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Zheng W, Xiang D, Wen D, Luo M, Liang X, Cao L. Identification of key modules and candidate genes associated with endometriosis based on transcriptome data via bioinformatics analysis. Pathol Res Pract 2023; 244:154404. [PMID: 36996608 DOI: 10.1016/j.prp.2023.154404] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 02/16/2023] [Accepted: 03/02/2023] [Indexed: 03/30/2023]
Abstract
BACKGROUNDS Endometriosis is a common disease in women, but the signaling pathways and genes involved remain unclear. This study screened genes that were differentially expressed in ectopic endometrium (EC) and eutopic endometrium (EU) in endometriosis and provided clues for subsequent experimental verification. METHODS Endometriosis samples were harvested from inpatients that underwent surgery from 2017 to 2019 with pathological evidence of endometriosis. We assessed the mRNA expression profiles in endometriosis and further conducted gene ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis, Gene Set Enrichment Analysis (GSEA) and weighted gene co-expression network analysis (WGCNA) to identify potential biomarkers in endometriosis. Finally, we further validated hub genes using public databases and immunohistochemistry assays. RESULTS The upregulated DEGs of ectopic endometrium from endometriosis patients were mainly involved in cell adhesion, MAPK signaling, PI3K-Akt signaling pathways, cytokine receptor interactions, and epithelial-mesenchymal transformation (EMT)-associated signaling pathways. The downregulated DEGs between ectopic endometrium and eutopic endometrium were related to decidualization-associated genes in endometriosis. The correlated gene modules in eutopic endometrial cells were mainly enriched in cell adhesion, embryo implantation and inflammation. The eutopic and ectopic endometrial lesions in endometriosis were involved in the EMT process. Furthermore, we identified 18 co-expression modules during WGCNA analysis. Hub genes in the pale turquoise module were FOSB, JUNB, ATF3, CXCL2, FOS, etc. Significantly enriched KEGG pathways included the TNF, MAPK, foxO, oxytocin, and p53 signaling pathways. Enrichment pathways were directly related to immune surveillance, stem cell self-renewal, and epithelial-mesenchymal transformation. Several pathways and modules of endometriosis are related to cancer-associated pathways, which substantiates the correlation between endometriosis and various gynecological tumors. CONCLUSIONS Endometriosis was tightly correlated with EMT and fibrosis mediated by inflammatory immunity, cytokines, estrogen, kinases and protooncogene through transcriptomics. Overall, our findings lay the groundwork for understanding the pathogenesis of endometriosis and its relationship with malignant transformation.
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Affiliation(s)
- Weilin Zheng
- Traditional Chinese Medicine Department, Guangdong Second Provincial General Hospital, Guangdong Provincial Emergency Hospital, Guangzhou, China
| | - Dongfang Xiang
- Department of Gynecology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Danting Wen
- Department of Gynecology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Meicheng Luo
- Department of Gynecology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Xuefang Liang
- Department of Gynecology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.
| | - Lixing Cao
- Department of Gynecology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.
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Zhang H, Wu J, Li Y, Jin G, Tian Y, Kang S. Identification of Key Differentially Methylated/Expressed Genes and Pathways for Ovarian Endometriosis by Bioinformatics Analysis. Reprod Sci 2021; 29:1630-1643. [PMID: 34671938 DOI: 10.1007/s43032-021-00751-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Accepted: 09/25/2021] [Indexed: 12/25/2022]
Abstract
The goal of this study was to identify genes that were differentially methylated and differentially expressed and their related signaling pathways in ovarian endometriosis tissue. First, the DNA methylation and gene expression profiles in the endometrial tissue of patients with ovarian endometriosis were studied using Illumina 450K methylation microarray analysis and the GSE141549 gene expression dataset. Second, differentially methylated and differentially expressed genes, herein referred to as differentially methylated/expressed genes, were identified and protein-protein interaction networks and functional analysis of these genes were determined. Third, qPCR and immunohistochemistry of patient samples was used to confirm the differential expression of a subset of differentially methylated/expressed genes. Finally, the GSE7305 dataset was used confirm the expression profile of differentially methylated/expressed genes and to determine the potential usefulness of these genes for diagnosis of endometriosis. A total of 37 hypermethylated low-expression genes and 66 hypomethylated high-expression genes were identified in ovarian endometriosis patients. Protein-protein interaction and functional analysis highlighted 8 hypermethylated low-expression genes (KRT19, KRT8, ESR1, PRL, SFN, IL20RA, IL2RB, and PAX8) and 4 hypomethylated high-expression genes (CYP11A1, NR5A1, ME1, and GSTM1). Significantly, both of these gene sets had a diagnostic value for patients with ovarian endometriosis. Signaling pathways that were identified included JAK-STAT (involving IL20RA and IL2RB), prolactin (involving PRL and ESR1), Staphylococcus aureus infection (involving KRT19), viral protein interaction with cytokine and cytokine receptor (involving IL20RA and IL2RB), cytokine-cytokine receptor interaction (involving IL20RA and IL2RB), and drug metabolism-cytochrome P450 (involving GSTM1). The differentially methylated/expressed genes and enriched signaling pathways identified in this study are likely to be associated with the process of ovarian endometriosis.
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Affiliation(s)
- Haibo Zhang
- Department of Gynecology, Hebei Medical University Fourth Hospital, Jiankanglu 12, Shijiazhuang, 050011, People's Republic of China
| | - Jianlei Wu
- Department of Gynecology, Hebei Medical University Fourth Hospital, Jiankanglu 12, Shijiazhuang, 050011, People's Republic of China
| | - Yan Li
- Department of Molecular Biology, Hebei Medical University Fourth Hospital, Shijiazhuang, People's Republic of China
| | - Ge Jin
- Department of Gynecological Oncology, Medical University Fourth Hospital, Shijiazhuang, People's Republic of China
| | - Yunjie Tian
- Department of Gynecology, Hebei Medical University Fourth Hospital, Jiankanglu 12, Shijiazhuang, 050011, People's Republic of China
| | - Shan Kang
- Department of Gynecology, Hebei Medical University Fourth Hospital, Jiankanglu 12, Shijiazhuang, 050011, People's Republic of China.
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Xiong YM, Pan HT, Ding HG, He Y, Zhang J, Zhang F, Yu B, Zhang T, Huang HF. Proteomic and functional analysis of proteins related to embryonic development of decidua in patients with recurrent pregnancy loss. Biol Reprod 2021; 105:1246-1256. [PMID: 34296254 DOI: 10.1093/biolre/ioab140] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 06/18/2021] [Accepted: 07/13/2021] [Indexed: 11/13/2022] Open
Abstract
Recurrent pregnancy loss (RPL) is defined as the loss of two or more consecutive pregnancies before the 20 weeks of gestation. Recurrent pregnancy loss affects about 1-2% of couples trying to conceive; however, the mechanisms leading to this complication are largely unknown. Our previous studies using comparative proteomics identified 314 differentially expressed proteins (DEPs) in the placental villous. In this study, we identified 5479 proteins from a total of 34,157 peptides in decidua of patients with early recurrent pregnancy loss (Data are available via ProteomeXchange with identifier PXD023849). Further analysis identified 311 DEPs in the decidua tissue; and 159 proteins were highly expressed while 152 proteins were lowly expressed. These 311 proteins were further analyzed by using Ingenuity Pathway Analysis (IPA). The results suggested that 50 DEPs played important roles in the embryonic development. Upstream analysis of these DEPs revealed that AGT was the most important upstream regulator. Furthermore, protein - protein interaction (PPI) analysis of the embryonic development DEPs from the placental villous and decidua was performed in the STRING database. This study identified several proteins specifically associated with embryonic development in decidua of patients with early recurrent pregnancy loss. Therefore, these results provide new insights into potential biological mechanisms, that may ultimately inform recurrent pregnancy loss.
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Affiliation(s)
- Yi-Meng Xiong
- Key Laboratory of Reproductive Genetics (Zhejiang University), Ministry of Education, Hangzhou, 310058, China.,The International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China.,Department of Pathology and Pathophysiology, School of Medicine, Zhejiang University, Hangzhou, 310058, China.,Institute of Embryo-Fetal Original Adult Disease, Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, 200030, China.,Shanghai Key Laboratory of Embryo Original Diseases, Shanghai, 200030, China
| | - Hai-Tao Pan
- The International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China.,Shaoxing Maternity and Child Health Care Hospital, Shaoxing, China.,Obstetrics and Gynecology Hospital of Shaoxing University, Shaoxing, China.,Institute of Embryo-Fetal Original Adult Disease, Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, 200030, China.,Shanghai Key Laboratory of Embryo Original Diseases, Shanghai, 200030, China
| | - Hai-Gang Ding
- Shaoxing Maternity and Child Health Care Hospital, Shaoxing, China.,Obstetrics and Gynecology Hospital of Shaoxing University, Shaoxing, China
| | - Yao He
- Shaoxing Maternity and Child Health Care Hospital, Shaoxing, China.,Obstetrics and Gynecology Hospital of Shaoxing University, Shaoxing, China
| | - Juan Zhang
- Shaoxing Maternity and Child Health Care Hospital, Shaoxing, China.,Obstetrics and Gynecology Hospital of Shaoxing University, Shaoxing, China
| | - Feng Zhang
- Shaoxing Maternity and Child Health Care Hospital, Shaoxing, China.,Obstetrics and Gynecology Hospital of Shaoxing University, Shaoxing, China
| | - Bin Yu
- Shaoxing Maternity and Child Health Care Hospital, Shaoxing, China.,Obstetrics and Gynecology Hospital of Shaoxing University, Shaoxing, China
| | - Tao Zhang
- Shaoxing Maternity and Child Health Care Hospital, Shaoxing, China.,Obstetrics and Gynecology Hospital of Shaoxing University, Shaoxing, China
| | - He-Feng Huang
- Key Laboratory of Reproductive Genetics (Zhejiang University), Ministry of Education, Hangzhou, 310058, China.,The International Peace Maternity and Child Health Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, 200030, China.,Institute of Embryo-Fetal Original Adult Disease, Affiliated to Shanghai Jiao Tong University, School of Medicine, Shanghai, 200030, China.,Shanghai Key Laboratory of Embryo Original Diseases, Shanghai, 200030, China
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Shared Molecular Features Linking Endometriosis and Obstetric Complications. Reprod Sci 2020; 27:1089-1096. [PMID: 32046439 DOI: 10.1007/s43032-019-00119-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2019] [Accepted: 09/19/2019] [Indexed: 12/12/2022]
Abstract
Recent epidemiological research has shown the increased risk of adverse pregnancy outcomes in women with endometriosis compared with the general population. The aim of this review is to explore common pathophysiologic mechanisms between endometriosis and obstetric complications. A computerized literature search was performed to identify relevant studies. The search covered the period between January 2008 and October 2018. One of the potential mechanisms driving the initiation and progression of endometriosis is the accumulation of a variety of epigenetic changes in endometrial cells. Epigenetic control of gene expression which is considered to be responsible for the development of endometriosis is commonly seen in patients with preeclampsia, small for gestational age (SGA), or preterm birth. DLX5 and GATA3, paternally imprinted genes, and CDKN1C, a maternally imprinted gene, were aberrantly expressed in placenta tissues of the preeclampsia; CDKN1C, the growth inhibitor gene, was upregulated in human SGA placentas; and hypomethylation of PTGER2 would be associated with preterm birth. Preeclampsia, SGA, or preterm birth may share common epigenetic alterations with endometriosis, which raises the possibility that the occurrence of two conditions might be nonrandom. To date, however, there is a lack of evidence that links endometriosis and other obstetric complications, such as postpartum hemorrhage or placental abruption, at the epigenetic level. In conclusion, epigenetic changes may be a common hallmark of two conditions: endometriosis and obstetrical complications, such as preeclampsia, SGA, or preterm birth.
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Gerkowicz SA, Curtis SW, Knight AK, Cobb DO, Spencer JB, Conneely KN, Terrell ML, Marcus M, Smith AK. Endometriosis, endocrine disrupters, and epigenetics: an investigation into the complex interplay in women with polybrominated biphenyl exposure and endometriosis. J Assist Reprod Genet 2020; 37:427-436. [PMID: 32026200 PMCID: PMC7056781 DOI: 10.1007/s10815-020-01695-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Accepted: 01/10/2020] [Indexed: 11/26/2022] Open
Abstract
PURPOSE Endocrine disrupting compounds (EDCs) have been shown to affect multiple biologic processes especially steroid-hormone processes. We sought to determine differences in DNA methylation exists between women with and without endometriosis following exposure to polybrominated biphenyl (PBB). METHODS Cross-sectional study of 305 females in the Michigan PBB Registry. DNA was extracted, and DNA methylation was interrogated using the MethylationEPIC BeadChip (Illumina, San Diego, California). Demographic data was analyzed using Chi-squared and T tests. Linear regressions were performed for each cytosine-guanine dinucleotide (CpG) site, modeling the logit transformation of the β value as a linear function of the presence of endometriosis. Sensitivity analyses were conducted controlling for estradiol levels and menopausal status. Replication study performed evaluating for any association between CpGs reported in the literature and our findings. RESULTS In total, 39,877 CpGs nominally associated with endometriosis (p < 0.05) after adjusting for age and cellular heterogeneity, although none remained significant after correction for multiple comparisons (FDR < 0.05). Pathway analysis of these CpGs showed enrichment in 68 biologic pathways involved in various endocrine, immunologic, oncologic, and cell regulation processes as well as embryologic reproductive tract development and function (FoxO, Wnt, and Hedgehog signaling). We identified 42,261 CpG sites in the literature reported to be associated with endometriosis; 2012 of these CpG sites were also significant in our cohort. CONCLUSION We found 39,877 CpG sites that nominally associated with endometriosis (p < 0.05) after adjusting for age and cellular heterogeneity; however, none remained significant after correction for multiple comparisons (FDR < 0.05).
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Affiliation(s)
- Sabrina A Gerkowicz
- Department of Gynecology and Obstetrics, Division of Reproductive Endocrinology and Infertility, Emory University, Atlanta, GA, USA
| | - Sarah W Curtis
- Genetics and Molecular Biology Program, Department of Human Genetics, Emory University, Atlanta, GA, 30322, USA
| | - Anna K Knight
- Department of Gynecology and Obstetrics, Emory University, 101 Woodruff Circle NE, Suite 4217, Atlanta, GA, 30322, USA
| | - Dawayland O Cobb
- Department of Gynecology and Obstetrics, Emory University, 101 Woodruff Circle NE, Suite 4217, Atlanta, GA, 30322, USA
| | - Jessica B Spencer
- Department of Gynecology and Obstetrics, Division of Reproductive Endocrinology and Infertility, Emory University, Atlanta, GA, USA
| | - Karen N Conneely
- Genetics and Molecular Biology Program, Department of Human Genetics, Emory University, Atlanta, GA, 30322, USA
| | - Metrecia L Terrell
- Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, 30322, USA
| | - Michele Marcus
- Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, GA, 30322, USA
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, GA, 30322, USA
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Alica K Smith
- Department of Gynecology and Obstetrics, Emory University, 101 Woodruff Circle NE, Suite 4217, Atlanta, GA, 30322, USA.
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, 101 Woodruff Circle NE, Suite 4217, Atlanta, GA, 30322, USA.
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Ito F, Yamada Y, Shigemitsu A, Akinishi M, Kaniwa H, Miyake R, Yamanaka S, Kobayashi H. Role of Oxidative Stress in Epigenetic Modification in Endometriosis. Reprod Sci 2017; 24:1493-1502. [PMID: 28443478 DOI: 10.1177/1933719117704909] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Aberrant DNA methylation and histone modification are associated with an increased risk of reproductive disorders such as endometriosis. However, a cause-effect relationship between epigenetic mechanisms and endometriosis development has not been fully determined. This review provides current information based on oxidative stress in epigenetic modification in endometriosis. This article reviews the English-language literature on epigenetics, DNA methylation, histone modification, and oxidative stress associated with endometriosis in an effort to identify epigenetic modification that causes a predisposition to endometriosis. Oxidative stress, secondary to the influx of hemoglobin, heme, and iron during retrograde menstruation, is involved in the expression of CpG demethylases, ten-eleven translocation, and jumonji (JMJ). Ten-eleven translocation and JMJ recognize a wide range of endogenous DNA methyltransferases (DNMTs). The increased expression levels of DNMTs may be involved in the subsequent downregulation of the decidualization-related genes. This review supports the hypothesis that there are at least 2 distinct phases of epigenetic modification in endometriosis: the initial wave of iron-induced oxidative stress would be followed by the second big wave of epigenetic modulation of endometriosis susceptibility genes. We summarize the recent advances in our understanding of the underlying epigenetic mechanisms focusing on oxidative stress in endometriosis.
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Affiliation(s)
- Fuminori Ito
- 1 Department of Obstetrics and Gynecology, Nara Medical University, Nara, Japan
| | - Yuki Yamada
- 1 Department of Obstetrics and Gynecology, Nara Medical University, Nara, Japan
| | - Aiko Shigemitsu
- 1 Department of Obstetrics and Gynecology, Nara Medical University, Nara, Japan
| | - Mika Akinishi
- 1 Department of Obstetrics and Gynecology, Nara Medical University, Nara, Japan
| | - Hiroko Kaniwa
- 1 Department of Obstetrics and Gynecology, Nara Medical University, Nara, Japan
| | - Ryuta Miyake
- 1 Department of Obstetrics and Gynecology, Nara Medical University, Nara, Japan
| | - Shoichiro Yamanaka
- 1 Department of Obstetrics and Gynecology, Nara Medical University, Nara, Japan
| | - Hiroshi Kobayashi
- 1 Department of Obstetrics and Gynecology, Nara Medical University, Nara, Japan
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Koike N, Higashiura Y, Akasaka J, Uekuri C, Ito F, Kobayashi H. Epigenetic dysregulation of endometriosis susceptibility genes (Review). Mol Med Rep 2015; 12:1611-6. [PMID: 25891066 DOI: 10.3892/mmr.2015.3635] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2015] [Accepted: 03/05/2015] [Indexed: 11/06/2022] Open
Abstract
The aim of the present review was to illustrate how dysregulation of hormonal signaling regulates expressional changes of spatially associated genes in endometriosis. From a multi‑platform endometriosis dataset, an integrated analysis was performed of epigenomic changes of several biologically relevant genes that have been validated in the literature. Estrogen receptor (ER) may act as a direct epigenetic driver for endometriosis establishment, maintenance and progression. A majority of endometriosis susceptibility genes may be present in functional downstream targets of ER and located near the known imprinting genes. Previous studies have shed light on the overlapping genetic signatures between endometriosis development and the defective decidualization process. The steroid hormone‑mediated decidualization signaling pathway was shown to be frequently dysregulated in endometriosis. DNA methylation is associated with various intragenic or intergenic epigenetic modifications of chromatin. Chromatin architecture may be established in temporal and spatial orchestration of the recruitment of genes specifically downregulated in endometriosis. In conclusion, defective chromatin architecture at the ER target locus may have a key role in endometriosis. Endometriosis represents an interesting model to explore the variation of expression of spatially associated genes.
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Affiliation(s)
- Natsuki Koike
- Department of Obstetrics and Gynecology, Nara Medical University, Kashihara, Nara 634‑8522, Japan
| | - Yumi Higashiura
- Department of Obstetrics and Gynecology, Nara Medical University, Kashihara, Nara 634‑8522, Japan
| | - Juria Akasaka
- Department of Obstetrics and Gynecology, Nara Medical University, Kashihara, Nara 634‑8522, Japan
| | - Chiharu Uekuri
- Department of Obstetrics and Gynecology, Nara Medical University, Kashihara, Nara 634‑8522, Japan
| | - Fuminori Ito
- Department of Obstetrics and Gynecology, Nara Medical University, Kashihara, Nara 634‑8522, Japan
| | - Hiroshi Kobayashi
- Department of Obstetrics and Gynecology, Nara Medical University, Kashihara, Nara 634‑8522, Japan
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