| Literature DB >> 30398377 |
Gloria R Garcia1, Prarthana Shankar1, Cheryl L Dunham1, Abraham Garcia1, Jane K La Du1, Lisa Truong1, Susan C Tilton1, Robert L Tanguay1.
Abstract
BACKGROUND: A structurally diverse group of chemicals, including dioxins [e.g., 2,3,7,8-tetrachlorodibenzo-p-dioxin (TCDD)] and polycyclic aromatic hydrocarbons (PAHs), can xenobiotically activate the aryl hydrocarbon receptor (AHR) and contribute to adverse health effects in humans and wildlife. In the zebrafish model, repression of sox9b has a causal role in several AHR-mediated toxic responses, including craniofacial cartilage malformations; however, the mechanism of sox9b repression remains unknown. We previously identified a long noncoding RNA, sox9b long intergenic noncoding RNA (slincR), which is increased (in an AHR-dependent manner) by multiple AHR ligands and is required for the AHR-activated repression of sox9b.Entities:
Mesh:
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Year: 2018 PMID: 30398377 PMCID: PMC6371766 DOI: 10.1289/EHP3281
Source DB: PubMed Journal: Environ Health Perspect ISSN: 0091-6765 Impact factor: 9.031
RNA sequencing gene expression results from zebrafish developmentally exposed to 16 PAHs from the shield stage to .
| Treatment | ||||||
|---|---|---|---|---|---|---|
| FDR | FDR | FDR | ||||
| Retene ( | 7.692 | 3.006 | 0.071 | 0.848 | ||
| Benzo[ | 7.761 | 3.922 | 0.095 | 0.678 | ||
| Benzo[ | 7.913 | 3.975 | 0.168 | 0.792 | ||
| Dibenzo[ | 6.373 | 2.936 | 0.104 | 0.610 | ||
| Dibenzo[ | 6.478 | 2.785 | 0.811 | |||
| Benzo[ | 6.019 | 2.139 | 0.171 | 0.615 | ||
| Fluoranthene | 3.142 | 0.343 | 0.720 | 0.001 | 0.998 | |
| Phenanthrene | 2.093 | 0.0026 | 0.009 | 1.00 | 0.011 | 1.00 |
| Acenapthene | 0.844 | 0.139 | 0.459 | 0.407 | 0.113 | 0.499 |
| 4 | 1.618 | 0.176 | 0.019 | 0.990 | 0.347 | 0.0664 |
| Carbazole ( | 2.126 | 0.0549 | 0.491 | 0.716 | 0.211 | 0.384 |
| 3-nitrofluoranthene ( | 1.778 | 0.712 | 0.319 | 0.954 | 0.186 | 0.859 |
| 1,5-dimethylnaphthalene ( | 0.806 | 1.00 | 0.401 | 1.00 | 0.003 | 1.00 |
| 9-methylanthracene ( | 2.647 | 0.0091 | 0.711 | 0.411 | 0.140 | 0.511 |
| 2-methylnaphthalene ( | 0.587 | 1.00 | 0.139 | 1.00 | 0.038 | 1.00 |
| Anthracene | 2.467 | 0.366 | 1.083 | 0.415 | 0.137 | 0.632 |
Note: These data are part of an unpublished RNA sequencing dataset that was generated by Dr. M. Geier from the R. Tanguay laboratory. Concentrations were based on the and were experientially determined by the individual compound response. For the PAHs that did not elicit a morphological effect, the maximum soluble concentration tested ( for most) was used. The Bioconductor package edgeR (statistical methodology based on the negative binomial distribution) was used to calculate the and identify the significant differentially expressed genes (, BH-adjusted ), when compared to the vehicle control (0.1% DMSO). ; ; ; ; ; .
Denotes a chemical that is one of the U.S. Environmental Protection Agency’s 16 priority PAHs.
Figure 1.Use of qRT-PCR CHART to determine slincR enrichment at the sox9b promoter in whole embryos treated with 0.1% DMSO or TCDD. (A) Enrichment of slincR RNA by CHART (slincR probe) and a nonspecific primer set (). Each condition had 3 biological replicates, where 1 replicate consisted of approximately 500 zebrafish. The qRT-PCR data were first normalized to 1% input control, such that 6.644 cycles (i.e., dilution factor ) was subtracted from the cycle threshold value (CT; i.e., number of PCR replication cycles required for the sample signal to exceed background levels) of the diluted input and used to calculate the for the two probe sets (). The RNA yield was calculated using the following equation (). We assigned samples that did not amplify (no enrichment) a CT value of 40. (B) Representative slincR qRT-PCR CHART products from panel (A) run on a 1.2% agarose gel. (C) qRT-PCR CHART enrichment of slincR RNA at multiple positions (, , and ) downstream of the sox9b transcription start site and 5' untranslated region. Each condition had 3 biological replicates (), where 1 replicate consisted of approximately 500 zebrafish. Expression values were normalized to 1% input control as described for panel (A), except for DNA fold enrichment. We next adjusted relative to the sense probe (), and then fold enrichment was calculated (). We assigned samples that did not amplify (no enrichment) a CT value of 40. (D) qRT-PCR relative expression of slincR and sox9b mRNA in whole embryo control and sox9b morphants. Expression values were analyzed with the method and normalized to , whereas the control morphants served as the calibrator. Each sample represents a pool of 20 embryos, each condition had a minimum of four biological replicates (), and the data were analyzed using a one-way ANOVA with a Tukey post hoc test ( in comparison with ). Error bars (A, C, and D) indicate standard error of the mean. Note: ; ; ; ; .
Figure 2.Analysis of the concentration–response effects of developmental exposure (1-h exposure at ) to TCDD on gene expression at and morphological malformations at . (A) qRT-PCR relative expression of cyp1a, slincR, and sox9b transcripts in wild-type embryos exposed to 0, 0.625, 0.125, 0.25, 0.5, or TCDD. For all assays, 0.1% DMSO served as the vehicle control and is listed as TCDD. Expression values were analyzed with the method and normalized to using the TCDD concentration as the calibrator. Each experimental unit represents a pool of 20 embryos, and each treatment group included four biological replicates (). The data were and analyzed using a one-way ANOVA with a Dunnett post hoc test ( in comparison with ). All error bars indicate standard error of the mean. (B) Evaluation of 17 physical malformations at on wild-type zebrafish exposed to six concentrations of TCDD () across two 96-well plates. Nonsignificant malformations (otic vesicle, somite, circulation, pigmentation, swim bladder, notochord distortion, and alterations in touch response) are excluded. The horizontal axis displays the TCDD concentrations tested, and the malformation examined is listed above each box. The incidence across all replicates is plotted as stacked points. For each malformation, the stacked points exceeding the binomial significance threshold are represented in light gray (top stack). The data were analyzed using a Fisher’s exact test with a Bonferroni correction for multiple comparisons (, ). (C) Representative lateral images of zebrafish for each concentration of TCDD tested. The bar in top left corner indicates . (D) Larval photomotor response (LPR) in wild-type embryos developmentally exposed to 0, 0.0625, or TCDD equally divided across two 96-well plates using the ViewPoint ZebraBox larvae screening system. For each concentration of TCDD, the overall area under the curve was analyzed for the last 3 light:dark cycles in comparison with TCDD using a Kolmogorov-Smirnov test (, ). Note: ; ; ; ; ; ; ; ; ; at ; at ; ; ; ; .
Figure 3.Venn diagram of all differentially expressed genes, and heatmaps of significantly differentially expressed genes with the top 30 largest between slincR and control morphants treated developmentally (1 h exposure at ) with 0.1% DMSO or TCDD. The Bioconductor package edgeR (statistical methodology based on the negative binomial distribution) was used to identify the significant differentially expressed genes in TCDD-treated morphants (, BH-adjusted ), in comparison with the vehicle control (0.1% DMSO). (A) Venn diagram of up- and down regulated genes from control and slincR morphants. Hierarchical clustering is derived from TMM-normalized, regular log-transformed gene counts scaled by z-score as shown by heatmaps of (B) control morphant TCDD (CT) in comparison with control morphant DMSO (CD) and (C) slincR morphant TCDD (ST) in comparison with slincR morphant DMSO (SD). slincR is represented by the Ensembl gene symbol FP017215.1 in the heatmaps. Each condition included four biological replicates (i.e., CD1, CD2, CD3, and CD4), with each replicate representing a pool of 20 embryos. Note: ; ; .
Significantly enriched MetaCore process networks from Con-MO zebrafish developmentally exposed to TCDD for 1 h at the shield stage, compared to the vehicle control (0.1% DMSO).
| Network name | FDR | Associated human gene |
|---|---|---|
| Development: Cartilage development | ||
| Cell adhesion: Cell-matrix interactions | ||
| Immune response: Th17-derived cytokines | ||
| Development: Ossification and bone remodeling | ||
| Signal Transduction: BMP and GDF signaling | ||
| Development: EMT: Regulation of epithelial-to-mesenchymal transition | ||
| Proteolysis: ECM remodeling | ||
| Signal Transduction: ESR1-nuclear pathway | ||
| Reproduction: FSH-beta signaling pathway | ||
| Development: Blood vessel morphogenesis |
Note: The Bioconductor package edgeR (statistical methodology based on the negative binomial distribution) was used to calculate the significant differentially expressed genes (, BH-adjusted ), in comparison with the vehicle control (0.1% DMSO). The human orthologs of the gene list were then submitted to MetaCore to identify significantly enriched process networks using a hypergeometric distribution, where the p-value is the probability that a gene set maps to a manually curated GeneGo Process Network or is overrepresented in comparison with the background gene list. Enriched process networks were considered significant with an . ; ; ; ; ; ; ; ; ; ; ; .
Significantly enriched MetaCore process networks from slincR-MO zebrafish exposed to TCDD for 1 hour at the shield stage, in comparison with the vehicle control (0.1% DMSO).
| Network name | FDR | Associated human gene |
|---|---|---|
| Immune response: Th17-derived cytokines | ||
| Development: EMT Regulation of epithelial-to-mesenchymal transition | ||
| Signal transduction: ESR1-nuclear pathway | ||
| Reproduction: FSH-beta signaling pathway |
Note: The Bioconductor package edgeR (statistical methodology based on the negative binomial distribution) was used to calculate the significant differentially expressed genes (, BH-adjusted ), in comparison with the vehicle control (0.1% DMSO). The human orthologs of the gene list were then submitted to MetaCore to identify significantly enriched process networks using a hypergeometric distribution, where the p-value is the probability that a gene set maps to a manually curated GeneGo Process Network or is overrepresented in comparison with the background gene list. Enriched process networks were considered significant with an . ; ; ; ; ; ; ; .
Significantly enriched unique MetaCore GO processes related to skeletal and cartilage development from Con-MO zebrafish exposed to TCDD for 1 h at the shield stage, in comparison with the vehicle control (0.1% DMSO).
| Biological process | FDR | Associated human gene |
|---|---|---|
| Ossification | ||
| Cartilage development | ||
| Endochondral bone morphogenesis | ||
| Osteoblast differentiation | ||
| Bone development | ||
| Regulation of chondrocyte differentiation | ||
| Chondrocyte differentiation | ||
| Regulation of cartilage development | ||
| Positive regulation of osteoblast differentiation | ||
| Regulation of osteoblast differentiation | ||
| Regulation of bone mineralization | ||
| Odontogenesis of dentin-containing tooth | ||
| Positive regulation of cartilage development | ||
| Regulation of biomineral tissue development | ||
| Regulation of ossification | ||
| Chondrocyte proliferation | ||
| Endochondral ossification | ||
| Replacement ossification | ||
| Positive regulation of ossification | ||
| Odontogenesis | ||
| Negative regulation of chondrocyte differentiation |
Note: The Bioconductor package edgeR (statistical methodology based on the negative binomial distribution) was used to calculate the significant differentially expressed genes (, BH-adjusted ), in comparison with the vehicle control (0.1% DMSO). The human orthologs of the gene list were then submitted to MetaCore to identify significant biological processes using a hypergeometric distribution, where the p-value is the probability that a gene set maps to a manually curated GO process or is overrepresented in comparison with the background gene list. Enriched GO processes were considered significant with an . ; ; ; ; ; ; .
Significantly-enriched unique MetaCore GO processes related to angiogenesis and vasculature development from slincR-MO zebrafish exposed to TCDD for 1 h at the shield stage, in comparison with the vehicle control (0.1% DMSO).
| Biological process | FDR | Associated human gene |
|---|---|---|
| Regulation of blood vessel endothelial cell proliferation involved in sprouting angiogenesis | ||
| Negative regulation of vascular smooth muscle cell proliferation | ||
| Regulation of blood vessel endothelial cell migration | ||
| Positive regulation of vascular smooth muscle cell proliferation | ||
| Positive regulation of blood coagulation | ||
| Regulation of cell migration involved in sprouting angiogenesis | ||
| Branching involved in blood vessel morphogenesis |
Note: The Bioconductor package edgeR (statistical methodology based on the negative binomial distribution) was used to calculate the significant differentially expressed genes (, BH-adjusted ), in comparison with the vehicle control (0.1% DMSO). The human orthologs of the gene list were then submitted to MetaCore to identify significant biological processes using a hypergeometric distribution, where the p-value is the probability that a gene set maps to a manually curated GO process or is overrepresented compared to the background gene list. Enriched GO processes were considered significant with an . ; ; ; ; ; ; .
Figure 4.Effect of TCDD on the developing jaw after treatment of control and slincR morphants. Control (Con-MO) and slincR morphants (slincR-MO) were developmentally exposed to 0.1% DMSO or TCDD, and the cartilage was stained and measured at . (A) A morphometric system was used to measure the position and length of landmark structures in the developing jaw. The position of jaw structures representing junctions between Meckel’s and palatoquadrate cartilages (point A and B) and representing junctions between the hyosymplectic and ceratohyal cartilages (point C and D) was measured relative to a reference point as shown. Statistical significance was determined by a modified two-way ANOVA with a Tukey post hoc test. Morphometric values represent . ( individual zebrafish; , , ). The asterisk (*) indicates statistical significance between slincR-MO and Con-MO samples exposed to TCDD. (B) Representative images of the cartilage structures in control and slincR morphants treated with DMSO or TCDD. The arrow in the TCDD Trace panel points to the junction between the hyosymplectic and ceratohyal cartilages (point C and D). The bar in the top right corner indicates . Note: ; ; .
Figure 5.TCDD-induced hemorrhaging in control and slincR morphants. Control (Con-MO) and slincR morphants (slincR-MO) were developmentally exposed to 0.1% DMSO or TCDD, and zebrafish embryos were evaluated for the presence or absence of hemorrhaging. (A) The percent incidence of the hemorrhaging phenotype in control and slincR morphants exposed to DMSO or TCDD. The DMSO and TCDD samples consisted of 3 and 5 biological replicates, respectively. Each biological replicate contained 10–12 individual zebrafish. All error bars indicate standard error of the mean. Statistical significance was determined using the Type III one-way ANOVA for unbalanced experimental designs from the car package with a Tukey post hoc test ( or 5, ). (B) Representative images of wild-type zebrafish exposed to DMSO (normal phenotype) or TCDD (hemorrhaging phenotype). The bar in the top right corner indicates and arrows point to sites of hemorrhaging. Note: ; ; .
Figure 6.Identification of the potential slincR mouse and human orthologs. We identified the potential mouse ortholog of slincR (2610035D17Rik) based on (A) the conserved genomic location and orientation relative to Sox9 and (B) the significant increase in expression in TCDD-exposed mouse urogenital tissue samples from embryonic day 16.5 ( and ). Each biological sample consisted of RNA from 5–6 pooled mouse urogenital tissue with 3–4 biological replicates per condition. Error bars indicate standard error of the mean. The image from (A) was downloaded from the Ensembl mouse genome (GRCm38), and Sox9 and 2610035D17Rik are highlighted. (C) Downloaded and formatted image from the slncky Evolution Browser of the mouse (2610035D17Rik) and human (LINC00673) conserved lncRNA orthologs. To determine the tissue-specific expression of (D) mouse- (2610035D17Rik) and (E) human-conserved (LINC00673) lncRNAs relative to Sox9/SOX9, we downloaded RNA-seq expression data from NCBI BioProjects PRJNA66167 and PRJEB4337, respectively. Error bars indicate standard error of the mean. Note: ; .