Subscriber access provided by Binghamton University | Libraries
Article
Larval red drum (Sciaenops ocellatus) sublethal exposure to weathered Deepwater Horizon crude oil: Developmental and transcriptomic consequences Elvis Genbo Xu, Alexis Khursigara, Jason Magnuson, Edward Starr Hazard, Gary T Hardiman, Andrew Esbaugh, Aaron P. Roberts, and Daniel Schlenk Environ. Sci. Technol., Just Accepted Manuscript • DOI: 10.1021/acs.est.7b02037 • Publication Date (Web): 02 Aug 2017 Downloaded from http://pubs.acs.org on August 3, 2017
Just Accepted “Just Accepted” manuscripts have been peer-reviewed and accepted for publication. They are posted online prior to technical editing, formatting for publication and author proofing. The American Chemical Society provides “Just Accepted” as a free service to the research community to expedite the dissemination of scientific material as soon as possible after acceptance. “Just Accepted” manuscripts appear in full in PDF format accompanied by an HTML abstract. “Just Accepted” manuscripts have been fully peer reviewed, but should not be considered the official version of record. They are accessible to all readers and citable by the Digital Object Identifier (DOI®). “Just Accepted” is an optional service offered to authors. Therefore, the “Just Accepted” Web site may not include all articles that will be published in the journal. After a manuscript is technically edited and formatted, it will be removed from the “Just Accepted” Web site and published as an ASAP article. Note that technical editing may introduce minor changes to the manuscript text and/or graphics which could affect content, and all legal disclaimers and ethical guidelines that apply to the journal pertain. ACS cannot be held responsible for errors or consequences arising from the use of information contained in these “Just Accepted” manuscripts.
Environmental Science & Technology is published by the American Chemical Society. 1155 Sixteenth Street N.W., Washington, DC 20036 Published by American Chemical Society. Copyright © American Chemical Society. However, no copyright claim is made to original U.S. Government works, or works produced by employees of any Commonwealth realm Crown government in the course of their duties.
Page 1 of 37
Environmental Science & Technology
1
Larval red drum (Sciaenops ocellatus) sublethal exposure to weathered Deepwater Horizon
2
crude oil: Developmental and transcriptomic consequences
3
Elvis Genbo Xu1*, Alex J. Khursigara2, Jason Magnuson3, E. Starr Hazard4,5, Gary Hardiman5,6,
4
Andrew J. Esbaugh2, Aaron. P. Roberts3, Daniel Schlenk1
5
6
1
Department of Environmental Sciences, University of California, Riverside, CA 92521
7
2
Marine Science Institute, University of Texas at Austin, TX 78373
8 9 10 11 12 13 14
3
Department of Biological Sciences & Advanced Environmental Research Institute, University of North Texas, TX 76203 4
Center for Genomics Medicine, Medical University of South Carolina, Charleston, SC 29403
5
Computational Biology Resource Center, Medical University of South Carolina, Charleston, SC 29403 6
Departments of Medicine & Public Health Sciences, Medical University of South Carolina, Charleston, SC 29403
15
16
*Corresponding author
17
Corresponding author: Elvis Genbo Xu
18
Corresponding email:
[email protected] 19
Corresponding address: Department of Environment Sciences, University of California,
20
Riverside, CA 92521, USA
21
Corresponding Tel.: 1-951-313-7643
22
Fax No. 1-951-827-3993 1 ACS Paragon Plus Environment
Environmental Science & Technology
23
24
Abstract
25
The Deepwater Horizon (DWH) incident resulted in extensive oiling of the pelagic zone and
26
shoreline habitats of many commercially important fish species. Exposure to water
27
accommodated fraction (WAF) of oil from the spill causes developmental toxicity through
28
cardiac defects in pelagic fish species. However, few studies have evaluated the effects of the oil
29
on near-shore estuarine fish species such as red drum (Sciaenops ocellatus). Following exposure
30
to a certified weathered slick oil (4.74 µg/L ∑PAH50) from the DWH event, significant sub-
31
lethal impacts were observed ranging from impaired nervous system development (average 17%
32
and 22% reduction of brain and eye area at 48 hpf, respectively) to abnormal cardiac morphology
33
(100% incidence at 24, 48 and 72 hpf) in red drum larvae. Consistent with the phenotypic
34
responses, significantly differentially expressed transcripts, enriched gene ontology, and altered
35
functions and canonical pathways predicted adverse outcomes in nervous and cardiovascular
36
systems, with more pronounced changes at later larval stages. Our study demonstrated that the
37
WAF of weathered slick oil of DWH caused morphological abnormalities predicted by a suite of
38
advanced bioinformatic tools in early developing red drum, and provided also the basis for a
39
better understanding of molecular mechanisms of crude oil toxicity in fish.
40 41 42 43 44 45 46 47 48
2 ACS Paragon Plus Environment
Page 2 of 37
Page 3 of 37
Environmental Science & Technology
49 50 51
52 53 54 55 56 57 58 59
Table of Contents (TOC) Art
Introduction The Deepwater Horizon (DWH) incident in 2010 was the largest marine oil spill in U.S. history,
60
resulting in the release of approximately 700 million liters of crude oil, and extensively oiling the
61
pelagic zone and shoreline habitats.1 Previous studies have investigated the developmental
62
toxicity of crude oil to different fish and identified a variety of abnormalities in cardiac function,
63
formation of the craniofacial skeleton, nervous system as well as reduced swimming
64
performance.2-9 Most of the previous studies were performed on pelagic species, but little is
65
known about the effects on local fast-developing estuarine fish species such as red drum
66
(Sciaenops ocellatus). The red drum inhabits the Southern Atlantic and Gulf of Mexico coasts, 3 ACS Paragon Plus Environment
Environmental Science & Technology
67
and generally spend their initial first 3-4 years within estuarine and nearshore waters.
68
Importantly, this species is a highly valued recreational species in Gulf of the Mexico, which
69
represents significant economic importance for Gulf coast communities.10 Red drum develops
70
faster than many of the studied pelagic species and other estuarine species,6,8 which may enhance
71
susceptibility to the developmental impacts of oil. Unlike mahi-mahi (Coryphaena hippurus),
72
red drum embryos were less sensitive to naturally weathered oil than oil directly obtained from
73
source well.11 Consequently, further investigation on molecular events and pathways responsible
74
for developmental toxicity is essential to understand different mechanisms of crude oil toxicity to
75
the different fish species.
76
The morphological and functional impacts of crude oil on fish embryonic development have
77
been intensively investigated. However, molecular initiating events preceding these defects are
78
not well understood.2,5-7,9 Studies in scombrid fish species have indicated inhibition of plasma
79
membrane potassium ion channels and intracellular calcium transporters in cardiac myocytes.12
80
Reductions in expression of these genes and others controlling intracellular calcium have also
81
been noted in different fish species.3,13 However, it is unclear how oil or PAHs within oil impact
82
the regulation and function of these channels and transporters. In addition to cardiotoxicity, our
83
previous study by RNA sequencing and physiological assessment in mahi-mahi demonstrated
84
that weathered oil also resulted in significant perturbations in metabolism, steroid biosynthesis,
85
vision, and AhR pathway suggesting other targets in addition to the heart may be involved in the
86
developmental toxicity of DWH oil.3 A more recent study in Atlantic haddock (Melanogrammus
87
aeglefinus) explored the transcriptional basis for cardiac formation, craniofacial development,
88
ionoregulation and cholesterol homeostasis, confirming a key role of intercellular calcium
89
cycling and excitation-contraction coupling after crude oil exposure.14 While cardiotoxicity of
4 ACS Paragon Plus Environment
Page 4 of 37
Page 5 of 37
Environmental Science & Technology
90
crude oil and PAHs have long been studied, central nervous system development is also affected
91
by PAH mixtures, resulting in behavioral dysfunction, alterations in locomotion, impaired visual
92
acuity, and reduced foraging efficiency.15,16 However, the underlying molecular mechanisms for
93
these effects have yet to be identified for early life stages of fish. Given that crude oil is a
94
complex chemical mixture, there likely are multiple targets involving multiple interacting
95
molecular mechanisms. High throughput sequencing (HTS) allows relatively unbiased
96
quantification of expression levels of transcripts with a high sensitivity and broad genome
97
coverage at one time of assessment, compared to other methods such as microarray and targeted
98
PCR, and downstream bioinformatic assessment has the potential to predict phenotypic outcomes
99
during developmental processes after toxicant exposure.
100
Here, we exposed red drum larvae to weathered DWH slick oil and evaluated morphological
101
anchoring transcriptional effects at three different critical windows (24, 48 and 72 hour post
102
fertilization (hpf)) of larval development using a HTS approach coupled with advanced
103
bioinformatic tools.3,4 Based on genome-wide differentially expressed transcripts, the most
104
enriched gene ontology, impacted biological processes, and canonical pathways in nervous,
105
cardiovascular and ocular systems, as well as upstream regulators were identified. These
106
molecular responses were compared at different developmental stages with phenotypical
107
measurements, providing novel insights into the mechanisms of DWH oil-induced
108
developmental toxicities in this rapidly growing estuarine species. This study also provides
109
potential phenotype-specific biomarkers through linking DEGs to toxicity endpoints, which
110
could be useful in ecological risk assessment of oil pollution.
111 112 113
Materials and Methods
5 ACS Paragon Plus Environment
Environmental Science & Technology
Page 6 of 37
114
Animals and DWH oil exposure
115
Embryonic red drum were collected from brood stock tanks at the Texas Parks and Wildlife –
116
CCA Marine Development Center in Corpus Christi, Texas and transported under constant
117
aeration to the University of Texas Marine Science Institute. Embryos were subsequently treated
118
with formalin during aeration. Embryos were then rinsed with sterilized seawater and checked
119
for buoyancy and coloration using a Nikon SMZ2800N microscope. Spawns with low
120
fertilization rates or poor egg quality were not used. The oil was a weathered oil collected from
121
a slick in the Gulf of Mexico on June 29th, 2010 from the hold of barge number CT02404. Oil
122
exposures were generated according to standard protocols for high energy water accommodated
123
fractions (HEWAF), as previously described.7 Oil loading rate was 1 g per 1 liter of seawater (35
124
ppt). Red drum spawned at night and eggs were collected in the next morning. Treatments
125
started at 12 hpf, and red drum eggs typically hatch at 24 hpf. Time course exposure to WAF of
126
weathered slick oil (2.5%; 4.74 µg/L PAHs) was at 24, 48 and 72 hpf with four replicates. The
127
test was performed in an environmental control chamber set at 25 °C and 30 ppt salinity with a
128
14:10 h light: dark photoperiod. Survival was assessed daily. A minimum of a 70% hatching
129
success was required followed by a 80% survival for all tests. All experiments were approved by
130
the institutional animal care and use committee (IACUC) at the University of Texas at Austin
131
(AUP-2014-00375).
132
133
Water chemistry analysis
134
A sub-sample of the initial diluted HEWAF was collected in a 250 mL amber bottle and stored at
135
4°C
until
analyzed
by
ALS
Environmental
(Kelso,
6 ACS Paragon Plus Environment
WA)
for
PAHs
using
gas
Page 7 of 37
Environmental Science & Technology
136
chromatography/mass spectrometry-selective ion monitoring (GC/MS-SIM; based on EPA
137
method 8270D). Individual measurements (µgL-1) for 76 PAHs were quantified from initial
138
samples collected from HEWAF dilutions. Reported ΣPAH values represent the sum of 50 select
139
PAH analytes. Temperature, pH, dissolved oxygen, and salinity were measured at test start (0
140
hour), and subsequent days (24, 48, and 72 hpf). A summary of all measured water quality
141
parameters and ΣPAH concentrations are provided in Supporting Information Tables S1, S2.
142
143
Morphological Characteristics
144
Initial range finding morphological measurements were conducted on 24, 48 and 72 hpf larvae
145
treated with the WAF of slick oil (15.8 µg/L PAHs) as well as controls with one replicate (n = 10)
146
to characterize developmental features. Given more pronounced morphological changes were
147
observed at 48 hpf, a second treatment was carried out on larvae treated with the slick oil (4.74
148
µg/L PAHs) and controls collected at 48 hpf from four replicate beakers.
149
anesthetized using 250 mgL-1 of MS222 (buffered with 500 mgL-1 NaHCO3). Individuals were
150
then mounted in left lateral view onto 3 % methylcellulose in a Petri dish for image collection.
151
All images were collected using a Nikon SMZ800N microscope and Nikon Digital Sight DS U-3
152
and associated software. Still frames were imported into Image J to quantify individual
153
morphological endpoints, including brain area, eye area, iris area, pericardial area spine length
154
and total body length.
155
156
RNA sequencing and de novo assembly
7 ACS Paragon Plus Environment
Larvae were
Environmental Science & Technology
157
A detailed description of RNA isolation, cDNA library construction and sequencing is presented
158
in Xu et al.3 Larvae collected in triplicate at 24, 48 and 72hpf were used for sequencing. Briefly,
159
the 25 red drum larvae from each replicate were pooled and total RNA was isolated and purified
160
with RNeasy Mini Kit (Qiagen, Valencia, California). The 200 ng of total RNA were used to
161
prepare RNA-Seq libraries using the TruSeq RNA Sample Prep kit following the Illumina
162
protocol (Illumina, San Diego, CA). Single read sequencing (1X50; 50 million reads per sample)
163
was performed on an Illumina HiSeq 2500. Data were subjected to Illumina quality control (QC)
164
procedures (>80% of the data yielded a Phred score of 30). The read data were deposited in the
165
NCBI database (Accession Number: GSE90113). Adapter sequences were trimmed off from the
166
raw sequences and filtered using Trimmomatic (version 0.33).17 Trinity (version 2.2.0) was used
167
for de novo assembly.18 Trans-decoder (version 3.0.0) for coding sequence prediction, and
168
Trinotate (2.0.2) for functional annotation. A detailed assembly and annotation protocol can be
169
found at Xu et al.4
170
171
Time-course transcriptomic analysis
172
A time-course (24, 48 and 72 hpf) transcriptomic analysis was carried out on an OnRamp
173
Bioinformatics Genomics Research Platform (OnRamp Bioinformatics, San Diego, CA).
174
Basically, OnRamp mapped reads to the Fugu (Takifugu rubripes) transcriptome (FUGU4) using
175
BLASTX, generated gene-level count data, and performed differential expression analysis with
176
DEseq2. The protein FASTA sequences from Ensembl for Fugu were compared using Ensembl's
177
homology to create an Entrez gene list that mapped via Fugu to red drum. A detailed description
178
of these methods is presented in Xu et al.3 Statistical bioinformatics analysis was carried out
8 ACS Paragon Plus Environment
Page 8 of 37
Page 9 of 37
Environmental Science & Technology
179
using the sorted gene list by DAVID Bioinformatics Resources, Advaita Pathway Guide and
180
Ingenuity Pathway Analysis (IPA, Qiagen, Valencia, CA). The gene lists were first examined on
181
GO terms against Fugu reference using DAVID Bioinformatics Resources. The analysis was
182
performed
183
(GOTERM_CC_DIRECT)
184
KEGG_PATHWAY using the functional annotation tool with a corrected Fisher exact p-value
185
(EASE score) < 0.1. The rationale behind using Advaita and IPA is that this approach has been
186
demonstrated to improve functional analysis of fish genes with a more sensitive systems level
187
interrogation, by providing access to the best-annotated databases for human/mouse/rat
188
models,19,20 while limitations of the mapping due to the extra genome duplication events in
189
teleost fish and species differences in gene functions still exist. Biological process, microRNA
190
and disease were enriched and predicted by Advaita. IPA was used to examine the toxicity
191
pathways and reveal biological pathways/mechanisms underlying toxicity-specific phenotypes,
192
as well as to provide insights into phenotype-specific biomarkers through linking DEGs to their
193
known role in specific toxicity endpoints.4 Canonical pathways were further overlapped and
194
clustered using IPA to understand how pathways may impact function, and whether there are any
195
linkages among significantly disturbed pathways.
on
biological
process
(GOTERM_BP_DIRECT),
molecular
function
cellular
component
(GOTERM_MF_DIRECT)
and
196
197
Results
198
Chemical composition of weathered slick oil
199
The weathered slick oil predominantly consisted of 3-ring (72%) and 4-ring (22%) PAHs (Fig.
200
S1). The most abundant compounds were Phenanthrenes and Anthracenes, following by 9 ACS Paragon Plus Environment
Environmental Science & Technology
201
Dibenzothiophene. The profile is similar to those obtained from HEWAF preparations using
202
other sources of slick oil from the DWH spill.3,5
Page 10 of 37
203 204
Morphological abnormalities from slick oil exposure
205
Developmental stages of red drum are similar to those of many warm water marine fishes with
206
early cell divisions essentially complete by 1.5 hours and an early embryo formed by 12 h. At a
207
rearing temperature of 25°C, red drum embryos began hatching at 21 hpf, and most hatched at 24
208
hpf. At 48 hpf, the liver, stomach and intestine were well-differentiated, and the eyes were
209
pigmented. The mouth was functional and the yolk-sac was lost between 72 and 96 hpf. The
210
growth in total length was minimal from 24 to 72 hpf, but significant growth in area of eye and
211
brain during 24-72 hpf indicated the larvae were undergoing accelerated head development (see
212
controls in Table S3). At 48 hpf, the slick oil treatment significantly increased pericardial area
213
(45%), and decreased brain area (17%) and eye area (22%) in larvae compared to controls. The
214
total body length was also significantly reduced by 12% (Table 1). The slick oil treatment
215
increased pericardial area and decreased tectum area in larvae at 24, 48 and 72 hpf compared to
216
controls, respectively (one replicate; Table S3). The slick oil treatment decreased the length of
217
body and notochord at 24, 48 and 72 hpf, respectively, compared to time-matched controls.
218
Notably, eyes were smaller in oil-treated larvae indicated by reduced lens diameter at 24, 48 and
219
72 hpf (Table S3). The pupil diameter was also reduced at 48 and 72 hpf, and the effect was
220
more pronounced at 48 hpf (Table S3).
221
222
De novo assembly of red drum transcriptome and annotation
10 ACS Paragon Plus Environment
Page 11 of 37
Environmental Science & Technology
223
A total of 2,168,925,036 Illumina HiSeq reads from red drum larvae were generated. After
224
trimming the adapters, 181,576,332 bases were assembled with Trinity resulting in 257,434
225
transcript contigs with an average length of 705 bp and an N50 of 1,071 bases. 30,950
226
HMMER/PFAM protein domains (Pfam), 9,219 predicted transmembrane regions (TmHMM),
227
34,080 non-supervised orthologous groups of genes (eggNOG), and 38,647 GO_blast were
228
determined using Trinotate pipeline (Table S4). The final transcriptome assembly provided a
229
valuable resource for wider and deeper genetic research on red drum.
230
231
Transcriptional responses at 24 hpf
232
In 24 hpf animals exposed to slick oil, 104 genes were significantly differentially expressed at an
233
false discovery rate (FDR) < 0.4, with 78% up-regulated (Fig. S2a). The significant Gene
234
Ontology (GO) terms (biological process, cellular component, molecular function) and Kyoto
235
Encyclopedia of Genes and Genomes (KEGG) pathways were enriched by DAVID against Fugu
236
background (Fig. S3). Biological processes and pathways changed by oil exposure included
237
transcripts involved in fatty acid metabolism, lipid homeostasis, cell redox homeostasis, ECM-
238
receptor interaction, focal adhesion, metabolic pathways (tyrosine, arachidonic acid, glutathione,
239
carbon), and ubiquinone biosynthesis. For the ontology of molecular function, Flavin adenine
240
dinucleotide binding and oxidoreductase activity were the predominant transcripts altered by oil
241
exposure. Consistent with DAVID assessments, Advaita analysis revealed metabolic pathways,
242
protein digestion, metabolism of xenobiotics by cytochrome P450, extracellular matrix (ECM)-
243
receptor interaction, steroid biosynthesis, and focal adhesion as the most highly ranked bio-
244
pathways (Table S5). IPA predicted significant activation of aryl hydrocarbon receptor (AhR)
11 ACS Paragon Plus Environment
Environmental Science & Technology
Page 12 of 37
245
signaling, NRF2-mediated oxidative stress responses, fatty acid metabolism, hepatic fibrosis,
246
xenobiotic metabolism, cholesterol biosynthesis, and transmembrane potential of mitochondria
247
by slick oil at 24 hpf (Fig. 1).
248
249
Transcriptional responses at 48 hpf
250
Compared to 24 hpf, the expression of more genes (769 genes) was significantly altered at 48 hpf
251
after slick oil exposure. The enriched GO terms were generally different between 24 hpf and 48
252
hpf after slick oil exposure, although some common terms were enriched at both 24 and 48 hpf,
253
such as lipid homeostasis, proteinaceous extracellular matrix, collagen trimmer, mitochondrion,
254
oxidoreductase activity, ECM-receptor interaction, and carbon metabolism. The most
255
representative GO terms by slick oil exposure at 48 hpf included proteolysis and proteasome-
256
related terms. Notably, some neuron-associated terms started to be highly enriched at this stage,
257
such as axonogenesis, neural crest cell migration, neuron projection, and synapse, suggesting the
258
disruption of nervous system development. Similar to DAVID, Advaita revealed proteasome,
259
protein digestion, and metabolic pathways as the highest ranked bio-pathways. Several genes
260
(e.g. rho, grm6, gnat1,gnat2, cnga3, cngb3, cacna1f) that were significantly differentially
261
downregulated after slick oil exposure were linked to eye diseases, e.g. retinitis pigmentosa,
262
congenital stationary night blindness, cataracts, and cone-rod dystrophy
263
nervous system development and function (174 genes) was the highest ranked physiological
264
phenotype at 48 hpf predicted by IPA. The highest ranked toxicity predictions included NRF-
265
mediated oxidative stress response (ranked No.1; 26 genes; p-value = 1.65E-08), cardiac
12 ACS Paragon Plus Environment
(Table S5).
The
Page 13 of 37
Environmental Science & Technology
266
hypertrophy, mitochondrial dysfunction, hepatic fibrosis, xenobiotic metabolism, AhR signaling,
267
increased heart failure, liver proliferation, and PPARα/RXRα activation (Fig. 1).
268
269
Transcriptional responses at 72 hpf
270
The number of significantly differentially expressed genes (FDR < 0.4) greatly increased from
271
769 at 48 hpf to 2,564 genes at 72 hpf after slick oil exposure. Compared to 24 and 48 hpf, the
272
significantly enriched GO terms were vastly different indicated by DAVID in 72 hpf after slick
273
oil exposure. Protein translation, cytosolic ribosomal subunits, structural constituents of the
274
ribosome, and ribosome were the most significantly enriched biological processes, cellular
275
components, molecular functions and KEGG pathways in 72 hpf after slick oil exposure,
276
respectively (Fig. S3). Ribosome and metabolic pathways were the highest ranked bio-pathways
277
identified by Advaita in 72 hpf animals after slick oil exposure (Table S5). Comparing DAVID
278
and Advaita Pathway Guide analyses, both approaches were consistent with regard to the
279
enriched GO pathways identified, with ribosomal and metabolic pathways being the highest
280
ranked pathways (Fig. 1). Advaita also predicted that other biological processes and molecular
281
functions were altered, including phototransduction, steroid biosynthesis, retinol metabolism as
282
well as the disease pathways, diamond-blackfan anemia (faulty ribosome biogenesis), retinitis
283
pigmentosa, and cytochrome c oxidase deficiency. Notably, at 72 hpf after slick oil exposure,
284
the genes involved in ribosomal pathway were all significantly downregulated. IPA analysis
285
further predicted the activation of cardiac hypertrophy (ranked No.1; 95 genes; p-value = 1.49E-
286
12), mitochondrial dysfunction, and xenobiotic metabolism, renal necrosis, TR/RXR activation,
287
cardiac necrosis, FXR/RXR activation, AhR signaling, hypoxia-inducible factor signaling, liver
13 ACS Paragon Plus Environment
Environmental Science & Technology
288
proliferation, increases heart failure, cholesterol biosynthesis, and decreases in transmembrane
289
potential of mitochondria by slick oil exposure (Fig. 1).
Page 14 of 37
290
291
Upstream analysis
292
The upstream analysis by IPA was used to identify the activation state of upstream regulators
293
that could explain the observed gene expression profile alterations in slick oil-treated red drum
294
larvae at 24, 48 and 72 hpf. The predicted top activated or down-regulated regulators in red drum
295
larvae treated with slick oil are shown in Fig. 2. More similar regulators were observed between
296
48 and 72 hpf groups with fewer at 24 hpf. Nuclear factor nfe2l2 was predicted as the most
297
relevant activated upstream regulator across all developmental stages. nfe2l2 regulates genes
298
which contain antioxidant response elements (ARE) in their promoters, and many of these genes
299
are known to encode proteins involved in cellular responses to oxidative stress, immune system
300
processes, metabolism of xenobiotics, oxidoreductase activity and apoptosis. Examples include
301
sqstm1, gsto1, prdx1, hspa9, creg1 and osgin1, which were all up-regulated in the present study.
302
Another upstream regulator that was highly ranked was AhR. Its target genes, cyp1a1, ahrr,
303
cyp3a4 were among the most upregulated genes in our dataset; a number of collagens that play
304
an important role in maintaining the integrity of various tissues were significantly downregulated
305
also via AhR activation. One mature microRNA was also predicted as a top regulator, miR-124,
306
that targets ahrr mRNA in humans.21 A list of microRNAs was predicted based on differential
307
expression of their target mRNA by Advaita (Table S5), and deserve further investigation.
308
309
Discussion 14 ACS Paragon Plus Environment
Page 15 of 37
Environmental Science & Technology
310
The global changes in gene expression in embryonic exposures using transcriptomic and
311
bioinformatic tools can help target conventional morphological assessment in detecting
312
subsequent phenotypic effects in organisms exposed to various stressors. Assessments with
313
these tools may improve predictability, sensitivity and efficiency of toxicity assessments in
314
embryonic fish and other species.
315
opportunity to systematically identify most of the genes that are responsive in stressed embryos
316
or larvae. Embryonic gene expression is a highly dynamic process with unique changes at each
317
developmental stage. The patterns of gene expression across major developmental stages have
318
been known to have lasting impacts on the development of principal physiological systems in
319
vertebrate species.22-24 In particular, the embryo-to-larval stage is a crucial period in the life of
320
fish, and is more sensitive to environmental stress than adult stages.25 Our previous study in
321
mahi-mahi embryos and larvae using toxicogenomic tools demonstrated the toxicity of crude oil
322
is time- and oil type-dependent.3 To our knowledge, the present study is the first to de novo
323
assemble the transcriptome of red drum exposed to DWH crude oil. A list of phenotype-
324
associated DEGs for red drum was identified at different developmental stages (Table S6). This
325
DEG analysis illustrated similarities and differences in responses to DWH crude oil at different
326
developmental times at individual gene levels.
327
Consistent with studies for other fish species,2,3,13 our results also support evidence for the most
328
dominant malformations observed being abnormal development of nervous and cardiovascular
329
systems, which anchor changes in gene expression to predicted phenotypes by a suite of
330
bioinformatic tools (i.e., DAVID, Advaita and IPA). This agrees well with the studies in normal
331
developing fish species indicating that the primary differentially expressed functional groups
332
during the embryo-to-larval transition are nervous, muscular, and cardiovascular system
The advent of HTS technology provides an unbiased
15 ACS Paragon Plus Environment
Environmental Science & Technology
Page 16 of 37
333
development.25 Similar to mahi-mahi,3 the transcriptional responses in red drum induced by oil
334
exposure is also time- dependent, and this could due to transcriptional changes associated with
335
normal embryonic developmental processes.26
336
PAHs have long been studied for their carcinogenic properties and cardiotoxicity, and more
337
recent studies have highlighted the neurotoxicity of individual PAHs and mixtures. Prenatal
338
exposure to benzo(a)pyrene (BaP) has been shown to induce neurological abnormalities like
339
cognitive impairment, learning difficulties, and loss of short-term memory in human.27 BaP
340
decreased
341
neurodegeneration in zebrafish.28 Exposure to PAH mixtures impaired neurodifferentiation and
342
caused corresponding neurobehavioral impairment in fish.16 A more recent study shows a
343
complex PAH mixture (mostly naphthalene, phenanthrene, fluoranthene and acenapthene,
344
similar to the composition of the slick oil in the present study) significantly impaired early-stage
345
neurodevelopment, resulting in a profound drop (up to 30%) in the glia-to-neuron ratio in
346
embryonic neural stem cells, which can affect brain homeostasis and function.29 In the present
347
study, nervous system development and function was predicted as the top-ranked physiological
348
phenotype in 48 hpf red drum exposed to slick oil, and included significant inhibition of synapse
349
development (p=1.43E-6, z score = -2.907), quantity of nervous tissue (p = 8.05E-05, z score = -
350
2.759), quantity of neurons (p = 1.56E-04; z score = -2.624), long term depression of synapse (p
351
= 5.72E-05; z score = -2.2), and impairment of synaptic transmission of nervous tissue (p =
352
1.44E-05, z sore = -2.138).
353
signaling pathways in the nervous system as top-ranked pathways in red drum larvae after slick
354
oil exposure at both 48 and 72 hpf (Fig. 3). These results are consistent with other studies in
355
embryonic fish species that demonstrated nervous system development and function were the
brain
mass,
locomotor
activity,
dopaminergic
neurons
and
resulted
in
Predictions by IPA also included impairment of a number of
16 ACS Paragon Plus Environment
Page 17 of 37
Environmental Science & Technology
356
most significantly enriched biological functions during normal embryo-to-larva transition.24,30 In
357
our study, the AhR pathway remained the top-ranked toxicity pathway in all three stages of red
358
drum larvae treated by slick oil, with the least significance (largest adjusted p-value) at 48 hpf
359
(Fig. 1), but a direct linkage from AhR pathways to neural signaling pathway and neurotoxicity
360
of slick was not identified in the present study. Activation of the AhR contributes to adverse
361
effects of PAHs on proliferation and migration of mouse but not human neural stem cells.31 The
362
molecular connections between AhR activation and neurotoxicity of oil is still unclear,
363
particularly considering PAHs with strong affinity to AhR were not effective in altering mouse
364
neural stem cells.32 Thus, it is likely that other mechanisms may contribute to the adverse effects
365
rather than just those mediated by the AhR. For example, the cholinergic system influences
366
cognition, anxiety, locomotion, and behavior by acting upon nicotinic acetylcholine receptors
367
(nAChRs), and diminishment of nAChRs can impair passive avoidance in mice.33 It has also
368
been established that the loss of nAChRs in the cerebral cortex and certain subcortical regions is
369
associated with brain dysfunction and degenerative diseases such as Alzheimer’s, Parkinson’s
370
and Lewy body diseases.34 We found three genes encoding nAChR subunits (chrna6, chrnb2 and
371
chrnd) that were all significantly downregulated in 48 hpf red drum larvae after slick oil
372
exposure (Fig. 4).
373
Cannabinoid receptor 1 (cnr1) is a G protein-coupled receptor located primarily in the central
374
and peripheral nervous systems. In medium-size spiny neurons from rat striatum, activation of
375
cnr1 is necessary for long term depression of excitatory synapses.35 In astroglial cells from
376
mouse brain, mutant mouse cnr1 knockout as well as Ca2+/ calmodulin dependent kinase camk2a
377
gene knockout decreases long term depression of synapses,36,37 and causes hyperactivity
378
behavior in mouse.38,39
In embryos of rockfish (Sebastiscus marmoratus), the decrease of
17 ACS Paragon Plus Environment
Environmental Science & Technology
Page 18 of 37
379
camk2a mRNA expression might contribute to altered synaptic plasticity and neuronal survival
380
following exposure to the five-ring PAH, Benzo(a)pyrene.40 Neuronal signaling is also
381
diminished by glutamate ionotropic receptor gria1,41,42 and mutant gria1 gene knockouts
382
increased hyperactivity in mouse.43 The cnr1, camk2a, gria1and cholinergic receptor genes were
383
all significantly downregulated in 48 hpf red drum larvae after slick oil exposure (Fig. 4). This is
384
consistent with our previous study in mahi-mahi after slick oil exposure,3 suggesting
385
neurotoxicity of slick oil through depression of neurotrophin as well as changes in glutamate,
386
cholinergic, cannabinoid receptors and also Ca2+ homeostasis (Fig. 4). Since Ca2+ appears to also
387
play a significant role in cardiac toxicity, impairment of multiple targets may be responsible for a
388
number of phenotypic responses besides that of cardiotoxicity that may adversely affect
389
development at later life stages in red drum.
390
Although other targets may be possible, the present findings are consistent with previous studies
391
indicating that pericardial edema is a profound response in fish species after crude oil
392
exposure.3,7,11,13,44 The slick oil treatment significantly increased pericardial area in red drum
393
larvae at 24, 48 and 72 hpf compared to controls. Chemical blockade of IKr repolarizing
394
potassium currents and disruption of intra-cellular Ca2+ was suggested as the major initiating
395
events for cardiac defects in fish exposed to crude oil.12 A more recent study demonstrated a
396
transcriptional cascade that is tightly linked to defects in cardiomyocyte intracellular calcium
397
cycling and heart chamber growth through bmp10 in Atlantic haddock.14 However, mRNA of
398
bmp 10 was not changed in the current study in red drum, nor in previous studies with mahi-
399
mahi treated with slick oil that caused abnormal cardiac phenotypes. Some 4- and 6-ring PAHs
400
and oxygen-substituted PAHs can inappropriately activate the AhR in developing
401
cardiomyocytes, leading to primary defects in cardiac morphogenesis in fish species,45-47 and this
18 ACS Paragon Plus Environment
Page 19 of 37
Environmental Science & Technology
402
form of cardiac toxicity is dependent on the AhR and is prevented by AhR gene knockdown.47,48
403
In contrast, the cardiotoxicity of weathered crude oil and single non-alkylated tricyclic PAHs
404
occurs without activation of the AhR in fish cardiomyocytes,49,50 and is not prevented by AhR
405
gene knockdown.51 Since the slick DHW oil is a complex mixture, multiple toxic mechanisms
406
were possibly involved in the cardiotoxicity, including both AhR-dependent and AhR-
407
independent pathways. Our data demonstrated several AhR-independent canonical pathways
408
associated with heart development and function were modified at the transcriptional level. For
409
example, IPA analysis predicted the significant activation of NFAT (nuclear factor of activated
410
T-cells) in cardiac hypertrophy (Rank #25 at 48 hpf and Rank #6 at 72 hpf; Fig. 3). Previous
411
studies have recognized the importance of Ca2+-sensitive signaling molecules, including
412
calcineurin, CalmK, and MAPK in hypertrophic pathways, in which NFAT plays a critical role,
413
being the best-characterized target for the development of cardiac hypertrophy.52 Prolonged
414
cardiac hypertrophy is associated with arrhythmia, sudden death, decompensation, and dilated
415
cardiomyopathy.53 The hypertrophic response is orchestrated by growth factors and cytokines
416
acting through several interdependent signaling cascades whose molecules include G-proteins
417
such GNAI1, GTPases such as SOS Ras, and kinases such as MAPK and CAMK, as well as
418
transcription factors HAND1, HDAC, which are essential for cardiac development and altered by
419
slick oil exposure (Fig. S4).
420
In addition to pericardial edema, impaired eye formation was the most noted indicator at 48 and
421
72 hpf. Forty-four significantly differentially expressed genes were identified in the pathway of
422
eye formation and retinal degeneration uniquely associated with the 48 hpf larvae after slick oil
423
exposure (Fig. S5).
424
oxidation producing numerous oxygenated PAHs.54 Eye malformation was induced in zebrafish
DWH slick oil has been weathered and undergone significant photo-
19 ACS Paragon Plus Environment
Environmental Science & Technology
Page 20 of 37
425
embryos treated with oxygenated PAHs (such as 1,9-benz-10-anthrone ), and mRNAs associated
426
with visual perception were also altered.46,55 IPA predicted inhibition of phototransduction and
427
retinal degeneration by slick oil at 48 hpf (Fig. S5), and retinitis pigmentosa (RP) was the top
428
ranked disease by Advaita at both 48 and 72 hpf (Table S5). Photoreceptors respond to light by
429
the closure of a cyclic nucleotide-gated (CNG) channel (activated by binding of cGMP/cAMP),
430
causing hyperpolarization of the plasma membrane and decrease of the synaptic glutamate
431
release. CNG channels provide the only source for Ca2+ influx into rod and cone outer segments
432
for calcium, the lack of this channel would result in a decrease of cellular calcium
433
concentration.56,57 At low calcium concentrations, the membrane guanylate cyclase may be
434
stimulated permanently, leading to elevated levels of cGMP, which may trigger the degeneration
435
of photoreceptors.58 The absence of functional CNG channels is equivalent to the permanent
436
closure of channels which occur under continuous bright light conditions. Continuous exposure
437
of experimental animals to light has been shown to result in photoreceptor degeneration.59,60
438
Consistent with previous study in mahi-mahi, cyclic nucleotide-gated channel alpha 3 (cnga3),
439
retinoid isomerohydrolase (rpe65), guanylate cyclase 2D (gucy2d), transducin (gnat2), and their
440
upstream regulator orthodenticle homeobox 1 (otx1) were significantly downregulated, which
441
could lead to the perturbation of rhodopsin regeneration and phototransduction by slick oil (Fig.
442
S5). Similarly, both BaP and crude oil caused ocular toxicity and adverse affected visual-
443
associated behavior in fish species.61,62
444
exposure by disturbing 14 different pathways that interact with phototransduction pathways (Fig.
445
S6), including relaxin signaling, a-adrenergic signaling, CXCR4 signaling, CREB signaling in
446
neurons and androgen signaling through molecular connections such as G protein transducins
447
and guanine nucleotide binding protein (Fig. 4). The observed eye morphology would cause
Such ocular toxicity may be induced by slick oil
20 ACS Paragon Plus Environment
Page 21 of 37
Environmental Science & Technology
448
severe disadvantages during fish life cycles by affecting feeding, competing, escaping, migration
449
responses and survival.
450
In conclusion, this is the first study to de novo assemble the transcriptome and investigate the
451
time-course transcriptomic responses in estuarine fish larvae exposed to DWH oil. Comparisons
452
of phenotypic responses with transcriptomic profiles were consistent with significantly
453
differentially expressed genes, enriched gene ontology, functions and canonical pathways mostly
454
involved in nervous and cardiovascular systems, both of which were validated at the phonotypic
455
level using morphometric analysis, and with more pronounced changes at later larval stages.
456
Overall, the present study has provided valuable molecular resources for expanding our
457
understanding of the developmental toxicity of DWH oil in fish. The developed de novo and
458
comparative toxicity pathway methods will also be useful for toxicogenomic study on other non-
459
model fish species. This study calls for follow-up studies to confirm the initial transcriptomic
460
results with additional methods (e.g. in situ expression in specific organ and tissue, dose-
461
response assays) at an expanded range of oil concentrations, and to assess the later life
462
consequences of larval exposure at the population level.
463 464
Supporting Information
465
Further information is available that provides PAH measurements (Fig. S1; Table S2), water
466
quality measurements (Table S1), plots showing relative expression of genes (Fig. S2),
467
significantly enriched gene ontology (GO) terms and KEGG pathways, diseases and miRNAs
468
(Fig. S3; Table S5), morphological measurements (Table S3), statistics of transcriptome
469
assembly and annotation (Table S4), plot showing the role of NFAT in cardiac hypertrophy (Fig.
470
S4), inhibition of eye formation and induced retinal degeneration ribosome biosynthesis (Fig. S5), 21 ACS Paragon Plus Environment
Environmental Science & Technology
Page 22 of 37
471
overlapping canonical pathways (Fig. S6), the top predicted canonical pathways with
472
corresponding genes (Table S6).
473 474
Acknowledgments
475
This research was made possible by a grant from The Gulf of Mexico Research Initiative. Grant
476
No: SA-1520; Name: Relationship of Effects of Cardiac Outcomes in fish for Validation of
477
Ecological Risk (RECOVER). The authors are grateful to the Gulf of Mexico Research Initiative
478
Information and Data Cooperative (GRIIDC) for supporting data management system to store
479
the data generated ( doi:10.7266/N7S180KJ). G. Hardiman acknowledges Medical University of
480
South Carolina College of Medicine start-up funds. This research was supported in part by the
481
Genomics Shared Resource, Hollings Cancer Center.
482
483
References
484
(1)
485
fact and conclusions of law: Phase Two trial. In re: Oil spill by the oil rig “Deepwater Horizon”
486
in the Gulf of Mexico, on April 20, 2010, No. MDL 2179, 2015 WL 225421 (LA. E.D. Jan. 15,
487
2015). (Doc. 14021). U.S. District Court for the Eastern District of Louisiana.
488
(2)
489
Larsen, M.; Stekoll, M.S.; Rice, S.D.; Collier, T.K; Scholz, N.L. Sublethal exposure to crude oil
490
during embryonic development alters cardiac morphology and reduces aerobic capacity in adult
491
fish. Proc. Natl. Acad. Sc. 2011, 108 (17): 7086−7090.
United States of America v. BP Exploration & Production, Inc., et al. 2015. Findings of
Hicken, C.E.; Linbo, T.L.; Baldwin, D.H.; Willis, M.L.; Myers, M.S.; Holland, L.;
22 ACS Paragon Plus Environment
Page 23 of 37
Environmental Science & Technology
492
(3)
Xu, E.G.; Mager, E.M.; Grosell, M.; Pasparakis, C.; Schlenker, L.S.; Stieglitz, J.D.;
493
Benetti, D.; Hazard, E.S.; Courtney, S.M.; Diamante, G; Freitas, J. Time-and oil-dependent
494
transcriptomic and physiological responses to Deepwater Horizon oil in mahi-mahi (Coryphaena
495
hippurus) embryos and larvae. Environ. Sci. Technol. 2016, 50(14):7842-7851.
496
(4)
497
transcriptome assembly and comparative toxicity pathway analysis in mahi-mahi (Coryphaena
498
hippurus) embryos and larvae exposed to Deepwater Horizon oil. Sci. Rep., 2017, 7: 44546.
499
(5)
500
Scholz, N.L.; Benetti, D.D.; Grosell, M. Acute embryonic or juvenile exposure to Deepwater
501
Horizon crude oil impairs the swimming performance of mahi-mahi (Coryphaena
502
hippurus). Environ. Sci. Technol. 2014, 48(12): 7053-7061.
503
(6)
504
Stieglitz, J. D.; French, B. L.; Labenia, J. S.; Laetz, C. a.; et al. Deepwater Horizon crude oil
505
impacts the developing hearts of large predatory pelagic fish. Proc. Natl. Acad. Sci. 2014, 111
506
(15), E1510–E1518.
507
(7)
508
Linbo, T.L.; Lay, C.; Forth, H.; Scholz, N.L.; Incardona, J.P. The effects of weathering and
509
chemical dispersion on Deepwater Horizon crude oil toxicity to mahi-mahi (Coryphaena
510
hippurus) early life stages. Sci. Total Environ. 2016, 543: 644-651.
511
(8)
512
Genomic, and Developmental Effects of the Deepwater Horizon Oil Spill on Resident Gulf Killi
513
fish (Fundulus grandis). Environ. Sci. Technol. 2013, 47, 5074–5082.
Xu, E.G.; Mager, E.M.; Grosell, M.; Hazard, E.S.; Hardiman, G; Schlenk, D. Novel
Mager, E.M.; Esbaugh, A.J.; Stieglitz, J.D.; Hoenig, R.; Bodinier, C.; Incardona, J.P.;
Incardona, J. P.; Gardner, L. D.; Linbo, T. L.; Brown, T. L.; Esbaugh, a. J.; Mager, E. M.;
Esbaugh, A.J.; Mager, E.M.; Stieglitz, J.D.; Hoenig, R.; Brown, T.L.; French, B.L.;
Dubansky, B.; Whitehead, A.; Miller, J. T.; Rice, C. D.; Galvez, F. Multitissue Molecular,
23 ACS Paragon Plus Environment
Environmental Science & Technology
Page 24 of 37
514
(9)
Johansen, J.L.; Esbaugh, A.J. Sustained impairment of respiratory function and swim
515
performance following acute oil exposure in a coastal marine fish. Aquat. Toxicol. 2017, 187,
516
82-89.
517
(10)
518
U.S. Dept. of Commerce, NOAA Tech. Memo. NMFS-F/SPO-163, 237p
519
(11)
520
function and survival are affected by crude oil in larval red drum, Sciaenops ocellatus. Sci. Total
521
Environ. 2017, 579, 797-804.
522
(12)
523
impairs cardiac excitation-contraction coupling in fish. Science, 2014, 343(6172): 772-776.
524
(13)
525
Meeren, T.; Thorsen, A.; Thorbjørnsen, M.; Jentoft, S.; Edvardsen, R.B. Crude oil exposures
526
reveal roles for intracellular calcium cycling in haddock craniofacial and cardiac development.
527
Sci. Rep. 2016, 6: 31058.
528
(14)
529
Edvardsen, R.B.; Jentoft, S. Novel adverse outcome pathways revealed by chemical genetics in a
530
developing marine fish. eLife, 2017, 6, e20707.
531
(15)
532
of naphthalene and phenanthrene on visual and prey capture endpoints during early stages of the
533
dourado Salminus Brasiliensis. Mar. Environ. Res. 2008, 66(1), 205-207.
National Marine Fisheries Service. 2016. Fisheries Economics of the United States, 2014.
Khursigara, A.J.; Perrichon, P.; Bautista, N.M.; Burggren, W.W.; Esbaugh, A.J. Cardiac
Brette, F.; Machado, B.; Cros, C.; Incardona, J.P.; Scholz, N.L.; Block, B.A. Crude oil
Sørhus, E.; Incardona, J.P.; Karlsen, Ø.; Linbo, T.; Sørensen, L.; Nordtug, T.; van der
Sørhus, E.; Incardona, J.P.; Furmanek, T.; Goetz, G.W.; Scholz, N.L.; Meier, S.;
Carvalho, P.S.; Daniel da Costa; B.K.; Novelli, G.A.; Bainy, A.C.; Fraga, A.P.M. Effects
24 ACS Paragon Plus Environment
Page 25 of 37
Environmental Science & Technology
534
(16)
Brown, D.R.; Bailey, J.M.; Oliveri, A.N.; Levin, E.D.; Di Giulio, R.T. Developmental
535
exposure to a complex PAH mixture causes persistent behavioral effects in naive Fundulus
536
heteroclitus (killifish) but not in a population of PAH-adapted killifish. Neurotoxicol. Teratol.
537
2016, 53, 55–63.
538
(17)
539
sequence data. Bioinformatics, 2014, 30 (15): 2114-2120.
540
(18)
541
Adiconis, X.; Fan, L.; Raychowdhury, R.; Zeng, Q.; Chen, Z. Full-length transcriptome assembly
542
from RNA-Seq data without a reference genome. Nature Biotechnol. 2011, 29(7), 644-652.
543
(19)
544
Global transcriptome analysis of Atlantic cod (Gadus morhua) liver after in vivo methylmercury
545
exposure suggests effects on energy metabolism pathways. Aquat. Toxicol. 2013, 126:314–25.
546
(20)
547
Martin, S.A. Differential responses of the gut transcriptome to plant protein diets in farmed
548
Atlantic salmon. BMC genomics, 2016, 17(1), 1.
549
(21)
550
D.P.; Linsley, P.S.; Johnson, J.M. Microarray analysis shows that some microRNAs
551
downregulate large numbers of target mRNAs. Nature. 2005, 433(7027):769-773.
552
(22)
553
transition in mammals. Molecular reproduction and development. 2009, 76(9):805-818.
Bolger, A.M.; Lohse, M.; Usadel, B. Trimmomatic: a flexible trimmer for Illumina
Grabherr, M.G.; Haas, B.J.; Yassour, M.; Levin, J.Z.; Thompson, D.A.; Amit, I.;
Yadetie, F.; Karlsen, O.A.; Lanzén, A.; Berg, K.; Olsvik, P.; Hogstrand, C.; Goksøyr, A.
Król, E.; Douglas, A.; Tocher, D.R.; Crampton, V.O.; Speakman, J.R.; Secombes, C.J.;
Lim, L.P.; Lau, N.C.; Garrett-Engele, P.; Grimson, A.; Schelter, J.M.; Castle, J.; Bartel,
Evsikov, A.V.; Marín de Evsikova, C. Gene expression during the oocyte‐to‐embryo
25 ACS Paragon Plus Environment
Environmental Science & Technology
Page 26 of 37
554
(23)
Vesterlund, L.; Jiao, H.; Unneberg, P.; Hovatta, O.; Kere, J. The zebrafish transcriptome
555
during early development. BMC Dev. Biol. 2011, 11(1):1.
556
(24)
557
Exploring the larval transcriptome of the common sole (Solea solea L.). BMC genomics. 2013,
558
14(1):1.
559
(25)
560
understanding marine fish larval development 1 1 This review is part of a virtual symposium on
561
current topics in aquaculture of marine fish and shellfish. Can. J. Zool. 2011, 89(7):599-611.
562
(26)
563
Schlenk, D. Developmental transcriptomic analyses for mechanistic insights into critical
564
pathways involved in embryogenesis of pelagic mahi-mahi (Coryphaena hippurus). PlosOne.
565
2017, 12(7): e0180454.
566
(27)
567
Ramesh, A.; Aschner, M.; Campbell, D.; Levitt, P.; Hood, D.B. Prenatal polycyclic aromatic
568
hydrocarbon exposure leads to behavioral deficits and downregulation of receptor tyrosine
569
kinase, MET. Toxicol. Sci. 2010, 118(2): 625–634.
570
(28)
571
pyrene level causes neurodegenerative disease-like syndromes in zebrafish (Danio rerio). Aquat.
572
Toxicol. 2015, 167: 200-208.
573
(29)
574
differences in the developmental neurotoxicity of an environmental polycylic aromatic
Ferraresso, S.; Bonaldo, A.; Parma, L.; Cinotti, S.; Massi, P.; Bargelloni, L.; Gatta, PP.
Mazurais, D.; Darias, M.; Zambonino-Infante, J.L.; Cahu, C.L. Transcriptomics for
Xu, E.G.B.; Mager, E.M.; Grosell, M.; Stieglitz, J.D.; Hazard, E.S.; Hardiman, G.;
Sheng, L.; Ding, X.X.; Ferguson, M.; McCallister, M.; Rhoades, R.; Maguire, M.;
Gao, D.; Wu, M.; Wang, C.; Wang, Y.; Zuo, Z. Chronic exposure to low benzo [a]
Slotkin, T.A.; Skavicus, S.; Card, J.; Di Giulio, R.T.; Seidler, F.J. In vitro models reveal
26 ACS Paragon Plus Environment
Page 27 of 37
Environmental Science & Technology
575
hydrocarbon mixture compared to benzo [a] pyrene: Neuronotypic PC12 Cells and embryonic
576
neural stem cells. Toxicology, 2017, 377, 49-56.
577
(30)
578
Developmental transcriptomics in Atlantic haddock: Illuminating pattern formation and
579
organogenesis in non-model vertebrates. Dev. Biol. 2016, 411(2):301-313.
580
(31)
581
N.; Rockel, T.D.; Schreiber, T.; Fritsche, E. Species-specific differential AhR expression
582
protects human neural progenitor cells against developmental neurotoxicity of PAHs. Environ.
583
Health Perspect. 2011, 118, 1571–1577.
584
(32)
585
binding affinities and AHH induction potencies of 29 polynuclear aromatic hydrocarbons.
586
Toxicol. Lett. 1986, 34, 67–74.
587
(33)
588
neuronal nicotinic acetylcholine receptors. Neuroscience, 2004, 129(3), 575-582.
589
(34)
590
V.; Buxbaum, J.D.; Nãsland, J.; Davis, K.; Gotti, C. Nicotinic receptor subtypes in human brain
591
ageing, Alzheimer and Lewy body diseases. Eur. J. Pharmacol. 2000, 393(1), 215-222.
592
(35)
593
striatal long-term depression. J. Neurosci. 2007, 27(19):5260-5264.
594
(36)
595
forms of synaptic plasticity. Curr. Biol. 1994, 4(8):687-693.
Sørhus, E.; Incardona, JP.; Furmanek, T.; Jentoft, S.; Meier, S.; Edvardsen, R.B.
Gassmann, K.; Abel, J.; Bothe, H.; Haarmann-Stemmann, T.; Merk, H.F.; Quasthoff, K.
Piskorska-Pliszczynska, J.; Keys, B.; Safe, S.; Newman, M.S. The cytosolic receptor
Marubio, L.M.; Paylor, R. Impaired passive avoidance learning in mice lacking central
Perry, E.; Martin-Ruiz, C.; Lee, M.; Griffiths, M.; Johnson, M.; Piggott, M.; Haroutunian,
Singla, S.; Kreitzer, A.C.; Malenka, R.C. Mechanisms for synapse specificity during
Stevens, C.F.; Tonegawa, S.; Wang, Y. The role of calcium-calmodulin kinase II in three
27 ACS Paragon Plus Environment
Environmental Science & Technology
Page 28 of 37
596
(37)
Han, J.; Kesner, P.; Metna-Laurent, M.; Duan, T.; Xu, L.; Georges, F.; Koehl, M.;
597
Abrous, D.N.; Mendizabal-Zubiaga, J.; Grandes, P.; Liu, Q.; Bai, G.; Wang, W.; Xiong, L.; Ren,
598
W.; Marsicano, G.; Zhang, X. Acute cannabinoids impair working memory through astroglial
599
CB1 receptor modulation of hippocampal LTD. Cell. 2012, 148(5):1039-50.
600
(38)
601
Imperato, A.; Pedrazzini, T.; Roques, B.P.; Vassart, G.; Fratta, W.; Parmentier, M.
602
Unresponsiveness to cannabinoids and reduced addictive effects of opiates in CB1 receptor
603
knockout mice. Science. 1999, 283(5400):401-404.
604
(39)
605
children's development (4): Brain-behavior phenotypying of genetically-engineered mice using a
606
comprehensive behavioral test battery on research of neuropsychiatric disorders. J. Toxicol. Sci.
607
2009;34 Suppl 2:SP293-305.
608
(40)
609
influences
610
marmoratus). Neurotoxicology 2012, 33(4): 758-762.
611
(41)
612
Garner, C.C.; Shenolikar, S.; Ehlers, M.D. Neurabin/protein phosphatase-1 complex regulates
613
dendritic spine morphogenesis and maturation. Mol. Biol. Cell. 2005, 16(5):2349-2362.
614
(42)
615
converge on a common protein synthesis-dependent long-term depression that is affected in
616
fragile X syndrome mental retardation. J. Neurosci. 2007, 27(43):11624-11634.
Ledent, C.; Valverde, O.; Cossu, G.; Petitet, F.; Aubert, J.F.; Beslot, F.; Böhme, G.A.;
Takao, K.; Miyakawa, T. 2009. Intrauterine environment-genome interaction and
He, C.; Wang, C.; Zhou, Y.; Li, J.; Zuo, Z. Embryonic exposure to benzo (a) pyrene neural
development
and
function
in
rockfish
(Sebastiscus
Terry-Lorenzo, R.T.; Roadcap, D.W.; Otsuka, T.; Blanpied, T.A.; Zamorano, P.L.;
Volk, L.J.; Pfeiffer, B.E.; Gibson, J.R.; Huber, K.M. Multiple Gq-coupled receptors
28 ACS Paragon Plus Environment
Page 29 of 37
Environmental Science & Technology
617
(43)
Fitzgerald, P.J.; Barkus, C.; Feyder, M.; Wiedholz, L.M.; Chen, Y.C.; Karlsson, R.M.;
618
Machado-Vieira, R.; Graybeal, C.; Sharp, T.; Zarate, C.; Harvey-White, J.; Du, J.; Sprengel, R.;
619
Gass, P.; Bannerman, D.; Holmes, A. Does gene deletion of AMPA GluA1 phenocopy features
620
of schizoaffective disorder? Neurobiol. Dis. 2010, 40(3):608-21.
621
(44)
622
Esbaugh, A.J.; Mager, E.M.; Stieglitz, J.; Hoenig, R.; Benetti D. Corresponding morphological
623
and molecular indicators of crude oil toxicity to the developing hearts of mahi mahi. Sci. Rep.
624
2015, 5, 17326.
625
(45)
626
teratogenesis of polycyclic aromatic hydrocarbons and PCB-126 in Atlantic killifish (Fundulus
627
heteroclitus). Aquat. Toxicol. 2010, 99, 232–240
628
(46)
629
ring polycyclic aromatic hydrocarbons in zebrafish is differentially dependent on AH receptor
630
isoforms and hepatic cytochrome P4501A metabolism. Toxicol. Appl. Pharmacol. 2006, 217,
631
308–321.
632
(47)
633
Tanguay, R.L. Ligand-specific transcriptional mechanisms underlie aryl hydrocarbon receptor-
634
mediated developmental toxicity of oxygenated PAHs. Toxicol. Sci. 2015, 147(2): 397–411.
635
(48)
636
toxicity and XRE- and ARE-associated gene induction in zebrafish (Danio rerio). Toxicol. Appl.
637
Pharmacol. 2011, 254, 280–287
Edmunds, R.C.; Gill, J.A.; Baldwin, D.H.; Linbo, T.L.; French, B.L.; Brown, T.L.;
Clark, B. W.; Matson, C. W.; Jung, D.; Di Giulio, R. T. AHR2 mediates cardiac
Incardona, J. P.; Day, H. L.; Collier, T. K.; Scholz, N. L. Developmental toxicity of 4-
Goodale, B.C.; La Du, J.; Tilton, S.C.; Sullivan, C.M.; Bisson, W.H.; Waters, K.M.;
Van Tiem, L. A.; Di Giulio, R. T. AHR2 knockdown prevents PAH-mediated cardiac
29 ACS Paragon Plus Environment
Environmental Science & Technology
Page 30 of 37
638
(49)
Incardona, J.P.; Carls, M.G.; Teraoka, H.; Sloan, C.A.; Collier, T.K.; Scholz, N.L. Aryl
639
hydrocarbon receptor-independent toxicity of weathered crude oil during fish development.
640
Environ. Health Perspect. 2005, 113, 1755–1762.
641
(50)
642
J.P. Geologically distinct crude oils cause a common cardiotoxicity syndrome in developing
643
zebrafish. Chemosphere 2013, 91,1146–1155.
644
(51)
645
malformation is an early response to TCDD in embryonic zebrafish. Toxicol. Sci. 2005, 84, 368–
646
377.
647
(52)
648
NFATc1 mediates vascular endothelial growth factor-induced proliferation of human pulmonary
649
valve endothelial cells. J. Biol. Chem. 2003, 278(3), 1686-1692.
650
(53)
651
in coordination with the MAPKs. Cardiovasc. Res. 2004, 63(3), 467-475.
652
(54)
653
M.C.; Valentine, D.L.; Reddy, C.M. Oil weathering after the Deepwater Horizon disaster led to
654
the formation of oxygenated residues. Environ. Sci. Technol. 2012, 46(16), 8799-8807.
655
(55)
656
Anderson, K.A.; Waters, K.M.; Tanguay, R.L. Comparative developmental toxicity of
657
environmentally relevant oxygenated PAHs. Toxicol. Appl. Pharmacol. 2013, 271(2), 266-275.
Jung, J.H.; Hicken, C.E.; Boyd, D.; Anulacion, B.F.; Carls, M.G.; Shim, W.J.; Incardona,
Antkiewicz, D. S.; Burns, C. G.; Carney, S. A.; Peterson, R. E.; Heideman, W. Heart
Johnson, E.N.; Lee, Y.M.; Sander, T.L.; Rabkin, E.; Schoen, F.J.; Kaushal, S.; Bischoff, J.
Molkentin, J.D. Calcineurin–NFAT signaling regulates the cardiac hypertrophic response
Aeppli, C.; Carmichael, C.A.; Nelson, R.K.; Lemkau, K.L.; Graham, W.M.; Redmond,
Knecht, A.L.; Goodale, B.C.; Truong, L.; Simonich, M.T.; Swanson, A.J.; Matzke, M.M.;
30 ACS Paragon Plus Environment
Page 31 of 37
Environmental Science & Technology
658
(56)
Hodgkin, A.L.; McNaughton, P.A.; Nunn, B.J. The ionic selectivity and calcium
659
dependence of the light-sensitive pathway in toad rods. J. Physiol. 1985, 358, 447.
660
(57)
661
extended family with diverse functions. Annu. Rev. Physiol. 1996, 58(1), 395-426.
662
(58)
663
coupling of a Ca2+/calmodulin-dependent nitric oxide synthase and a soluble guanylyl cyclase in
664
vertebrate photoreceptor cells. EMBO J. 1994, 13(14), 3312.
665
(59)
666
equivalent-light hypothesis from arrestin knockout mice. Invest. Ophthalmol. Vis. Sci. 1999,
667
40(12), 2770-2772.
668
(60)
669
induced photoreceptor apoptosis and neuroprotection for retinal degeneration. Prog. Retin. Eye
670
Res. 2005, 24(2), 275-306.
671
(61)
672
Kitamura, S.I.; Takata, H.; Handoh, I.C.; Nakayama, K.; Murakami, Y. Nervous system
673
disruption and concomitant behavioral abnormality in early hatched pufferfish larvae exposed to
674
heavy oil. Environ. Sci. Pollut. Res. 2012, 19(7): 2488-2497.
675
(62)
676
developmental toxicity in zebrafish embryos and the possible mechanisms involved. J. Hazard
677
Mater. 2013, 261: 172-180.
Finn, J.T.; Grunwald, M.E.; Yau, K.W. Cyclic nucleotide-gated ion channels: an
Koch, K.W.; Lambrecht, H.G.; Haberecht, M.; Redburn, D.; Schmidt, H.H. Functional
Fain, G.L.; Lisman, J.E. Light, Ca2+, and photoreceptor death: new evidence for the
Wenzel, A.; Grimm, C.; Samardzija, M.; Remé, C.E. Molecular mechanisms of light-
Kawaguchi, M.; Sugahara, Y.; Watanabe, T.; Irie, K.; Ishida, M.; Kurokawa, D.;
Huang, L.; Wang, C.; Zhang, Y.; Wu, M.; Zuo, Z. Phenanthrene causes ocular
678
31 ACS Paragon Plus Environment
Environmental Science & Technology
Page 32 of 37
679
Figure legends
680
Fig. 1 Toxicity predictions determined from differentially expressed genes between controls
681
versus slick oil-treated red drum larvae for 24, 48 and 72 hpf. The left Y-axis indicates the –log
682
(p-value; red dots in upper line) determined by Fisher's exact test, and the right Y-axis indicates
683
the ratio (lower line), which is calculated as the number of genes found in each given pathway
684
divided by the total number of genes in that pathway.
685
Fig. 2 Activated and inhibited upstream regulators in slick oil treated red drum larvae predicted
686
by Upstream Analysis in IPA. The prediction of activation is based on the global direction of
687
changes of the modulated genes. The activation Z-score indicates whether the observed gene
688
responses to upstream regulators agree with expected changes derived from the literature that
689
accrued in IPA database, was used to predict the activation state. Z-scores ≥ 2 or ≤ − 2 indicates
690
that the upstream regulator was predicted to be activated or inhibited, respectively. A Fisher’s
691
Exact Test was used to determine the significance of the overlap between the regulator and the
692
responsive genes.
693
Fig. 3 Canonical Pathways for 48 hpf (a) and 72 hpf (b). The y-axis displays the -log of p-value
694
which is calculated by Fisher's exact test right-tailed. The numbers on the right indicate the
695
number of genes affiliated with that pathway. Red bar, number of up-regulated genes; green bar:
696
down-regulated; gray bar, unchanged genes.
697
Fig. 4 Predicted mechanisms through Ingenuity Pathway Analysis showing how slick oil may
698
lead to the suppression of long term depression of synaptic transmission, decreased quantity of
699
nervous tissue, and hyperactive behavior.
700
32 ACS Paragon Plus Environment
Page 33 of 37
Environmental Science & Technology
701 702
Fig. 1 33 ACS Paragon Plus Environment
Environmental Science & Technology
703 704
Fig. 2
705
34 ACS Paragon Plus Environment
Page 34 of 37
Page 35 of 37
Environmental Science & Technology
706
707
Fig. 3
708
709
710
35 ACS Paragon Plus Environment
Environmental Science & Technology
711 712
Fig. 4
713
36 ACS Paragon Plus Environment
Page 36 of 37
Page 37 of 37
Environmental Science & Technology
714
Table 1 Morphological measurements: brain area, eye area, pericardial area, Iris area, spine and
715
total body length in control and oil treated red drum larvae at 48 hpf. Data were analyzed by t-
716
test and a two tailed p- value indicates the significant effect of slick oil exposure at p < 0.05 (N =
717
4). Morphological
Control
Slick oil
p-value
Brain Area (µm2)
15057 ± 429
12556 ± 828
0.029
Eye Area (µm2)
13138 ± 282
10296 ± 788
0.001
Iris Area (µm2)
1703 ± 63
1370 ± 100
0.090
Pericardial Area (µm2)
6444 ± 464
9343 ± 1200