| Literature DB >> 30598042 |
Maria P Yavropoulou1,2, Christos Poulios3, Nickos Michalopoulos4, Ariadni Gatzou5, Sofia Chrisafi6, Stylianos Mantalovas7, Theodosis Papavramidis8, Emily Daskalaki9, Electra Sofou10, Kalliopi Kotsa11, Isaak Kesisoglou12, Pantelis Zebekakis13, John G Yovos14.
Abstract
Epigenetic changes, including altered small non-coding RNAs, appear to be implicated in the pathogenesis of sporadic parathyroid adenomas (PAs). In this study, we investigated the circular RNAs (circRNAs) expression profile in sporadic PAs. Sixteen tissue samples of sporadic PAs, and four samples of normal parathyroid tissue (NPT) were investigated. Sample preparation and microarray hybridization were performed based on the Arraystar's standard protocols, and circRNAs sequences were predicted by bioinformatics tools. We identified 35 circRNAs that were differentially expressed in sporadic PAs compared to NPT; 22 were upregulated, and 13 were downregulated, according to the pre-defined thresholds of fold-change > 2.0 and p < 0.05. In the subgroup analysis of PAs from male patients (n = 7) compared to PAs from female patients (n = 9), we also find a different expression profile. In particular, 19 circRNAs were significantly upregulated, and four circRNAs were significantly downregulated in male patients, compared to female counterparts. We show here for the first time a differential circRNA expression pattern in sporadic PAs compared to NPT, and a different expression profile in PA samples from male compared to female patients, suggesting an epigenetic role in the PA pathogenesis, and also an effect of gender in the epigenetic regulation of PAs.Entities:
Keywords: circular RNAs; epigenetics; non-coding RNAs; parathyroid adenomas; pathogenesis
Mesh:
Substances:
Year: 2018 PMID: 30598042 PMCID: PMC6356744 DOI: 10.3390/cells8010015
Source DB: PubMed Journal: Cells ISSN: 2073-4409 Impact factor: 6.600
Figure 1Flow chart detailing the selection of parathyroid adenomas (PA) tissue samples.
Demographic and biochemical profile of included patients and healthy controls.
| Patient Code | Age | Baseline Values * | Post-PTX Values # | ||||
|---|---|---|---|---|---|---|---|
| s Ca | sPO4 | iPTH | s Ca | sPO4 | iPTH | ||
| NR: 2.10–2.50 mmol/L | NR: 1.0–1.5 mmol/L | NR: 1.4–6.8 pmol/L | NR: 2.1–2.5 mmol/L | NR: 1.0–1.5 mmol/L | NR: 1.4–6.8 pmol/L | ||
| Di_M_27 | 54 | 3.11 | 1.2 | 18.4 | 2.63 | 1.9 | 0.6 |
| Di_M_28 | 64 | 2.72 | 1.4 | 7.6 | 2.65 | 2 | 1.2 |
| Di_M_32 | 70 | 2.71 | 0.9 | 18.7 | 2.9 | 1.5 | 1.5 |
| Di_M_35 | 48 | 2.85 | 1.23 | 11.6 | 2.3 | 1.2 | 0.6 |
| Di_M_36 | 48 | 3.08 | 1.09 | 12.9 | 2.31 | 1.43 | 1.7 |
| Di_M_37 | 78 | 2.63 | 1.1 | 18.5 | 1.88 | 1.67 | 1 |
| Di_M_38 | 56 | 2.68 | 1.4 | 11.5 | 2.23 | 1.8 | 2.2 |
| Di_F_9 | 65 | 3.27 | 1.5 | 12.7 | 2.63 | 1.39 | 0.6 |
| Di_F_10 | 65 | 2.75 | 1.4 | 12.1 | 2.31 | 1.44 | 0.6 |
| Di_F_11 | 58 | 2.74 | 0.9 | 16.2 | 2.45 | 1.23 | 4.2 |
| Di_F_12 | 58 | 2.69 | 1.2 | 10.3 | 2.2 | 1.3 | 3.5 |
| Di_F_14 | 67 | 2.68 | 1.12 | 9.5 | 1.93 | 1.3 | 0.6 |
| Di_F_15 | 67 | 2.48 | 1.16 | 13.4 | 1.9 | 1.6 | 3.4 |
| Di_F_20 | 58 | 2.64 | 1.22 | 10.8 | 2.34 | 1.48 | 2.8 |
| Di_F_21 | 57 | 2.75 | 1.1 | 8.6 | 2.14 | 1.65 | 1.4 |
| Di_F_34 | 52 | 2.63 | 1.09 | 10.2 | 2.09 | 1.3 | 4.3 |
| Con_1M | 65 | 2.23 | 1.4 | 4.3 | / | / | / |
| Con_2M | 71 | 2.41 | 1.45 | 3.8 | / | / | / |
| Con_3F | 65 | 2.19 | 1.32 | 4.4 | / | / | / |
| Con_4F | 62 | 2.29 | 1.25 | 5.2 | / | / | / |
* Baseline values: were measured within two months prior to parathyroidectomy. # PostPTX values: were measured 1–2 months after parathyroidectomy. M, male; F, female; sCa, serum calcium; sPO4, serum phosphate; iPTH, intact parathyroid hormone; NR, normal range; PTX, parathyroidectomy.
Figure 2Immunohistochemical staining of sporadic PA and control samples. Representative images of H&E-stained 40× (A) PA samples, (B) control samples, parafibromin-stained 400×, (C) PA samples, (D) control samples, APC-stained 400× (E) PA samples, (F) control samples, Cyclin D1-stained 400×, (G) PA samples, (H) control samples, ki67-stained 400× (I) PA samples, (J) control samples. PA, parathyroid adenomas; H&E, Hematoxylin-Eosin; APC, adenomatous polyposis coli.
Figure 3Scatter plots and volcano plots to identify differentially-expressed circular RNAs (circRNAs). Scatter plots used to identify differentially-expressed circRNAs in (A) PAs vs. NPT and (B) PAs from F patients vs. PAs from M patients. The y-axis represents the mean normalized circRNA signal values for each comparator group (log2-scaled). The green fold-change lines represent 2.0× fold-changes, so the circRNAs lying above and below these green lines displayed greater than a 2.0-fold upregulation or downregulation. Volcano plots used to identify differentially-expressed circRNAs in (C) PAs vs. NPT and (D) PAs from F patients vs. PAs from M patients. The x-axis represents fold-change values (log2-scaled), while the y-axis represents p-values (−log10-scaled). The green vertical lines correspond to 2.0× upregulation and downregulation, respectively, while the green horizontal line corresponds to a p-value of 0.05. On this basis, the red rectangles represent the differentially-expressed circRNAs of statistical significance. NSV, normalized signal value; PAs, parathyroid adenomas; NPT, normal parathyroid tissue; F, female; M, male.
Circular RNAs with significantly altered expression in parathyroid adenomas compared to normal parathyroid.
| CircRNA | CircRNA ID ‡ | Fold Change | FDR | Chr.Gene/Symbol | hsa-miRNA targets ‡‡ | |
|---|---|---|---|---|---|---|
|
| ||||||
| hsa-CircRNA_102904 | hsa_Circ_0008459 | 4.6 | 0.001 | 0.126 | KANSL1L/C2orf67(Chr.2) | 139-5p, 520f, 144, 1206, 146b-3p |
| hsa-CircRNA_404337 | hsa_Circ_0140094 | 2.14 | 0.001 | 0.148 | RPS6KA3 (Chr. X) | 1248, 1261,1264, 331-3p, 623, 644 |
| hsa-CircRNA_043614 | hsa_Circ_0043614 | 2.18 | 0.046 | 0.482 | KRT14 (chr.17) | 1184, 1205, 338-3p, 361-3p, 1224-3p, 766 |
| hsa-CircRNA_102903 | hsa_Circ_0002617 | 2.26 | 0.006 | 0.23 | KANSL1L/C2orf67 (Chr.2) | 127-5p, 1290, 139-5p, 149, 409-3p |
| hsa-CircRNA_100965 | hsa_Circ_0024501 | 2.21 | 0.002 | 0.153 | DDX6 (Chr.11) | 1248, 1251, 1264, 577, 607, 660 |
| hsa-CircRNA_001379 | hsa_Circ_0000516 | 2.11 | 0.007 | 0.234 | RPPH1 (Chr.14) | 1296 |
| hsa-CircRNA_402533 ** | - | 5.58 | 0.025 | 0.387 | OVOL2 (Chr.20) | 500b-3p |
| hsa-CircRNA_003949 | hsa_Circ_0003949 | 2.83 | 0.006 | 0.23 | PTN (Chr.7) | 1256, 145, 326, 330-5p, 620 |
| hsa-CircRNA_102116 | hsa_Circ_0003258 | 3.79 | 0.026 | 0.392 | ZNF652 (Chr.17) | 502-5p, 203, 1278, 653, 766 |
| hsa-CircRNA_404504 | hsa_Circ_0141586 | 2.43 | 0.033 | 0.424 | STIL (Chr.1) | - |
| hsa-CircRNA_051778 | hsa_Circ_0051778 | 5.34 | 0.048 | 0.487 | BCAT2 (Chr.19) | - |
| hsa-CircRNA_400537 | hsa_Circ_0093450 | 2.08 | 0.005 | 0.223 | MASTL (Chr.10) | 1236, 1279, 1825,223, 346, 520 |
| hsa-CircRNA_101283 | hsa_Circ_0030586 | 2.51 | 0.043 | 0.465 | ABCC4 (Chr.13) | 1238, 1248, 217, 651, 767-5p, 139-5p |
| hsa-CircRNA_007273 | hsa_Circ_0007273 | 2.19 | 0.001 | 0.146 | RAB11FIP5 (chr.2) | 1243, 1248, 1288, 361-3p, 876-3p |
| hsa-CircRNA_401782 | hsa_Circ_0043138 | 4.71 | 0.046 | 0.479 | TAF15 (Chr.17) | 1257, 556-5p, 758, 1282, 767-3p |
| hsa-CircRNA_002122 | hsa_Circ_0002122 | 4.07 | 0.025 | 0.391 | CTCF (Chr.16) | 1264, 136, 561, 644, 874 |
| hsa-CircRNA_002617 | hsa_Circ_0002617 | 2.13 | 0.02 | 0.36 | KANSL1L/C2orf67 (Chr.2) | 127-5p, 1290, 139-5p, 149, 409, |
| hsa-CircRNA_406174 *** | hsa_Circ_0005622 | 5.84 | 0.036 | 0.436 | PITPNB (Chr.22) | 604, 589, 1248, 593, 1248 |
| hsa-CircRNA_104269 | hsa_Circ_0078768 | 2.16 | 0.006 | 0.234 | FAM120B (Chr.6) | 1292, 661,1182, 1272, 1322 |
| hsa-CircRNA_004286 | hsa_Circ_0004286 | 2.53 | 0.002 | 0.162 | SUSD1 (Chr.9) | 1299, 182,31, 330-3p, 384 |
| hsa-CircRNA_406165 | - | 3.62 | 0.045 | 0.477 | COL6A2 (Chr.21) | - |
| hsa-CircRNA_008267 | hsa_Circ_0008267 | 6.36 | 0.025 | 0.387 | LINC00969/SDHAP2(Chr.3) | 145, 1304, 198,498, 581 |
|
| ||||||
| hsa-CircRNA_404643 | hsa_Circ_0111746 | 2.31 | 0.01 | 0.272 | PIK3C2B (Chr.1) | 1224-3p, 1272, 1280, 486-3p, 586 |
| hsa-CircRNA_105038 | hsa_Circ_0105038 | 2.84 | 0.005 | 0.229 | FLNA (Chr. X) | 1225-3p, 1247, 149, 486-3p, 661 |
| hsa-CircRNA_101474 | hsa_Circ_0101474 | 2.03 | 0.002 | 0.153 | THBS1 (Chr.15) | 1322, 507, 557, 578, 615-5p, 663b |
| hsa-CircRNA_405040 | hsa_Circ_0099504 | 2.4 | 0.001 | 0.153 | PLXNC1 Chr.12 | 570, 1229, 513a-5p, 873, 1322 |
| hsa-CircRNA_101051 | hsa_Circ_0026143 | 2.27 | 0.041 | 0.458 | TROAP Chr.12 | 637, 887, 1286, 661, 1247 |
| hsa-CircRNA_032603 | hsa_Circ_0032603 | 3.01 | 0.006 | 0.234 | LTBP2 Chr.14 | 338-3p, 766, 940, 657, 486-3p |
| hsa-CircRNA_058097 | hsa_Circ_0058097 | 3.61 | 0.003 | 0.198 | FN1 Chr.2 | 876-3p, 1231, 1238, 515-5p, 558 |
| hsa-CircRNA_074530 | hsa_Circ_0074530 | 2.08 | 0.004 | 0.2 | CD74 Chr.5 | 136, 145, 519e, 515-3p,767-3p |
| hsa-CircRNA_092437 | hsa_Circ_0000741 | 2.4 | 0.044 | 0.472 | POLR2A Chr.17 | 574-5p, 637, 604, 7, 490-5p |
| hsa-CircRNA_021732 | hsa_Circ_0111746 | 2.82 | 0.002 | 0.153 | CD44 Chr.11 | 1248, 1236, 145, 370, 636 |
| hsa-CircRNA_101017 | hsa_circ_0025506 | 2.01 | 0.002 | 0.162 | GPRC5A Chr.12 | 1252, 296-5p,583, 873, 940 |
| hsa-CircRNA_001766 | hsa_circ_0001766 | 2.09 | 0.008 | 0.247 | PDIA4 Chr.7 | 182, 1203, 136, 182, 766 |
| hsa-CircRNA_102368 | hsa_circ_0047663 | 2.04 | 0.043 | 0.467 | RPL17 Chr.18 | 1204, 1208, 1228, 586 |
‡: The experimentally assayed circRNAs were cross-checked for the genomic position and the best transcript in circBase (http://circbase.org). ‡‡: The circRNA -corresponding hsa-miRNA targets with the best context+score percentile (NIH Circular RNA interactome). All identified circularRNAs are exonic arising from the exons of the linear transcript except for: **: Antisense, where their gene locus overlaps with the linear RNA, but is transcribed from the opposite strand. ***: Sense overlapping, transcribed from same gene locus as the linear transcript, but not classified into "exonic" and "intronic". has: Homo sapiens; Circ: circular; chr: chromosome.
Figure 4qRT-PCR validation of differentially expressed circRNAs in PAs. qRT-PCR was used to validate the dysregulated expression of the four significantly upregulated and the two significantly downregulated circRNAs that showed the highest fold-expression in PAs (n = 16) vs. normal parathyroid tissue (n = 4) in the microarray analysis. The same samples used for microarray analysis were also used for qPCR validation. The y-axis represents the relative fold change compared to controls. Data are displayed as means ± SEMs. p values for Microarray and qRT-PCR analysis are indicated in the figure.
Circular RNA expression profile in parathyroid adenomas from male vs. female patients.
| CircRNA | CircRNA ID‡ | Fold Change | FDR | Gene Symbol/ | hsa-miRNA targets‡‡ | |
|---|---|---|---|---|---|---|
| Chr. | ||||||
|
| ||||||
| hsa-CircRNA_401977 | hsa_circ_0108703 | 2.67 | 0.001 | 0.09 | NEDD4L | 1231,1298, 149, 330-3p, 421, 561 |
| Chr.18 | ||||||
| hsa-CircRNA_103224 | hsa_circ_0063329 | 2.52 | 0.001 | 0.07 | DDX17 | 191, 571, 605, 622, 640 |
| Chr.22 | ||||||
| hsa-CircRNA_102850 | hsa_circ_0001081 | 2.15 | 0.003 | 0.12 | DCAF17 | 558,624,653,1200,1224-3p |
| Ch.2 | ||||||
| hsa-CircRNA_008636 *** | hsa_circ_0008636 | 2.23 | 0.017 | 0.21 | AAGAB | 1256, 330-3p, 526b, 1182,1184 |
| Chr.15 | ||||||
| hsa-CircRNA_000763 ** | hsa_circ_0007630 | 2.64 | 0.025 | 0.24 | MBNL1 | 1184, 1263, 1305, 192, 215 |
| Chr.3 | ||||||
| hsa-CircRNA_026646 | hsa_circ_0026646 | 2.28 | 0.001 | 0.08 | PCBP2 | 1225-3p, 184, 1225-5p, 1233, 1245 |
| Chr.12 | ||||||
| hsa-CircRNA_406841 ** | - | 2.06 | 0.005 | 0.13 | MIR5695 | - |
| Chr.19 | ||||||
| hsa-CircRNA_092388 *** | hsa_circ_0000315 | 3.26 | 0.016 | 0.2 | INCENP | 767-3p, 942, 1184, 578, 622 |
| Chr.11 | ||||||
| hsa-CircRNA_089762 | hsa_circ_0089762 | 2.89 | <0.001 | 0.04 | JA760602 | 384, 554, 1249, 1283, 21 |
| hsa-CircRNA_044837 | hsa_circ_0044837 | 2.97 | 0.024 | 0.23 | YPEL2 | 1184, 1205, 1257, 1264, 1273 |
| Chr.17 | ||||||
| hsa-CircRNA_061170 | hsa_circ_0061170 | 2.17 | 0.037 | 0.27 | RTEL1 | 1289, 338-3p, 370, 377, 409-3p |
| Chr.20 | ||||||
| hsa-CircRNA_000711 * | hsa_circ_0001443 | 2.14 | 0.001 | 0.08 | MAML3 | 873 |
| Chr.4 | ||||||
| hsa-CircRNA_001678 *** | hsa_circ_0000517 | 2.39 | 0.009 | 0.16 | RPPH1 | 1225-3p, 1233, 1258, 1292, 1296 |
| Chr.14 | ||||||
| hsa-CircRNA_051799 | hsa_circ_0051799 | 3.31 | 0.001 | 0.07 | BAX | 1827, 198, 383, 486-3p, 1180 |
| Chr.19 | ||||||
| hsa-CircRNA_000365 | hsa_circ_0000365 | 2.07 | 0.005 | 0.13 | TBCEL | 1233, 1304, 339-3p, 421, 510 |
| Chr.11 | ||||||
| hsa-CircRNA_404879 *** | hsa_circ_0095784 | 2.22 | 0.026 | 0.24 | PRR5L | 1179, 1197, 1205, 1208,1229 |
| Chr.11 | ||||||
| hsa-CircRNA_000167*** | hsa_circ_0000518 | 2.38 | 0.011 | 0.17 | RPPH1 | 1204, 1225-3p,1233, 1258, 146b-3p |
| Chr.14 | ||||||
| hsa-CircRNA_089763 | hsa_circ_0089763 | 2.74 | 0.001 | 0.07 | JA760600 | 1179, 1238, 1248, 1206, 1228 |
| hsa-CircRNA_002082*** | hsa_circ_0002082 | 2.45 | 0.045 | 0.29 | MALAT1 | 1252, 217, 1208, 1224-3p, 1238 |
| Chr.11 | ||||||
|
| ||||||
| hsa-CircRNA_100332 | hsa_circ_0014130 | / | 0.026 | 0.24 | PIP5K1A | 1205, 1246, 1182, 1183, 1184 |
| Chr.1 | ||||||
| hsa-CircRNA_004286 | hsa_circ_0042860 | / | <0.001 | 0.05 | CRLF3 | 1827, 192, 215, 346, 516b |
| Chr.17 | ||||||
| hsa-CircRNA_059571 | hsa_circ_0059571 | / | 0.009 | 0.17 | RALGAPA2 | 1250, 1263, 136, 1183, 1200 |
| Chr.20 | ||||||
| hsa-CircRNA_005310 | hsa_circ_0005310 | / | 0.041 | 0.28 | SBNO1 | 1246, 1251, 1264, 1290, 375 |
| Chr.12 | ||||||
All identified circularRNAs are exonic, arising from the exons of the linear transcript, except for *: intronic, arising from an intron of the linear transcript. **: Antisense, where their gene locus overlap with the linear RNA, but transcribed from the opposite strand. ***: Sense overlapping, transcribed from same gene locus as the linear transcript, but not classified into "exonic" and "intronic". hsa: Homo sapiens, Circ: circular, chr: chromosome.
Figure 5Stochastic approach of the potential interactions between genes and non-coding RNAs, in the pathogenesis of parathyroid adenomas. Some circRNAs play critical roles in fine-tuning the level of miRNA-mediated regulation of gene expression by sequestering the miRNAs. miR: microRNAs; circ: circular RNAs; EMT: epithelial–mesenchymal transition; RBPs: RNA-binding proteins, QKI: Quaking homolog, KH domain RNA binding (RNA binding protein).