| Literature DB >> 25756049 |
Guntulu Ak1, Sandra C Tomaszek2, Farhad Kosari3, Muzaffer Metintas1, James R Jett4, Selma Metintas5, Huseyin Yildirim1, Emine Dundar6, Jie Dong2, Marie Christine Aubry7, Dennis A Wigle2, Charles F Thomas8.
Abstract
INTRODUCTION: We investigated the expression of microRNAs and mRNAs in pleural tissues from patients with either malignant pleural mesothelioma or benign asbestos-related pleural effusion.Entities:
Mesh:
Substances:
Year: 2015 PMID: 25756049 PMCID: PMC4331157 DOI: 10.1155/2015/635748
Source DB: PubMed Journal: Biomed Res Int Impact factor: 3.411
Patient demographics.
| MPM ( | BAPE ( | |
|---|---|---|
| Age, y ± SD (range) | 68.0 ± 7.5 (48–81) | 65.7 ± 12.3 (49–79) |
| Sex, male : female | 9 : 9 | 5 : 1 |
| Asbestos exposure time, | 33.1 ± 19.6 (0–81) | 28.2 ± 11.3 (20–49) |
| y ± SD (range) | ||
| Histology, | ||
| Epithelial | 10 (55.6) | — |
| Mixed | 4 (22.2) | |
| Sarcomatoid | 4 (22.2) | |
| Stage, | ||
| I-II | 4 (22.2) | — |
| III-IV | 14 (77.8) | |
| Treatment, | ||
| Yes | 11 (61.1) | — |
| No | 7 (38.9) |
MPM: malignant pleural mesothelioma; BAPE: benign asbestos-related pleural effusion; SD: standard deviation.
Average ΔC value of overexpressed microRNAs in malignant pleural mesothelioma compared with benign asbestos-related pleural effusion.
| MPM | BAPE | Fold change |
| |
|---|---|---|---|---|
| hsa-miR-484 | 7.06 | 9.54 | 5.58 | 0.010 |
| hsa-miR-320 | 6.62 | 8.14 | 2.87 | 0.017 |
| hsa-let-7a | 8.85 | 12.65 | 13.93 | 0.019 |
| hsa-miR-744 | 11.67 | 13.76 | 4.26 | 0.019 |
| hsa-miR-20a | 10.65 | 13.16 | 5.7 | 0.019 |
| hsa-miR-193b | 8.09 | 9.69 | 3.03 | 0.019 |
| hsa-let-7d | 10.18 | 12.72 | 5.82 | 0.045 |
| hsa-miR-125a-5p | 8.8 | 11.83 | 8.17 | 0.045 |
| hsa-miR-92a | 9.93 | 11.19 | 2.39 | 0.045 |
| has-miR-155 | 8.77 | 10.43 | 3.16 | 0.045 |
| hsa-miR-152 | 11.93 | 13.48 | 2.93 | 0.047 |
*[26]. MPM: malignant pleural mesothelioma; BAPE: benign asbestos-related pleural effusion.
Figure 1Representative overexpressed microRNAs.
mRNAs overexpressed in malignant pleural mesothelioma compared with benign asbestos-related pleural effusion.
| Probeset | Gene symbol |
*
| SNR | BAPE | MPM | FC |
|---|---|---|---|---|---|---|
| 239178_at | NA | <0.01 | 0.91 | 3 | 6.5 | 11.5 |
| 216074_x_at | WWC1 | <0.01 | 0.9 | 3 | 6.3 | 10.2 |
| 205074_at | SLC22A5 | <0.01 | 0.84 | 3.3 | 6.6 | 9.9 |
| 206404_at | FGF9 | <0.01 | 0.84 | 3.2 | 6.5 | 10 |
| 200637_s_at | PTPRF | <0.01 | 0.82 | 3.7 | 7.3 | 12 |
| 226799_at | FGD6 | <0.01 | 0.8 | 3.2 | 6.2 | 8 |
| 213085_s_at | WWC1 | <0.01 | 0.8 | 3.7 | 7.1 | 10.9 |
| 228121_at | TGFB2 | <0.01 | 0.76 | 3.7 | 6.9 | 9.2 |
| 227769_at | NA | <0.01 | 0.76 | 3.6 | 6.8 | 8.8 |
| 211029_x_at | FGF18 | <0.01 | 0.76 | 3.1 | 5.8 | 6.6 |
| 229103_at | WNT3 | <0.01 | 0.76 | 3.6 | 6.8 | 8.8 |
| 231382_at | FGF18 | <0.01 | 0.73 | 3.6 | 6.6 | 7.9 |
| 226591_at | NA | <0.01 | 0.73 | 3.2 | 5.8 | 6.1 |
| 212325_at | LIMCH1 | <0.01 | 0.71 | 4.4 | 7.9 | 11.1 |
| 228523_at | NANOS1 | <0.01 | 0.7 | 3.3 | 5.8 | 5.7 |
| 205729_at | OSMR | <0.01 | 0.68 | 2.9 | 5.2 | 4.6 |
| 204519_s_at | PLLP | <0.01 | 0.68 | 4.6 | 8 | 10.5 |
| 209631_s_at | GPR37 | <0.01 | 0.66 | 3.2 | 5.5 | 4.9 |
*[26]. Used GCRMA in the R package for normalization of microarray data.
SNR: signal to noise ratio; BAPE: benign asbestos-related pleural effusion; MPM: malignant pleural mesothelioma; FC: fold change.
Figure 2Representative overexpressed mRNAs.
Integrated analysis of mRNA and microRNAs.
| In population | In study set | Estimate | *mRNA | **miRNA | ***Both | |
|---|---|---|---|---|---|---|
| KEGG_AXON_GUIDANCE | 129 | 38 | 0.94 | 12 | 28 | 2 |
| PID_NOTCH_PATHWAY | 59 | 23 | 0.61 | 6 | 17 | 0 |
| REACTOME_SIGNALING_BY_TGF_BETA_RECEPTOR_COMPLEX | 63 | 23 | 0.56 | 10 | 14 | 1 |
| KEGG_ADHERENS_JUNCTION | 75 | 28 | 0.54 | 15 | 14 | 1 |
| PID_AVB3_INTEGRIN_PATHWAY | 75 | 34 | 0.47 | 8 | 27 | 1 |
| REACTOME_SIGNALING_BY_NOTCH | 103 | 30 | 0.42 | 16 | 18 | 4 |
| PID_E2F_PATHWAY | 74 | 24 | 0.41 | 11 | 16 | 3 |
| KEGG_PATHWAYS_IN_CANCER | 328 | 88 | 0.40 | 45 | 49 | 6 |
*Number of overexpressed mRNAs in the pathway.
**Number of gene targets of underexpressed microRNAs in the pathway.
***Number of common genes in ∗ and ∗∗.
In Study Set: number of genes in the pathway from genes selected for the analysis.
In Population: number of genes in the pathway.
The column “estimate” for MGSA indicates the marginal value of a term being in the “active” state; 0.4 was used as the threshold.
Figure 3Selected pathways and genes by an integrated analysis using overexpressed mRNA (microarray) and targets genes of underexpressed miR. Yellow depicts targets of underexpressed miR and blue depicts overexpressed genes by microarray. Green depicts overexpressed genes that are also targets of underexpressed miR. There were 232 genes in the 8 pathways. Only 32 genes that participated in more than 1 pathway are shown. Only one of two pathways related to NOTCH signaling was included in creating this figure. MAPK1, TGFBR2, EP300, CDC42, MET, IGF1R, and SMAD2 participate in 3 or more pathways. MET and CCNE2 mRNAs are overexpressed and are targets of underexpressed miR.
Overexpressed genes that are also targeted by downregulated microRNAs in pathways from Table 4.
| miRNA data | mRNA data | ||||||
|---|---|---|---|---|---|---|---|
| miR-19a | miR-29c | miR-449a | miR-511 | Probeset | P-MPM > BAPE | Fold change | |
| MET | X | 203510_at | 0.0067 | 15.56 | |||
| WNT3 | X | 229103_at | 0 | 8.75 | |||
| HDAC4 | X | X | 204225_at | 0.0071 | 4.92 | ||
| CDK6 | X | X | 224848_at | 0.0069 | 4.26 | ||
| RXRA | X | 202449_s_at | 0.0015 | 3.51 | |||
| TBL1XR1 | X | 222634_s_at | 0.0076 | 2.87 | |||
| EIF2C2 | X | 213310_at | 2.00 | 2.83 | |||
| MTMR4 | X | 212277_at | 0.0089 | 2.81 | |||
| CCNE2 | X | 205034_at | 0.0036 | 2.48 | |||
| COL12A1 | X | 231879_at | 0.0093 | 2.45 | |||
| SMARCA2 | X | 212257_s_at | 0.0099 | 2.36 | |||
| EIF2C1 | X | X | X | 228120_at | 0.002 | 1.93 | |
| SEMA4F | X | 228660_x_at | 1.00 | 1.82 | |||
| RAF1 | X | 1557675_at | 0.0077 | 1.77 | |||
| TFDP2 | X | 244043_at | 0.0093 | 1.47 | |||
P values in microRNAs columns are for MPM < BAPE.
MPM: malignant pleural mesothelioma; BAPE: benign asbestos-related pleural effusion.