| Literature DB >> 28222107 |
Nils Rudqvist1, Johan Spetz1, Emil Schüler1, Toshima Z Parris2, Britta Langen1, Khalil Helou2, Eva Forssell-Aronsson1.
Abstract
Humans are exposed to 131I in medical diagnostics and treatment but also from nuclear accidents, and better knowledge of the molecular response in thyroid is needed. The aim of the study was to examine the transcriptional response in thyroid tissue 24 h after 131I administration in rats. The exposure levels were chosen to simulate both the clinical situation and the case of nuclear fallout. Thirty-six male rats were i.v. injected with 0-4700 kBq 131I, and killed at 24 h after injection (Dthyroid = 0.0058-3.0 Gy). Total RNA was extracted from individual thyroid tissue samples and mRNA levels were determined using oligonucleotide microarray technique. Differentially expressed transcripts were determined using Nexus Expression 3.0. Hierarchical clustering was performed in the R statistical computing environment. Pathway analysis was performed using the Ingenuity Pathway Analysis tool and the Gene Ontology database. T4 and TSH plasma concentrations were measured using ELISA. Totally, 429 differentially regulated transcripts were identified. Downregulation of thyroid hormone biosynthesis associated genes (e.g. thyroglobulin, thyroid peroxidase, the sodium-iodine symporter) was identified in some groups, and an impact on thyroid function was supported by the pathway analysis. Recurring downregulation of Dbp and Slc47a2 was found. Dbp exhibited a pattern with monotonous reduction of downregulation with absorbed dose at 0.0058-0.22 Gy. T4 plasma levels were increased and decreased in rats whose thyroids were exposed to 0.057 and 0.22 Gy, respectively. Different amounts of injected 131I gave distinct transcriptional responses in the rat thyroid. Transcriptional response related to thyroid function and changes in T4 plasma levels were found already at very low absorbed doses to thyroid.Entities:
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Year: 2017 PMID: 28222107 PMCID: PMC5319760 DOI: 10.1371/journal.pone.0171797
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Volcano plots of regulated transcripts in rat thyroid exposed to 0.0058–3 Gy 24 h following 131I injection.
Regulated transcripts with a fold change ≥ 1.5 (log2 ratio value ≥ 0.58) and Benjamini-Hochberg (False Discovery Rate) adjusted p-value < 0.01 are shown as black dots. Gray dots are transcripts not reaching the statistical cut off. The number of regulated transcripts can be seen for each group, e.g. 71 and 27 transcripts were down- and upregulated, respectively, in response to 0.0058 Gy. Adjusted p-values < 0.0001 are shown as 0.0001.
Regulated transcripts.
| Absorbed dose (Gy) | Regulated transcripts | ||
|---|---|---|---|
| Total number | Upregulated | Downregulated | |
| 0.0058 | 98 | 27 | 71 |
| 0.057 | 9 | 3 | 6 |
| 0.11 | 18 | 13 | 6 |
| 0.17 | 102 | 83 | 19 |
| 0.22 | 184 | 53 | 131 |
| 0.50 | 6 | 3 | 3 |
| 0.84 | 57 | 9 | 48 |
| 3.0 | 98 | 28 | 70 |
Fig 2Hierarchical clustering of regulated transcripts in rat thyroid exposed to 0.0058–3 Gy 24 h following 131I injection.
Regulated transcripts with a fold change ≥ 1.5 (log2 ratio value ≥ 0.58) and an adjusted p-value ≤ 0.01 were hierarchically clustered according to log2 ratio values using the hclust and heatmaps.2 functions in the R statistical environment. Statistically nonsignificant transcripts have been given the log2 ratio value 0. The transcript above “A”, downregulated in response to 0.0058–0.17 and 0.84–3.0 Gy, is the Slc47a2 transcript. The transcripts above B are three Dbp transcripts, downregulated after 0.0058–0.22 Gy.
Shared regulated transcripts.
| Transcripts regulated in | Number of transcripts | |||
|---|---|---|---|---|
| Totally regulated | Upregulated | Downregulated | Up- or downregulated | |
| ≥ 1 groups | 429 | 171 | 236 | 22 |
| ≥ 2 groups | 105 | 13 | 70 | 22 |
| ≥ 3 groups | 20 | 4 | 13 | 3 |
| ≥ 4 groups | 11 | 2 | 7 | 2 |
| ≥ 5 groups | 5 | 1 | 4 | 0 |
| ≥ 6 groups | 2 | 1 | 1 | 0 |
| ≥ 7 groups | 1 | 1 | 1 | 0 |
| 8 groups | 0 | 0 | 0 | 0 |
Up or downregulated transcripts are transcripts not regulated in the same direction when comparing groups, i.e. upregulated in one group, but downregulated in another
Fig 3qPCR validation of microarray measurements for Cdkn1a, Dbp, Slc5a5, Iyd, Pax8, Tg, and Tpo.
qPCR was used for validation of the microarray measurements. Scatter-plot x-axis: dCT values (calculated as CTaverage of reference genes−CTgene of interest); y-axis: normalized intensity microarray values. R2 (goodness of fit) and p-values (hypothesis: "Is slope significantly non-zero?") were calculated using Prism.
Fig 4Recurring regulation of Slc47a2 and Dbp.
Four of the five transcripts that were regulated after ≥ 5 of 8 different exposures were related to Slc47a2 and Dbp. * indicates regulation, i.e. fold change and Benjamini Hochberg (False Discovery Rate) adjusted p-value cutoffs of 1.5 and 0.01, respectively. Fold change cannot have a value between -1 and 1.
Recurring regulation of Slc47a2 and Dbp.
| Absorbed dose (Gy) | Mean fold change (q-value) | |||
|---|---|---|---|---|
| 0.0058 | -2.2 (0.0014) | -5.8 (0.0006) | -5.7 (0.0019) | -5.7 (0.0001) |
| 0.057 | -2.2 (0.0086) | -5.6 (0.0001) | -5.6 (0.0001) | -5.4 (0.0001) |
| 0.11 | -2.2 (0.0043) | -4.8 (0.0001) | -4.9 (0.0001) | -4.9 (0.0001) |
| 0.17 | -1.9 (0.35) | -3.4 (0.0001) | -3.2 (0.0001) | -3.2 (0.0007) |
| 0.22 | -1.9 (0.27) | -1.9 (0.99) | -1.8 (1) | -1.8 (0.79) |
| 0.50 | -2.2 (0.001) | -1.6 (1) | -1.6 (1) | -1.5 (1) |
| 0.84 | -2.2 (0.0001) | 1.2 (1) | 1.2 (1) | 1.2 (1) |
| 3.0 | -2.2 (0.0001) | 1.2 (0.0001) | 1.2 (1) | 1.2 (1) |
Values are given as fold change and with q-value within parenthesis.
Endogenous upstream regulators identified using IPA.
| IA (kBq) | D (Gy) | Upstream regulator | Prediction | Z-value | Involved molecules |
|---|---|---|---|---|---|
| 9 | 0.0058 | CREB1 | Inhibited | -2.4 | CALCB, CHGA, NKX2-1, PAX8, TG, TPO, TSHR |
| CTNNB1 | Inhibited | -2.2 | CDH16, CHGA, DIO1, HHEX, ID4, NKX2-1, PAX8 | ||
| NKX2-1 | Inhibited | -2.2 | SFTPD, SLC5A5, TG, TPO, TSHR | ||
| TSH | Inhibited | -2.2 | DIO1, PAX8, SLC5A5, TG, TPO, TSHR | ||
| 88 | 0.057 | None detected | |||
| 170 | 0.11 | None detected | |||
| 260 | 0.17 | GATA4 | Inhibited | -2.9 | CNFN, LOR, MYH6, MYH7, MYL2, MYL4, SPRR1A, SPRR3, TNNC1 |
| GATA6 | Inhibited | -2.6 | CNFN, LOR, MYH6, MYH7, SPRR1A, SPRR3, TNNC1 | ||
| MYOCD | Inhibited | -2.4 | MYH6, MYH7, MYL2, MYL4, TNNC1, TNNI1 | ||
| MEF2C | Inhibited | -2.4 | MYH6, MYH7, MYL2, MYL4, TNNC1, TNNI1 | ||
| MED1 | Activated | 2.2 | LY6D, MYH7, TNNC1, TNNI1, TNNT1 | ||
| SRF | Inhibited | -2.2 | MYH6, MYH7, MYL2, MYL3, MYL4, SERPINB10, SERPINB2, TNNC1, TNNT1 | ||
| STAT5A | Activated | 2.2 | MYH7, MYL2, TNNC1, TNNI1, TNNT1 | ||
| SOX7 | Inhibited | -2.0 | CNFN, LOR, SPRR1A, SPRR3 | ||
| GRB2 | Inhibited | -2.0 | CNFN, LOR, SPRR1A, SPRR3 | ||
| PAX1 | Inhibited | -2.0 | CNFN, LOR, SPRR1A, SPRR3 | ||
| EHF | Activated | 2.0 | CNFN, KLK5, KLK8, SPRR3 | ||
| JUN | Activated | 2.0 | CSTA, DKK1, LOR, NEFH, SERPINB2, SPRR1A | ||
| 340 | 0.22 | CREB1 | Inhibited | -2.4 | CALCB, CHGA, CHGB, FAM46A, HLA-A, MARCKSL1, NKX2-1, PAX8, SCG2, SST, TG, TPO, TSHR |
| TSH | Inhibited | -2.3 | DIO1, Mt1, PAX8, SLC5A5, TG, TPO, TSHR | ||
| NKX2-1 | Inhibited | -2.2 | AQP5, FAM3D, HLA-A, LRP2, Serpinb6b, SLC5A5, SOX2, TFF2, TG, TPO, TSHR | ||
| NEUROG3 | Inhibited | -2.2 | Cd24a, CHGA, NKX2-1, PAX4, SST | ||
| TNF | Activated | 2.1 | ADAM8, ALDH3A1, AQP5, BCL3, CABP1, DIO1, EMP1, HLA-A, MAN1C1, MARCKSL1, MSLN, Mt1, NKX2-1, PCP4, PTGS1, RGL3, SCN9A, SDC2, SLC5A5, TG, TPO | ||
| PTPRJ | Inhibited | -2.0 | SLA, TG, TPO, TSHR | ||
| 760 | 0.50 | None detected | |||
| 1300 | 0.84 | Estrogen receptor | Inhibited | -2.6 | CALCB, CDH1, CDH16, CLDN3, CLDN4, DSC2, DSP |
| SMARCB1 | Inhibited | -2.0 | CDH1, Defb1, DSC2, IGFBP2 | ||
| 4700 | 3.0 | SRF | Inhibited | -2.2 | ACTC1, ANKRD1, CDKN1A, MYH2, MYH6, MYH7, MYL2, MYL3, SERPINB10, TNNT1 |
| MEF2C | Inhibited | -2.0 | ACTC1, COL2A1, MYH6, MYH7, MYL2, Pln, TNNI1 |
IA: Injected activity, D: estimated absorbed dose to thyroid. The z-value is an indicator of certainty of activation or inhibition; a high absolute z-value indicates high certainty.
*IPA predicts upstream regulation from human data.
Regulated genes related to thyroid function using Gene Ontology terms.
| Probe | Gene | Biological process (Gene Ontology) | Fold change (adjusted p-value) | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9 kBq | 88 kBq | 170 kBq | 260 kBq | 340 kBq | 760 kBq | 1300 kBq | 4700 kBq | |||||||||||
| A_64_P139744 | Thyroid gland development | (0.0096) | 1.1 | (1) | 3.5 | (0.065) | 1.7 | (1) | 1.3 | (1) | 1.1 | (1) | 1 | (1) | 1.5 | (1) | ||
| A_64_P009857 | Thyroid gland development | 1.5 | (1) | -1.1 | (1) | 1.9 | (0.72) | 1.1 | (1) | (0.0002) | -1.2 | (1) | 1.4 | (1) | -1.4 | (1) | ||
| A_43_P12622 | Thyroid hormone generation | (0.0046) | -1.6 | (1) | -2 | (0.61) | -1.6 | (1) | (0.0001) | -1.3 | (1) | -2.1 | (0.28) | 1.1 | (1) | |||
| A_64_P155193 | Thyroid hormone generation | (0.0038) | -2.3 | (1) | -2.8 | (1) | -2.5 | (1) | (0.0001) | -1.7 | (1) | -4.3 | (0.23) | -1.2 | (1) | |||
| A_43_P12437 | Thyroid gland development | (0.0006) | -2.1 | (1) | (0.0064) | -2.5 | (0.6) | (0.0001) | -2.8 | (0.2) | (0.0022) | -1.1 | (1) | |||||
| A_43_P21810 | Thyroid hormone generation | (0.0024) | -2 | (1) | -2.9 | (1) | -1.5 | (1) | (0.0003) | -1.4 | (1) | -2.8 | (1) | -1.2 | (1) | |||
| A_42_P563276 | Thyroid gland development | (0.001) | -2.8 | (1) | -4 | (0.84) | -2 | (1) | (0.0002) | -1.9 | (1) | -3.2 | (0.81) | 1.2 | (1) | |||
| A_64_P097669 | Thyroid gland development | (0.0075) | -2.3 | (1) | -3.7 | (1) | -2 | (1) | (0.0034) | -1.5 | (1) | -3.2 | (1) | 1 | (1) | |||
| A_64_P105580 | Positive regulation of thyroid hormone generation, thyroid gland development | (0.0001) | -2.8 | (1) | -4.3 | (0.24) | -2.6 | (1) | (0.0001) | -1.9 | (1) | -6.5 | (0.036) | 1 | (1) | |||
| A_44_P115192 | Iodide transport, sodium ion transmembrane transport, sodium ion transport, thyroid hormone generation | (0.0001) | -2.3 | (1) | -4.3 | (0.51) | -2.1 | (1) | (0.0001) | -2 | (1) | -5.7 | (0.15) | 1.1 | (1) | |||
| A_64_P128458 | Iodide transport, thyroid gland development, thyroid hormone generation, thyroid hormone metabolic process | (0.0001) | -2.8 | (0.75) | -4.6 | (0.027) | -1.2 | (1) | (0.0001) | -2 | (1) | (0.0074) | 1.1 | (1) | ||||
| A_64_P155756 | Thyroid hormone generation | (0.0001) | -3.5 | (0.87) | -6.1 | (0.06) | -2.1 | (1) | (0.0001) | -2.6 | (1) | -6.1 | (0.033) | 1.3 | (1) | |||
| A_64_P065852 | Thyroid-stimulating hormone signaling pathway | (0.0022) | -2.6 | (1) | -2.5 | (1) | -1.6 | (1) | (0.0096) | -1.7 | (1) | -2.3 | (0.9) | 1.1 | (1) | |||
These genes are shown since their regulations were related to thyroid function according to functional annotation of genes using Gene Ontology terms (Biological Processes). Genes with statistically significant changes in mean gene expression (fold change ≥ 1.5, adjusted p-value ≤ 0.01) are shown in bold
Effect on diseases and functions based on IPA canonical pathway analysis.
| Absorbed dose (Gy) | IPA canonical pathway | p-value | Involved molecules |
|---|---|---|---|
| 0.0058 | Autoimmune Thyroid Disease Signaling | 0.0004 | TSHR, TG, TPO |
| Thyroid Hormone Biosynthesis | 0.0416 | IYD, TPO | |
| 0.057 | |||
| 0.11 | |||
| 0.17 | Calcium Signaling | 0.0000 | MYH7, TNNC1, MYL4, MYL2, CALML5, TNNI1, MYL3, TNNT1, MYH6 |
| 0.22 | Autoimmune Thyroid Disease Signaling | 0.0004 | HLA-A, TSHR, TG, TPO |
| Thyroid Hormone Biosynthesis | 0.0001 | IYD, TPO | |
| Thyroid Hormone Metabolism I (via Deiodination) | 0.0205 | DIO1 | |
| Thyronamine and Iodothyronamine Metabolism | 0.0205 | DIO1 | |
| 0.50 | Calcium Signaling | 0.0005 | MYH7, MYL2 |
| 0.84 | |||
| 3.0 | Calcium Signaling | 6.27E-10 | MYH3, MYH7, MYH2, MYL2, CALML5, ACTC1, TNNI1, MYL3, TNNT1, MYH6 |
*IPA predicts involved molecules in the form of human proteins. No canonical pathway related to thyroid function or calcium signaling was statistically significant after 0.057, 0.11, 0.84 Gy.
Fig 5Thyroxine (T4) and thyroid stimulating hormone (TSH) plasma concentration levels.
Plasma concentrations of T4 and TSH were measured using ELISA. Bars represent mean values and error bars indicate ± SEM (n = 4). * indicates statistically significant difference between irradiated and control groups (Student’s t-test, p-value ≤ 0.05).