| Literature DB >> 28584637 |
Luyang Zhao1,2, Chenglei Gu1,3, Mingxia Ye1, Zhe Zhang1, Weidong Han4, Wensheng Fan1, Yuanguang Meng1.
Abstract
The etiology and pathophysiology of endometriosis remain unclear. The aim of the current study was to identify a candidate pathogenic gene, as well as potential biomarkers of endometriosis using messenger RNA (mRNA) sequencing (mRNA-seq). Twenty-three eutopic endometria from women with endometriosis and 20 endometria from control subjects were investigated. Eight eutopic endometria and five normal endometria were selected for mRNA-seq. Differentially expressed genes (DEGs) were identified and functional analysis was conducted. Validation of certain DEGs was performed in the remaining cases and control subjects by reverse transcription-quantitative polymerase chain reaction (RT-qPCR). A total of 72 DEGs (66 upregulated and 6 downregulated) were identified in samples from women with endometriosis and compared with the control subjects. High DEGs included those involved in various functions, such as extracellular matrix (ECM) remodeling, angiogenesis, cell proliferation and differentiation. Enriched by these DEGs, 100 Gene Ontology terms were identified as significantly important, particularly 'ECM' and 'endogenous stimulus'. Validation using RT-qPCR indicated that matrix metallopeptidase 11, dual specificity phosphatase 1, Fos proto-oncogeneand serpin family E member 1 were significantly upregulated and adenosine deaminase 2 was significantly downregulated in the eutopic endometrium of patients with endometriosis. The identified DEGs may be involved in the pathogenesis of endometriosis and may be potential biomarkers in the eutopic endometrium. The current study provides a comprehensive, but preliminary insight for elucidating the mechanisms of endometriosis, which require further in-depth studies for confirmation.Entities:
Keywords: biomarker; endometriosis; eutopic endometrium; high-throughput nucleotide sequencing; messenger RNA
Year: 2017 PMID: 28584637 PMCID: PMC5449958 DOI: 10.3892/br.2017.902
Source DB: PubMed Journal: Biomed Rep ISSN: 2049-9434
Reverse transcription-quantitative polymerase chain reaction primers.
| Primer | Length, bp | Sequence |
|---|---|---|
| Matrix metallopeptidase 11 | 93 | Forward: GCTGCCTTCCAGGATGCTGAT |
| Reverse: GCCTTCCAGAGCCTTCACCTT | ||
| Dual specificity phosphatase 1 | 85 | Forward: GCCACCATCTGCCTTGCTTAC |
| Reverse TGCTTCGCCTCTGCTTCACA | ||
| Fos proto-oncogene, AP-1 transcription factor subunit | 245 | Forward: CGAGATTGCCAACCTGCTGAAG |
| Reverse: CCATGCTGCTGATGCTCTTGAC | ||
| Serpin family E member 1 | 262 | Forward: TTCAGGCTGACTTCACGAGT |
| Reverse: CCAGATGAAGGCGTCTTTCC | ||
| Adenosine deaminase 2 | 237 | Forward: GGCTGTCATCGCAGAATCCATC |
| Reverse: AGCATCAGAGCATCCAGAATGTTC |
Summary of the mRNA sequencing data following filtering and mapping.
| Sample | Total raw reads | Total Q30 (%) | Total clean reads | Mapped reads | Unique map reads | MultiMap reads |
|---|---|---|---|---|---|---|
| EU1 | 108,063,442 | 94.38 | 106,300,690 | 99,490,109 | 98,103,400 | 1,386,709 |
| EU5 | 115,796,574 | 94.93 | 114,245,924 | 108,073,952 | 106,633,173 | 1,440,779 |
| EU6 | 88,538,384 | 94.76 | 87,285,608 | 81,742,080 | 80,563,047 | 1,179,033 |
| EU7 | 125,048,606 | 94.97 | 123,155,952 | 116,419,348 | 114,821,450 | 1,597,898 |
| EU11 | 112,650,384 | 94.35 | 110,637,684 | 102,884,399 | 101,501,805 | 1,382,594 |
| EU18 | 89,731,074 | 94.42 | 88,482,524 | 83,389,862 | 82,191,074 | 1,198,788 |
| EU19 | 105,616,842 | 94.57 | 104,296,544 | 97,924,454 | 96,502,461 | 1,421,993 |
| EU21 | 112,190,626 | 94.68 | 110,717,296 | 103,453,282 | 102,134,657 | 1,318,625 |
| N2 | 119,170,846 | 94.89 | 117,104,548 | 109,135,053 | 107,668,064 | 1,466,989 |
| N8 | 100,224,148 | 95.00 | 98,937,330 | 92,856,399 | 91,660,813 | 1,195,586 |
| N12 | 95,701,846 | 94.50 | 94,451,810 | 88,290,492 | 87,035,145 | 1,255,347 |
| N16 | 106,411,788 | 94.92 | 104,457,624 | 97,033,960 | 95,631,762 | 1,402,198 |
| N19 | 116,983,022 | 93.76 | 114,885,072 | 107,817,828 | 106,214,767 | 1,603,061 |
Figure 1.Hierarchical clustering analysis. (A) Unsupervised hierarchical clustering of the 40,576 expressed mRNAs and (B) supervised hierarchical clustering analysis of 72 differentially expressed genes between the eutopic endometrium samples from endometriosis patients and healthy control subjects.
Differentially expressed genes (n=72) in eutopic endometrium samples from women with endometriosis versus healthy control subjects.
| Gene symbol | Ensemble ID | Change | Fold-change | False discovery rate |
|---|---|---|---|---|
| RP11-319E12.2 | ENSG00000251459 | Upregulated | 120.99 | 2.32E-07 |
| IGFBP1 | ENSG00000146678 | Upregulated | 115.01 | 1.79E-03 |
| SERPINB2 | ENSG00000197632 | Upregulated | 72.95 | 1.51E-04 |
| FOSB | ENSG00000125740 | Upregulated | 66.12 | 2.01E-19 |
| EREG | ENSG00000124882 | Upregulated | 52.02 | 2.05E-09 |
| MMP27 | ENSG00000137675 | Upregulated | 40.93 | 1.69E-04 |
| MMP10 | ENSG00000166670 | Upregulated | 31.41 | 4.01E-04 |
| LEFTY2 | ENSG00000143768 | Upregulated | 30.59 | 1.37E-08 |
| WIF1 | ENSG00000156076 | Upregulated | 30.56 | 1.38E-04 |
| CDC20B | ENSG00000164287 | Upregulated | 25.21 | 6.06E-09 |
| LRRC15 | ENSG00000172061 | Upregulated | 25.20 | 3.17E-24 |
| LINC01411 | ENSG00000249306 | Upregulated | 24.95 | 7.67E-03 |
| RPL10P9 | ENSG00000233913 | Upregulated | 21.83 | 3.10E-02 |
| IGKV1-12 | ENSG00000243290 | Upregulated | 21.19 | 2.04E-05 |
| FAM159B | ENSG00000145642 | Upregulated | 20.34 | 2.34E-02 |
| INHBA | ENSG00000122641 | Upregulated | 15.33 | 1.19E-15 |
| FOXN4 | ENSG00000139445 | Upregulated | 14.90 | 1.71E-02 |
| RGS1 | ENSG00000090104 | Upregulated | 14.80 | 1.19E-15 |
| MMP3 | ENSG00000149968 | Upregulated | 14.71 | 4.40E-02 |
| FOS | ENSG00000170345 | Upregulated | 14.54 | 2.55E-24 |
| IGHV1-2 | ENSG00000211934 | Upregulated | 14.08 | 3.82E-04 |
| NR4A1 | ENSG00000123358 | Upregulated | 13.80 | 8.80E-17 |
| EGR3 | ENSG00000179388 | Upregulated | 13.24 | 1.19E-15 |
| VGFA | ENSG00000112715 | Upregulated | 13.10 | 8.07E-17 |
| RP11-459E5.1 | ENSG00000253125 | Upregulated | 12.77 | 8.50E-06 |
| ARC | ENSG00000198576 | Upregulated | 12.72 | 3.82E-04 |
| EPYC | ENSG00000083782 | Upregulated | 12.28 | 4.50E-02 |
| KCNF1 | ENSG00000162975 | Upregulated | 10.88 | 1.33E-02 |
| AREG | ENSG00000109321 | Upregulated | 9.49 | 6.67E-03 |
| FOSL1 | ENSG00000175592 | Upregulated | 9.42 | 1.87E-08 |
| VGF | ENSG00000128564 | Upregulated | 9.14 | 3.29E-02 |
| NPTX1 | ENSG00000171246 | Upregulated | 9.11 | 2.50E-02 |
| ATF3 | ENSG00000162772 | Upregulated | 8.99 | 3.83E-08 |
| SERPINE1 | ENSG00000106366 | Upregulated | 8.17 | 2.00E-04 |
| IL11 | ENSG00000095752 | Upregulated | 7.97 | 7.57E-04 |
| IGFN1 | ENSG00000163395 | Upregulated | 7.79 | 2.78E-05 |
| ASIC2 | ENSG00000108684 | Upregulated | 7.40 | 1.31E-02 |
| NR4A3 | ENSG00000119508 | Upregulated | 7.30 | 4.57E-06 |
| CRYGN | ENSG00000127377 | Upregulated | 7.25 | 9.11E-03 |
| AP000349.2 | ENSG00000280178 | Upregulated | 7.07 | 4.06E-13 |
| MTUS2 | ENSG00000132938 | Upregulated | 6.87 | 5.42E-03 |
| ZCCHC12 | ENSG00000174460 | Upregulated | 6.82 | 1.05E-03 |
| MMP11 | ENSG00000099953 | Upregulated | 6.77 | 5.21E-13 |
| ARSI | ENSG00000183876 | Upregulated | 6.46 | 9.06E-03 |
| LOC101929415 | ENSG00000254254 | Upregulated | 5.90 | 4.56E-02 |
| RP11-613D13.8 | ENSG00000244953 | Upregulated | 5.72 | 2.98E-03 |
| KRT17 | ENSG00000128422 | Upregulated | 5.56 | 9.34E-05 |
| EGR1 | ENSG00000120738 | Upregulated | 5.47 | 1.43E-09 |
| CYR61 | ENSG00000142871 | Upregulated | 5.38 | 2.70E-09 |
| GEM | ENSG00000164949 | Upregulated | 4.72 | 7.61E-06 |
| C11orf96 | ENSG00000187479 | Upregulated | 4.57 | 2.05E-04 |
| PTHLH | ENSG00000087494 | Upregulated | 4.51 | 3.73E-02 |
| EGR2 | ENSG00000122877 | Upregulated | 4.41 | 1.33E-02 |
| DUSP1 | ENSG00000120129 | Upregulated | 4.35 | 2.05E-04 |
| LOC102724428 | ENSG00000275993 | Upregulated | 4.35 | 8.21E-03 |
| PAMR1 | ENSG00000149090 | Upregulated | 4.23 | 1.34E-03 |
| TNFRSF12A | ENSG00000006327 | Upregulated | 3.83 | 5.70E-03 |
| DUSP5 | ENSG00000138166 | Upregulated | 3.66 | 1.60E-03 |
| SLC47A1 | ENSG00000142494 | Upregulated | 3.62 | 8.33E-03 |
| ADAMTS16 | ENSG00000145536 | Upregulated | 3.39 | 1.45E-02 |
| CAB39L | ENSG00000102547 | Upregulated | 3.38 | 1.65E-03 |
| HES1 | ENSG00000114315 | Upregulated | 3.23 | 6.51E-03 |
| HTRA3 | ENSG00000170801 | Upregulated | 3.17 | 1.60E-03 |
| LTBP2 | ENSG00000119681 | Upregulated | 2.92 | 6.92E-03 |
| LOC284454 | ENSG00000267519 | Upregulated | 2.89 | 4.88E-02 |
| RGCC | ENSG00000102760 | Upregulated | 2.74 | 4.03E-02 |
| LRRC26 | ENSG00000184709 | Downregulated | 109.57 | 2.98E-03 |
| S100A7 | ENSG00000143556 | Downregulated | 40.68 | 5.10E-08 |
| PWP2 | ENSG00000241945 | Downregulated | 18.29 | 8.21E-03 |
| GUCY1B2 | ENSG00000123201 | Downregulated | 11.64 | 6.54E-03 |
| CTD-2384B11.2 | ENSG00000225407 | Downregulated | 7.54 | 6.54E-03 |
| ADA2 | ENSG00000093072 | Downregulated | 3.23 | 1.30E-02 |
Figure 2.The expression levels of five selected mRNAs in eutopic endometrium samples from women with endometriosis (n=15) and healthy control endometrial tissue samples (n=15) following reverse transcription-quantitative polymerase chain reaction. *P<0.01 vs. healthy endometrium.
Figure 3.Gene Ontology annotations for the differentially expressed genes in the eutopic endometrium samples of women with endometriosis compared with the healthy control subjects. Upregulated genes are presented in red while downregulated genes are in green.
Top 10 enriched GO terms of DEGs in the endometrium from women with endometriosis compared with healthy control subjects.
| Category | GO ID | Description | Q value | n | Involved DEGs |
|---|---|---|---|---|---|
| BP | GO:0009719 | Response to endogenous stimulus | 4.47E-07 | 21 | CAB39L, SERPINE1, AREG, HES1, NR4A3, LTBP2, DUSP1, EGR1, INHBA, EGR2, NR4A1, EREG, FOSB, VGF, LEFTY2, IGFBP1, MMP3, HTRA3, FOSL1, EGR3, VEGFA |
| BP | GO:0071495 | Cellular response to endogenous stimulus | 1.54E-06 | 17 | CAB39L, SERPINE1, HES1, LTBP2, DUSP1, EGR1, INHBA, EGR2, NR4A1, EREG, FOSB, LEFTY2, IGFBP1, MMP3, HTRA3, EGR3, VEGFA |
| BP | GO:0051591 | Response to cyclic adenosine monophosphate | 1.54E-06 | 8 | AREG, DUSP1, EGR1, EGR2, FOSB, VGF, FOSL1, EGR3 |
| CC | GO:0031012 | Extracellular matrix | 4.5E-06 | 11 | EPYC, MMP11, SERPINE1, LTBP2, MMP27, CYR61, LEFTY2, ADAMTS16, MMP3, MMP10, AP000349.2 |
| BP | GO:0001525 | Angiogenesis | 1.2E-05 | 9 | TNFRSF12A, RGCC, SERPINE1, NR4A1, EREG, CYR61, S100A7, EGR3, VEGFA |
| BP | GO:0046683 | Response to organophosphorus | 1.49E-05 | 8 | AREG, DUSP1, EGR1, EGR2, FOSB, VGF, FOSL1, EGR3 |
| BP | GO:0014074 | Response to purine-containing compound | 1.95E-05 | 8 | AREG, DUSP1, EGR1, EGR2, FOSB, VGF, FOSL1, EGR3 |
| BP | GO:0048646 | Anatomical structure formation involved in morphogenesis | 3.16E-05 | 17 | TNFRSF12A, PTHLH, RGCC, SERPINE1, NR4A3, DUSP1, INHBA, EGR2, NR4A1, EREG, DUSP5, FOXN4, CYR61, S100A7, ADAMTS16, EGR3, VEGFA |
| BP | GO:0010243 | Response to organonitrogen compound | 5.42E-05 | 14 | CAB39L, AREG, HES1, NR4A3, DUSP1, EGR1, EGR2, EREG, FOSB, VGF, IGFBP1, MMP3, FOSL1, EGR3 |
| BP | GO:0009725 | Response to hormone stimulus | 8.50E-05 | 14 | CAB39L, AREG, HES1, NR4A3, DUSP1, EGR1, INHBA, EGR2, EREG, FOSB, VGF, IGFBP1, FOSL1, EGR3 |
GO, Gene Ontology; DEG, differentially expressed gene; BP, biological process; CC, cellular component.