and annotation of the sequence tags.
Sequence Tag Mapping and Statistical Analyses
Unitags
were mapped to all available zebrafish genes (28 491 genes)
in Ensembl Zv9 (release 60; (22)) using Bowtie,[23] with no mismatches allowed. Counts of unitags
that mapped to the same gene were summed and unitags that aligned
with more than one gene were removed from the data set using the Perl
scripts provided in SI File S2. For each
treatment, the counts of unitags representing each (unique) gene were
normalized to 1 million tags. Fold changes (FC) were determined for
each gene by dividing the number of tags in the normalized silver
treatment libraries by the number of tags in the normalized control
libraries. FC values less than 1 (down-regulated genes) were transformed
using the following formula: −1/FC, in order to center the
fold change values around 0. Differences in gene expression between
the silver treatments and the controls were determined using DiscoverySpace
4.0,[24] which implements the Audic-Claverie
significance test to account for differences in sample size[25] and P values were adjusted using a false discovery
rate correction.[26] Genes that were found
to be significantly altered as a result of the silver treatments (adjusted P < 0.05) were further investigated. In order to visualize
differences and similarities in gene expression between each of the
silver treatments and the controls, scatter plots were produced using
DiscoverySpace and correlation analysis (Pearson’s) was performed
using Sigmaplot 11 (Systat Software UK Ltd.).
Functional Annotation of
Differentially Expressed Genes
Functional annotation analysis
was performed on the lists of differentially
expressed genes (adjusted P < 0.05) for each treatment
using the Database for Annotation, Visualization and Integrated Discovery
(DAVID v6.7;[27,28]) and using all genes that were
found to be expressed in zebrafish embryos at 24 hpf (12 939
genes) or 48 hpf (13 584 genes), respectively, as background.
Gene Ontologies (GO) for Biological Processes, Cellular Components
and Molecular Function were considered significantly enriched when P < 0.05.
Pathway Analysis
Pathway analysis
was conducted through
the use of Ingenuity Pathways Analysis (IPA; Ingenuity Systems, http://www.ingenuity.com), based on the lists of differentially
expressed genes (adjusted P < 0.05) for each of
the treatments. Enrichment of Canonical pathways was determined using
the IPA library of canonical pathways, with a P value cutoff of 0.05
(adjusted for multiple testing using the Fisher’s Exact Test).
Similarly, enriched KEGG pathways were determined using the lists
of differentially expressed genes (adjusted P <
0.05) and all expressed genes at 24 hpf and 48 hpf, respectively,
as background using DAVID.
Other Statistical Analysis
Statistical
analysis of
the data for embryo survival and oxygen consumption were conducted
within SigmaPlot 11 (Systat Software UK Ltd.). Changes in embryo survival
caused by exposure to AgNP, Ag Bulk or Ag+ during the exposure
experiments for molecular analysis were analyzed using Chi-square
tests. Relationships between the concentration of Ag+ and
oxygen consumption were investigated using regression analysis. Differences
between treatment groups were determined using one way analysis of
variance (ANOVA), followed by an all pair-wise multiple comparison
procedure (Student–Newman–Keuls Method). For these tests,
data were considered to be significant when P <
0.05.
Data Deposition
The raw reads and processed unitag
frequency tables for each of the HT-SuperSAGE libraries have been
deposited in NCBI’s Gene Expression Omnibus[29] and are accessible through GEO Series accession number
GSE38125. (http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE38125).
Results and Discussion
Embryo Mortality
Embryo mortality
during the course
of the exposures for generation of embryo samples for molecular analysis
was 4.6 ± 2.5%, which falls within that expected for zebrafish
and within the guidelines for OECD standardized testing guidelines.[30] There were no differences in embryo mortality
rates between treatment groups (P = 0.213), confirming
that all exposures were conducted at concentrations below those causing
any overt toxicity.
HT-SuperSAGE Data Analysis
The number
of sequences
obtained for each library ranged from 1.2 million (48 hpf AgNP) to
2.2 million (24 hpf AgNP) and the abundance distributions of these
sequence tags were generally consistent between all libraries (SI Table S1). In total, 13 680 994
sequences were taken further for analysis and these were represented
by 606 259 unique sequence tags (unitags). In total 99 683
unitags mapped to zebrafish genes, with 77 821 of these mapping
to unique genes only (7 690 269 counts in total) and
representing 14 793 genes (Figure 1).
This is consistent with previous studies that reported a similar number
of expressed genes in embryos at similar stages of development using
zebrafish Affymetrix microarrays (ArrayExpress database [http://www.ebi.ac.uk/arrayexpress/]; Experiment ID: E-TABM-33) or RNA-Seq.[31] Approximately 80% of the genes were represented by more than one
unitag (see SI Figure S2), consistent with
other studies that are based on SAGE methods, which is likely the
result of incomplete NlaIII digestion during the
library preparations, alternative polyadenylation and/or alternative
splicing sites.[32−34]Statistical analysis of the gene expression
data identified genes differentially expressed between the different
treatments and the control, for both 24 hpf and 48 hpf (summarized
in SI File S3). A visual representation
of the expression profiles of each treatment group compared to the
respective control is presented in SI Figure
S3. There was a strong correlation between the levels of expression
of genes in the controls compared with those in each treatment group
(r > 0.937). The number of differentially expressed
genes per treatment group, and the overlap between the differentially
expressed genes for each treatment were consistent across all treatments,
at both 24 h and 48 h of exposure (with the exception of the treatment
24 h Ag+; which showed a greater proportion of differentially
expressed genes; Figures 2a, b, and c). A heatmap
of the differentially expressed genes across the various silver treatment
libraries is shown in SI Figure S4, and
demonstrates the consistency in gene expression across all treatments.
The condition tree highlights the differences in gene expression profiles
for the differentially expressed genes between the 24 h Ag+ compared to all other treatments and between embryos collected at
24 hpf and 48 hpf.
Figure 2
Differentially expressed genes in silver-treated zebrafish
embryos.
(a). The number of differentially expressed genes (adjusted P values <0.05) as a result of the various silver treatments
(AgNP, Ag bulk and Ag+) compared to the controls. Percentages
of up- and down-regulated genes for each of the silver treatments
are indicated on the bars. (b, c). Venn-diagram showing the overlap
between sets of differentially expressed genes obtained for each of
the silver treatment libraries after 24 (b) and 48 (c) hours of exposure.
Differentially expressed genes in silver-treated zebrafish
embryos.
(a). The number of differentially expressed genes (adjusted P values <0.05) as a result of the various silver treatments
(AgNP, Ag bulk and Ag+) compared to the controls. Percentages
of up- and down-regulated genes for each of the silver treatments
are indicated on the bars. (b, c). Venn-diagram showing the overlap
between sets of differentially expressed genes obtained for each of
the silver treatment libraries after 24 (b) and 48 (c) hours of exposure.Some of the differentially expressed
genes were found to be specific
to each of the different treatments (AgNP – 13 genes; Ag bulk
−1 gene; Ag+ - 32 genes), reflecting gene responses
distinct to the different treatment (SI Table S2). Distinct genes were found to be differentially expressed
at both time points for any one treatment and not present in the list
of differentially expressed genes for the other treatments at any
time point.
Commonalities in the Effects of Exposure
to AgNP, Ag Bulk and
Ionic Ag on Embryonic Gene Expression Profiles
We explored
the biological significance of the changes in gene expression caused
by exposure to AgNP, Ag Bulk and Ag+ in 24 hpf and 48 hpf
embryos by determining the enrichment in GO terms and canonical pathways
using DAVID and IPA. Analyses were conducted based on differentially
expressed genes, including all up- and down-regulated genes, to obtain
a global overview of the biological effects of the three distinct
treatments (Figure 3, SI Figure S5 and File S5). The most significantly over-represented
GO terms and KEGG pathways (ribosome and oxidative phosphorylation)
were common to all three treatments within each time of sampling,
demonstrating a very significant overlap in the mechanisms of toxicity
of the three forms or silver considered in this study. Based on this
overlap, it seems likely that the toxicity of AgNP and Ag Bulk to
zebrafish embryos is predominantly associated with the toxicity of
free Ag+.
Figure 3
KEGG pathways over-represented in differentially expressed
gene
lists following exposure of zebrafish embryos to silver. Over-representation
analysis was conducted for gene lists differentially expressed between
each treatment and its control (adjusted P values
<0.05), after 24 and 48 h of exposure, using the list of all expressed
genes as a background, within DAVID. The full data set for KEGG pathway
over-representation is presented in SI,
File S5.
KEGG pathways over-represented in differentially expressed
gene
lists following exposure of zebrafish embryos to silver. Over-representation
analysis was conducted for gene lists differentially expressed between
each treatment and its control (adjusted P values
<0.05), after 24 and 48 h of exposure, using the list of all expressed
genes as a background, within DAVID. The full data set for KEGG pathway
over-representation is presented in SI,
File S5.The dissolution rates of AgNP
and Ag Bulk in our experiments were
0.27% ± 0.15% and 0.27% ± 0.07%, respectively. Parallel
studies in our laboratory, investigating the dissolution rates for
AgNP and bulk silver in embryo culture water, have found them to vary
between 0.1 and 2% over a 48 h period.[20] Furthermore, very recently published data suggest that some silver
particles (41.6 ± 9.1 nm AgNPs at a concentration of 0.2 nM)
can penetrate the chorion through diffusion via the chorion canals[35] and that once inside the chorion, the dissolution
rate can be much higher compared to that observed in the exposure
water.[35] Consequently, the amount of bioavailable
Ag+ in the AgNP and Ag Bulk treatments would likely be
sufficient to cause most of the changes in gene expression observed.
For many of the genes significantly affected in all the exposures,
the changes were more pronounced (in terms of fold-change) for the
exposure to Ag+ compared with those observed for AgNP and
Ag Bulk, and this is likely to be associated, at least in part, with
the bioavailability of silver ions in each treatment. However, the
pathways affected (as assessed by the analysis of GO and KEGG pathway
enrichment (Figure 3, SI Figure S5 and File S5)) remained common across all treatments. These
changes are consistent with previous literature reporting effects
of exposure to Ag (ions or nanoparticles) on several biological processes
across a series of model organisms.[9,36]The
most significantly enriched GO terms for all treatments, both
at 24 and 48 hpf were ribosome, translation and structural constituents
of ribosome, for cellular components, molecular functions and biological
processes, respectively. Concurrently, the most enriched KEGG pathway
was ribosome (Figure 3 and SI File S5). These results align well with previous literature
that report disruption to protein biosynthesis pathways in a range
of organisms following exposure to AgNP and Ag+.[37,38] Some of the most pronounced changes were observed for ribosomal
proteins. For example, rpl10a was down-regulated
by 5.6, 3.4 and 5.6-fold (24 h), and rpl18a down-regulated
by 12.2, 1.2 and 9.7-fold (48 h), following exposure to AgNP, Ag Bulk,
and Ag+, respectively. Expression of several genes encoding
components of the ubiquitin proteasome system were also altered across
all treatments, (at 24 and 48 h), indicating that protein degradation
pathways were also altered by the treatments (SI File S3).Oxidative phosphorylation was affected
consistently by the exposure
to AgNP, Ag Bulk, and Ag+ at both time points analyzed
(Figure 3). This is a complex pathway that
plays a key role in ATP generation in aerobic organisms, and is comprised
of a series of five complexes and other associated molecules that
act in concert within the mitochondrial inner membrane. The gene expression
profiles following 24 h of exposure to all forms of Ag showed a down-regulation
of many of the genes encoding for complex I, II, III and IV (Figure 4 and SI File S6). Within
the complexes some genes were up-regulated whereas others were down-regulated,
in particular for complex I (for Ag+ and Ag Bulk). This
complex is comprised of a large number of genes that form 14 central
and 32 accessory subunits, encoded by both the mitochondrial and the
nuclear genome, and that associate into three functional modules,
that oxidize NADH, reduce quinone and pump protons across the membrane
(reviewed in ref (39)). Our data may reflect a differential regulation of the various
subunits and/or a differential regulation of the various functions
of complex I. Overall, following 24 h of exposure to all Ag treatments,
the gene expression data indicated a down-regulation of all complexes
involved in oxidative phosphorylation, possibly with the exception
of complex I for Ag Bulk (Figure 4 and SI File S6). This effect is consistent with previously
reported observations reporting a down-regulation of this pathway
following Ag exposure in a human cell line, using biochemical methods.[40] The degree to which these genes were regulated
between the various treatments was consistent with predicted differences
in the concentrations of bioavailable Ag+, which were expected
to be highest for Ag+, followed by AgNP and lowest for
Ag Bulk.
Figure 4
Effects of the silver treatments on transcription of genes belonging
to the mitochondrial dysfunction pathway. Shades of green and red
represent down-regulation and up-regulation of target genes, respectively.
(a) Effects of exposure to AgNP for 24 h on the mitochondrial dysfunction
pathway. (b) Summary of the effects of exposure to all treatments
on the mitochondrial dysfunction pathway for 24 h and 48 h. Numbers
in the table represent fold-change compared to the time-matched control.
Illustrations of the mitochondrial dysfunction and oxidative phosphorylation
pathways for all six treatments are presented in SI, File S6. Pathways were generated through the use of Ingenuity
Pathways Analysis (Ingenuity Systems, www.ingenuity.com).
Effects of the silver treatments on transcription of genes belonging
to the mitochondrial dysfunction pathway. Shades of green and red
represent down-regulation and up-regulation of target genes, respectively.
(a) Effects of exposure to AgNP for 24 h on the mitochondrial dysfunction
pathway. (b) Summary of the effects of exposure to all treatments
on the mitochondrial dysfunction pathway for 24 h and 48 h. Numbers
in the table represent fold-change compared to the time-matched control.
Illustrations of the mitochondrial dysfunction and oxidative phosphorylation
pathways for all six treatments are presented in SI, File S6. Pathways were generated through the use of Ingenuity
Pathways Analysis (Ingenuity Systems, www.ingenuity.com).Data for embryos analyzed following
48 h of exposure to all Ag
treatments similarly showed significant alterations in the expression
of genes encoding for proteins belonging to all complexes of the oxidative
phosphorylation pathway. When taken together, the changes in gene
expression suggest an up-regulation of these complexes, consistent
with a recovery of the activity in this pathway, during the 24–48
h period, in exposed embryos (Figure 4 and SI File S5).
Quantifying Effects of
Ag+ on Embryo Metabolism
The changes in gene expression
for constituents of the oxidative
phosphorylation pathway suggested that Ag may cause a down-regulation
in metabolic rates and ATP synthesis during the first 24 h of exposure,
with a subsequent recovery from this effect at 48 h for all treatments.
To further investigate the feasibility of this hypothesis, we conducted
an experiment to investigate the effects of Ag+ on the
metabolic activity, measuring oxygen consumption as a proxy for aerobic
respiration of exposed embryos. Our data demonstrated that Ag+ caused a decrease in oxygen consumption during the first
24 h of exposure (r = −0.469; P < 0.001; Figure 5), with significant decreases
in oxygen consumption in embryos exposed to 0.125, 0.5, and 5 μg
Ag+/L compared with those exposed to 0.031 μg Ag+/L, and 5 μg Ag+/L compared to the controls
during the first 24 h of exposure (One Way ANOVA followed by Student–Newman–Keuls
Method; Figure 5a). This effect of Ag+ on embryo oxygen consumption was no longer apparent for the second
24 h period (between 24 and 48 h of exposure (r =
−0.114; P = 0.467; Figure 5b), supporting the inhibitory effects of Ag+ on
oxidative phosphorylation (and associated decrease in oxygen consumption)
during the first 24 h of exposure and subsequent recovery by 48 h.
Together, these data support previous studies that have reported inhibition
of oxidative phosphorylation following exposure to silver nanoparticles
and silver ions in a range of mammalian model systems.[40−43] Importantly, our data suggest that zebrafish embryos have the capacity
to deploy compensatory mechanisms at concentrations of Ag below those
causing overt toxicity.
Figure 5
Oxygen consumption rates of zebrafish embryos
exposed to silver
ions. Groups of 5 embryos were exposed to seven concentrations of
silver ions (0–5 μg/L) in isolated glass vials, and the
oxygen consumption was measured for 0–24h (A) and 24–48
h (B) exposure periods (n = six groups of five embryos
per treatment). Average oxygen consumptions for individual embryos
are presented. There was a significant effect of the exposure to silver
ions for the 0–24 h, but not for the 24–48 h exposure
periods (One Way ANOVA, P < 0.001, followed by
an all pairwise comparison between the groups using the Student–Newman–Keuls
Method, P < 0.05). Letters above the box plots
represent statistical significance, with treatments with different
letters being significantly different from each other.
Oxygen consumption rates of zebrafish embryos
exposed to silver
ions. Groups of 5 embryos were exposed to seven concentrations of
silver ions (0–5 μg/L) in isolated glass vials, and the
oxygen consumption was measured for 0–24h (A) and 24–48
h (B) exposure periods (n = six groups of five embryos
per treatment). Average oxygen consumptions for individual embryos
are presented. There was a significant effect of the exposure to silver
ions for the 0–24 h, but not for the 24–48 h exposure
periods (One Way ANOVA, P < 0.001, followed by
an all pairwise comparison between the groups using the Student–Newman–Keuls
Method, P < 0.05). Letters above the box plots
represent statistical significance, with treatments with different
letters being significantly different from each other.The mechanisms by which exposure to Ag caused the
observed changes
in the oxidative phosphorylation pathway are difficult to ascertain.
Recent evidence from mammalian studies has shown that pyruvate kinase,
M2 (PKM2) that catalyzes the rate limiting ATP producing step of glycolysis,
plays a key role in maintaining cellular redox homeostasis in cancer
cells.[44] This enzyme is specifically oxidized
by H2O2, resulting in a decrease of its activity,
decreased pyruvate formation and increased flux of glycolytic metabolites
into the pentose phosphate pathway. This pathway produces reduced
NADPH, a crucial source of reducing equivalents for fatty acid synthesis
and for the glutathione, peroxiredoxin and thioredoxin systems, which
play a key role in the detoxification of reactive oxygen species (ROS),
providing cancer cells with a protective mechanism from intracellular
ROS (reviewed in ref (45)). In contrast, normal mammalian cells express another pyruvate kinase
isoform (PKM1), which is not susceptible to oxidation by hydrogen
peroxide. Interestingly, we did not see expression of this later isoform
in either 24 h or 48 h embryos. Instead, zebrafish embryos expressed
two forms of the H2O2 sensitive isoform (pkm2a and pkmb2). The principal form of
Pkm measured was pkm2a (the average counts per million
in our data set were 226.0 ± 14.0 for embryos analyzed at 24
h and 565.5 ± 25.4 for embryos analyzed at 48 h). pkm2b was also expressed, but at much lower levels (0.9 ± 0.6 for
24 h embryos and 40.4 ± 8.4 for 48 h embryos). The fact that
both the expressed forms of pkm in zebrafish are
homologues to the humanH2O2 sensitive form
suggest that if the intracellular levels of H2O2 increase, zebrafish embryos may have the capacity to partially switch
to the pentose phosphate pathway, as a mechanism of response to ROS.
Increase in ROS is likely to occur during exposure to Ag, as demonstrated
by the increase of gene markers for oxidative stress in our study,
and in a number of other studies.[46]One of the most significant changes in gene expression across the
treatments was for alcohol dehydrogenase class-3 (adh5), which was 70.5, 7.1, and 125.0 fold up-regulated following exposure
to AgNP, Ag Bulk, and Ag+, respectively, at 24 h. Similarly,
after 48 h of exposure, adh5 was up-regulated by
151.0, 22.8, and 50.5, as a result of exposure to AgNP, Ag Bulk, and
Ag+, respectively. Alcohol dehydrogenases (ADH) metabolize
ethanol and other alcohols and aldehydes. In mammals, there are several
classes of ADH, and class I ADH are responsible for the metabolism
of ethanol and other small chain alcohols. Class II ADH enzymes preferentially
metabolize larger alcohols and aldehydes (reviewed in ref (47)). In the zebrafish, enzymes
structurally and functionally similar to the mammalian ADHs have been
identified. However, the affinity of these enzymes to alcohols appears
to be less specialized than that for mammalian enzymes[48,49] but the affinity of each enzyme for the various alcohols has not
been studied in detail. In addition to their role in alcohol metabolism,
ADHs also convert NAD+ to NADH, and this may act as a compensatory
mechanism for potential reduction in NADH resulting from the inhibition
of the Pkm. The significance of the very pronounced increase in adh5 following exposure to all three forms of Ag is, therefore,
difficult to ascertain. We hypothesize that this could be associated
with the effects of all treatments on the oxidative phosphorylation
pathway that may have resulted in a shift toward anaerobic metabolism,
with increased accumulation of alcohol within the cells, and detoxification
by Adh5.
Specific Effects of Exposure to AgNP, Ag Bulk and Ionic Ag on
Embryonic Gene Expression Profiles
Analyses for differentially
expressed genes across the different treatments and consistent over
time (to investigate for possible particle related effects) identified
1 gene for Ag Bulk, 13 genes for the AgNP treatment and 32 genes for
the Ag+ treatment, respectively (SI Table S2). These differences, however, would appear to be relative
to the proportion of biologically available Ag+ in the
different treatments and may not only indicate unique mechanisms associated
with each treatment but also be a function of the level of bioavailable
Ag+.Considering the uniquely expressed genes in
the different treatments, for Ag Bulk, ETS translocation variant 5
(etv5a) was 1.4 and 1.5-fold down-regulated at 24
h and 48 h, respectively. This gene is involved in the cellular response
to oxidative stress (GO:0034599) and in the regulation of transcription,
DNA-dependent (GO:00063550).We identified 13 genes that were
specific to AgNP. Among these
genes, cryptochrome 1a (cry1a) was strongly down-regulated
both at 24 and 48 h of exposure (6.3 and 4.3 fold down-regulated,
respectively). This gene acts as a potent repressor of clock function
and mimics the effect of constant light to “stop” the
circadian oscillator, and is induced by light.[50] This finding suggests that the light availability to embryos
exposed to AgNP differed from that available to embryos in other treatments.
Despite the fact that we tested relatively low concentrations of AgNP,
it is possible that the suspended nanoparticles, and/or nanoparticles
at the surface of the embryo, were acting as a barrier to light, and
may have resulted in a difference in light availability to the embryos
incubated in the AgNP treatment. Other genes responsive to AgNP alone
included the proteasome subunit beta type-1 (psmb1), a gene involved in protein catabolism (1.2- fold down-regulated
following 24h of exposure and 1.3-fold up-regulated at 48 h of exposure)
and ribosomal protein S6 modification-like protein B (zgc:92164; 1.7-fold and 1.5- fold up-regulated at 24 h and 48 h, respectively).
Together, these changes, although small in magnitude, indicate that
the protein turnover in the AgNP treatment may be increased compared
to the other treatments (in particular to Ag Bulk), suggesting that
the potential damage caused by ROS on cellular proteins is compensated
through degradation and synthesis of new proteins.We identified
32 genes that were specific to the Ag+ treatment. The genes
present in this list belong to gene ontologies
that overlap with those over-represented among the genes affected
by the other treatments (including oxidative phosphorylation and generation
of precursor metabolites and energy). Genes regulated included Cyclic
AMP-dependent transcription factor ATF-4 (atf4b1;
2.3 and 2-fold down-regulated at 24 h and 48 h, respectively); a gene
involved in gluconeogenesis and regulation of transcription and probable
ATP-dependent RNA helicase DDX56 (ddx56; 4.3 and
4.6-fold down-regulated at 24 h and 48 h, respectively), a gene involved
in ribosome biogenesis. This adds to the evidence that the genes unique
to this treatment reflect responses to higher levels of biologically
available Ag+ associated with this treatment.To
summarize, we have applied sequencing-based transcription-profiling
to investigate the mechanisms of toxicity of AgNP, compared to its
ionic and bulk counterparts, in exposed zebrafish embryos, and provide
mechanistic evidence for the hypothesis that the toxicity of AgNP
is principally associated with the presence of bioavailable Ag+. All Ag treatments resulted in an inhibition of the oxidative
phosphorylation pathway at 24 h of exposure, potentially due to the
increase in ROS within mitochondria. Unique gene responses in the
different treatments also supported that differences for responses
in the transcriptome could be caused by the differences in bioavailability
in Ag+ between the treatments. However, a gene response
unique to AgNP was identified that may have resulted from alterations
in light availability to the developing embryos, demonstrating that
not all changes in gene expression observed can be explained by the
effects of Ag+ alone, and that particle-associated effects
may also contribute to the toxicity of AgNP.Our work suggests
that the predominant adverse effects of AgNP
appear to be associated with the toxicity of Ag+. We would
suggest that the risk assessments for AgNP should have a strong focus
on understanding the bioavailability of Ag+ originating
from AgNP, and the toxicology of Ag+, to establish what
the levels of exposure and health consequences are likely to be in
vulnerable environmental compartments.
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