1
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Oskotsky TT, Bhoja A, Bunis D, Le BL, Tang AS, Kosti I, Li C, Houshdaran S, Sen S, Vallvé-Juanico J, Wang W, Arthurs E, Govil A, Mahoney L, Lang L, Gaudilliere B, Stevenson DK, Irwin JC, Giudice LC, McAllister SL, Sirota M. Identifying therapeutic candidates for endometriosis through a transcriptomics-based drug repositioning approach. iScience 2024; 27:109388. [PMID: 38510116 PMCID: PMC10952035 DOI: 10.1016/j.isci.2024.109388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 12/29/2023] [Accepted: 02/28/2024] [Indexed: 03/22/2024] Open
Abstract
Existing medical treatments for endometriosis-related pain are often ineffective, underscoring the need for new therapeutic strategies. In this study, we applied a computational drug repurposing pipeline to stratified and unstratified disease signatures based on endometrial gene expression data to identify potential therapeutics from existing drugs, based on expression reversal. Of 3,131 unique genes differentially expressed by at least one of six endometriosis signatures, only 308 (9.8%) were in common; however, 221 out of 299 drugs identified, (73.9%) were shared. We selected fenoprofen, an uncommonly prescribed NSAID that was the top therapeutic candidate for further investigation. When testing fenoprofen in an established rat model of endometriosis, fenoprofen successfully alleviated endometriosis-associated vaginal hyperalgesia, a surrogate marker for endometriosis-related pain. These findings validate fenoprofen as a therapeutic that could be utilized more frequently for endometriosis and suggest the utility of the aforementioned computational drug repurposing approach for endometriosis.
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Affiliation(s)
- Tomiko T. Oskotsky
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Department of Pediatrics, UCSF, San Francisco, CA, USA
| | - Arohee Bhoja
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Carnegie Mellon University, Pittsburgh, PA, USA
| | - Daniel Bunis
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Department of Pediatrics, UCSF, San Francisco, CA, USA
| | - Brian L. Le
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Department of Pediatrics, UCSF, San Francisco, CA, USA
| | - Alice S. Tang
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Department of Pediatrics, UCSF, San Francisco, CA, USA
| | - Idit Kosti
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Department of Pediatrics, UCSF, San Francisco, CA, USA
| | - Christine Li
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
| | - Sahar Houshdaran
- Department of Obstetrics, Gynecology and Reproductive Sciences, UCSF, San Francisco, CA, USA
| | - Sushmita Sen
- Department of Obstetrics, Gynecology and Reproductive Sciences, UCSF, San Francisco, CA, USA
| | - Júlia Vallvé-Juanico
- Department of Obstetrics, Gynecology and Reproductive Sciences, UCSF, San Francisco, CA, USA
| | - Wanxin Wang
- Department of Obstetrics, Gynecology and Reproductive Sciences, UCSF, San Francisco, CA, USA
| | - Erin Arthurs
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA
| | - Arpita Govil
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA
| | - Lauren Mahoney
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA
| | - Lindsey Lang
- Department of Gynecology and Obstetrics, Emory University, Atlanta, GA, USA
| | - Brice Gaudilliere
- Department of Anesthesiology, Pain and Perioperative Medicine, Stanford University, Stanford, CA, USA
| | | | - Juan C. Irwin
- Department of Obstetrics, Gynecology and Reproductive Sciences, UCSF, San Francisco, CA, USA
| | - Linda C. Giudice
- Department of Obstetrics, Gynecology and Reproductive Sciences, UCSF, San Francisco, CA, USA
| | | | - Marina Sirota
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Department of Pediatrics, UCSF, San Francisco, CA, USA
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2
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Mortlock S, Houshdaran S, Kosti I, Rahmioglu N, Nezhat C, Vitonis AF, Andrews SV, Grosjean P, Paranjpe M, Horne AW, Jacoby A, Lager J, Opoku-Anane J, Vo KC, Manvelyan E, Sen S, Ghukasyan Z, Collins F, Santamaria X, Saunders P, Kober K, McRae AF, Terry KL, Vallvé-Juanico J, Becker C, Rogers PAW, Irwin JC, Zondervan K, Montgomery GW, Missmer S, Sirota M, Giudice L. Global endometrial DNA methylation analysis reveals insights into mQTL regulation and associated endometriosis disease risk and endometrial function. Commun Biol 2023; 6:780. [PMID: 37587191 PMCID: PMC10432557 DOI: 10.1038/s42003-023-05070-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 06/23/2023] [Indexed: 08/18/2023] Open
Abstract
Endometriosis is a leading cause of pain and infertility affecting millions of women globally. Herein, we characterize variation in DNA methylation (DNAm) and its association with menstrual cycle phase, endometriosis, and genetic variants through analysis of genotype data and methylation in endometrial samples from 984 deeply-phenotyped participants. We estimate that 15.4% of the variation in endometriosis is captured by DNAm and identify significant differences in DNAm profiles associated with stage III/IV endometriosis, endometriosis sub-phenotypes and menstrual cycle phase, including opening of the window for embryo implantation. Menstrual cycle phase was a major source of DNAm variation suggesting cellular and hormonally-driven changes across the cycle can regulate genes and pathways responsible for endometrial physiology and function. DNAm quantitative trait locus (mQTL) analysis identified 118,185 independent cis-mQTLs including 51 associated with risk of endometriosis, highlighting candidate genes contributing to disease risk. Our work provides functional evidence for epigenetic targets contributing to endometriosis risk and pathogenesis. Data generated serve as a valuable resource for understanding tissue-specific effects of methylation on endometrial biology in health and disease.
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Affiliation(s)
- Sally Mortlock
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia.
| | - Sahar Houshdaran
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Idit Kosti
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Nilufer Rahmioglu
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women's and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Camran Nezhat
- Stanford University Medical Center, Palo Alto, CA, USA
- University of California San Francisco, San Francisco, CA, USA
- Camran Nezhat Institute, Center for Special Minimally Invasive and Robotic Surgery, Woodside, CA, USA
| | - Allison F Vitonis
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
| | - Shan V Andrews
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Parker Grosjean
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Manish Paranjpe
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
| | - Andrew W Horne
- MRC Centre for Reproductive Health, University of Edinburgh, QMRI, Edinburgh, UK
| | - Alison Jacoby
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Jeannette Lager
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Jessica Opoku-Anane
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Kim Chi Vo
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Evelina Manvelyan
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Sushmita Sen
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Zhanna Ghukasyan
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Frances Collins
- MRC Centre for Reproductive Health, University of Edinburgh, QMRI, Edinburgh, UK
| | - Xavier Santamaria
- Carlos Simon Foundation, Health Research Institute, Valencia, Spain
- Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain
| | - Philippa Saunders
- Centre for Inflammation Research, Institute for Regeneration and Repair University of Edinburgh, Edinburgh, UK
| | - Kord Kober
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
- Department of Physiological Nursing, University of California San Francisco, San Francisco, CA, USA
| | - Allan F McRae
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Kathryn L Terry
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Boston Center for Endometriosis, Boston Children's Hospital and Brigham and Women's Hospital, Boston, MA, USA
| | - Júlia Vallvé-Juanico
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
- Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain
| | - Christian Becker
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women's and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Peter A W Rogers
- University of Melbourne Department of Obstetrics and Gynaecology, Royal Women's Hospital, Melbourne, Australia
| | - Juan C Irwin
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Krina Zondervan
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women's and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Grant W Montgomery
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, QLD, 4072, Australia
| | - Stacey Missmer
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Boston Center for Endometriosis, Boston Children's Hospital and Brigham and Women's Hospital, Boston, MA, USA
- Division of Adolescent and Young Adult Medicine, Department of Medicine, Boston Children's Hospital and Harvard Medical School, Boston, MA, USA
- Department of Obstetrics, Gynecology, and Reproductive Biology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA
- Department of Pediatrics, Division of Neonatology, University of California San Francisco, San Francisco, CA, USA
| | - Linda Giudice
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Francisco, San Francisco, CA, USA.
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3
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Zhai J, Li S, Sen S, Vallvé-Juanico J, Irwin JC, Vo KC, Wan J, Du Y, Chen ZJ, Giudice LC. Transcriptomic analysis supports collective endometrial cell migration in the pathogenesis of adenomyosis. Reprod Biomed Online 2022; 45:519-530. [PMID: 35773139 PMCID: PMC9976941 DOI: 10.1016/j.rbmo.2022.05.007] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Revised: 04/20/2022] [Accepted: 05/12/2022] [Indexed: 11/28/2022]
Abstract
RESEARCH QUESTION Adenomyosis is a common uterine disorder of uncertain causes. Can transcriptomic analyses of the endometrium and myometrium reveal potential mechanisms underlying adenomyosis pathogenesis? DESIGN Transcriptomic profiles of eutopic endometrium and myometrium from women with and without diffuse adenomyosis and with symptomatic FIGO type 2-5 fibroids in the proliferative phase of the menstrual cycle were assessed using RNA sequencing and bioinformatic analysis. Differentially expressed genes (DEG) and potential pathways were validated by quantitative reverse transcription polymerase chain reaction, immunoblotting and Masson staining, using additional clinical samples. RESULTS Top biological processes in the endometrium of women with versus without adenomyosis, enriched from DEG, comprised inflammation, extracellular matrix (ECM) organization, collagen degradation and hyaluronan synthesis, which are key in cell migration and cell movement. Top biological processes enriched from DEG in the myometrium of women with versus without adenomyosis revealed ECM organization dysfunction, abnormal sensory pain perception and gamma aminobutyric acid (GABA) synaptic transmission. Dysregulation of prolactin signalling was also enriched in eutopic endometrium and in the myometrium of women with adenomyosis. CONCLUSIONS Overall, our results support the invasive endometrium theory in the pathogenesis of adenomyosis, in which inflammation induces ECM remodelling resulting in a track for subsequent endometrial collective cell migration and onset of adenomyosis. Moreover, abnormal myometrial GABA synaptic transmission may contribute to dysmenorrhoea in women with adenomyosis and is a possible target for novel therapeutic development. Prolactin signalling abnormalities may serve as another opportunity for therapeutic intervention.
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Affiliation(s)
- Junyu Zhai
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco CA, USA,Center for Reproductive Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University Shanghai, China,Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics Shanghai, China
| | - Shang Li
- Center for Reproductive Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University Shanghai, China,Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics Shanghai, China
| | - Sushmita Sen
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco CA, USA
| | - Júlia Vallvé-Juanico
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco CA, USA
| | - Juan C. Irwin
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco CA, USA
| | - Kim Chi Vo
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco CA, USA
| | - Jipeng Wan
- Department of Obstetrics and Gynecology, Shandong Provincial Hospital, Cheeloo College of Medicine, Shandong University, Jinan Shandong, China,Department of Obstetrics and Gynecology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan Shandong, China
| | - Yanzhi Du
- Center for Reproductive Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University Shanghai, China,Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics Shanghai, China
| | - Zi-Jiang Chen
- Center for Reproductive Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University Shanghai, China,Shanghai Key Laboratory for Assisted Reproduction and Reproductive Genetics Shanghai, China,National Research Center for Assisted Reproductive Technology and Reproductive Genetics, The Key Laboratory for Reproductive Endocrinology of Ministry of Education, Shandong Provincial Key Laboratory of Reproductive Medicine, Center for Reproductive Medicine, Shandong Provincial Hospital, Shandong University, Jinan, China,Corresponding author. (L. C. Giudice)
| | - Linda C. Giudice
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco CA, USA,Corresponding author. (L. C. Giudice)
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4
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Vallvé-Juanico J, George AF, Sen S, Thomas R, Shin MG, Kushnoor D, Vásquez JJ, Vo KC, Irwin JC, Roan NR, Combes AJ, Giudice LC. Deep immunophenotyping reveals endometriosis is marked by dysregulation of the mononuclear phagocytic system in endometrium and peripheral blood. BMC Med 2022; 20:158. [PMID: 35421980 PMCID: PMC9011995 DOI: 10.1186/s12916-022-02359-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 03/29/2022] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND Endometriosis is a chronic, estrogen-dependent disorder where inflammation contributes to disease-associated symptoms of pelvic pain and infertility. Immune dysfunction includes insufficient immune lesion clearance, a pro-inflammatory endometrial environment, and systemic inflammation. Comprehensive understanding of endometriosis immune pathophysiology in different hormonal milieu and disease severity has been hampered by limited direct characterization of immune populations in endometrium, blood, and lesions. Simultaneous deep phenotyping at single-cell resolution of complex tissues has transformed our understanding of the immune system and its role in many diseases. Herein, we report mass cytometry and high dimensional analyses to study immune cell phenotypes, abundance, activation states, and functions in endometrium and blood of women with and without endometriosis in different cycle phases and disease stages. METHODS A case-control study was designed. Endometrial biopsies and blood (n = 60 total) were obtained from women with (n = 20, n = 17, respectively) and without (n = 14, n = 9) endometriosis in the proliferative and secretory cycle phases of the menstrual cycle. Two mass cytometry panels were designed: one broad panel and one specific for mononuclear phagocytic cells (MPC), and all samples were multiplexed to characterize both endometrium and blood immune composition at unprecedented resolution. We combined supervised and unsupervised analyses to finely define the immune cell subsets with an emphasis on MPC. Then, association between cell types, protein expression, disease status, and cycle phase were performed. RESULTS The broad panel highlighted a significant modification of MPC in endometriosis; thus, they were studied in detail with an MPC-focused panel. Endometrial CD91+ macrophages overexpressed SIRPα (phagocytosis inhibitor) and CD64 (associated with inflammation) in endometriosis, and they were more abundant in mild versus severe disease. In blood, classical and intermediate monocytes were less abundant in endometriosis, whereas plasmacytoid dendritic cells and non-classical monocytes were more abundant. Non-classical monocytes were higher in severe versus mild disease. CONCLUSIONS A greater inflammatory phenotype and decreased phagocytic capacity of endometrial macrophages in endometriosis are consistent with defective clearance of endometrial cells shed during menses and in tissue homeostasis, with implications in endometriosis pathogenesis and pathophysiology. Different proportions of monocytes and plasmacytoid dendritic cells in blood from endometriosis suggest systemically aberrant functionality of the myeloid system opening new venues for the study of biomarkers and therapies for endometriosis.
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Affiliation(s)
- Júlia Vallvé-Juanico
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California San Francisco, San Francisco, CA USA
- Bioliquid Innovative Genetics S.L., Barcelona, Spain
| | - Ashley F. George
- Gladstone Institutes, San Francisco, CA USA
- Department of Urology, University of California San Francisco, San Francisco, CA USA
| | - Sushmita Sen
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California San Francisco, San Francisco, CA USA
- San Jose State University, San Jose, CA USA
| | - Reuben Thomas
- Bioinformatic Core Gladstone Institutes, San Francisco, CA USA
| | - Min-Gyoung Shin
- Bioinformatic Core Gladstone Institutes, San Francisco, CA USA
| | - Divyashree Kushnoor
- UCSF CoLabs, University of California of San Francisco, San Francisco, CA USA
- ImmunoX initiative, University of California of San Francisco, San Francisco, CA USA
| | - Joshua J. Vásquez
- Department of Medicine, University of California of San Francisco, San Francisco, CA USA
| | - Kim Chi Vo
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California San Francisco, San Francisco, CA USA
| | - Juan C. Irwin
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California San Francisco, San Francisco, CA USA
| | - Nadia R. Roan
- Gladstone Institutes, San Francisco, CA USA
- Department of Urology, University of California San Francisco, San Francisco, CA USA
| | - Alexis J. Combes
- UCSF CoLabs, University of California of San Francisco, San Francisco, CA USA
- ImmunoX initiative, University of California of San Francisco, San Francisco, CA USA
- Department of Medicine, University of California of San Francisco, San Francisco, CA USA
- Department of Pathology, University of California of San Francisco, San Francisco, CA USA
| | - Linda C. Giudice
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California San Francisco, San Francisco, CA USA
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5
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Bunis DG, Wang W, Vallvé-Juanico J, Houshdaran S, Sen S, Ben Soltane I, Kosti I, Vo KC, Irwin JC, Giudice LC, Sirota M. Whole-Tissue Deconvolution and scRNAseq Analysis Identify Altered Endometrial Cellular Compositions and Functionality Associated With Endometriosis. Front Immunol 2022; 12:788315. [PMID: 35069565 PMCID: PMC8766492 DOI: 10.3389/fimmu.2021.788315] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2021] [Accepted: 12/09/2021] [Indexed: 12/13/2022] Open
Abstract
The uterine lining (endometrium) exhibits a pro-inflammatory phenotype in women with endometriosis, resulting in pain, infertility, and poor pregnancy outcomes. The full complement of cell types contributing to this phenotype has yet to be identified, as most studies have focused on bulk tissue or select cell populations. Herein, through integrating whole-tissue deconvolution and single-cell RNAseq, we comprehensively characterized immune and nonimmune cell types in the endometrium of women with or without disease and their dynamic changes across the menstrual cycle. We designed metrics to evaluate specificity of deconvolution signatures that resulted in single-cell identification of 13 novel signatures for immune cell subtypes in healthy endometrium. Guided by statistical metrics, we identified contributions of endometrial epithelial, endothelial, plasmacytoid dendritic cells, classical dendritic cells, monocytes, macrophages, and granulocytes to the endometrial pro-inflammatory phenotype, underscoring roles for nonimmune as well as immune cells to the dysfunctionality of this tissue.
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Affiliation(s)
- Daniel G Bunis
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, United States
| | - Wanxin Wang
- Center for Reproductive Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Júlia Vallvé-Juanico
- Center for Reproductive Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Sahar Houshdaran
- Center for Reproductive Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Sushmita Sen
- Center for Reproductive Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Isam Ben Soltane
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, United States
| | - Idit Kosti
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, United States
| | - Kim Chi Vo
- Center for Reproductive Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Juan C Irwin
- Center for Reproductive Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Linda C Giudice
- Center for Reproductive Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA, United States.,Department of Pediatrics, Division of Neonatology, University of California, San Francisco, San Francisco, CA, United States
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6
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Vallvé-Juanico J, López-Gil C, Ponomarenko J, Melnychuk T, Castellví J, Ballesteros A, Colás E, Gil-Moreno A, Santamaria Costa X. External validation of putative biomarkers in eutopic endometrium of women with endometriosis using NanoString technology. J Assist Reprod Genet 2020; 37:2981-2987. [PMID: 33033989 DOI: 10.1007/s10815-020-01965-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Accepted: 10/04/2020] [Indexed: 11/24/2022] Open
Abstract
PURPOSE To combine different independent endometrial markers to classify the presence of endometriosis. METHODS Endometrial biopsies were obtained from 109 women with endometriosis as well as 110 control women. Nine candidate biomarkers independent of cycle phase were selected from the literature and NanoString was performed. We compared differentially expressed genes between groups and generated generalized linear models to find a classifier for the disease. RESULTS Generalized linear models correctly detected 68% of women with endometriosis (combining deep infiltrating and ovarian endometriosis). However, we were not able to distinguish between individual types of endometriosis compared to controls. From the 9 tested genes, FOS, MMP7, and MMP11 seem to be important for disease classification, and FOS was the most over-expressed gene in endometriosis. CONCLUSION(S) Although generalized linear models may allow identification of endometriosis, we did not obtain perfect classification with the selected gene candidates.
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Affiliation(s)
- Júlia Vallvé-Juanico
- Department of Gynecology, IVIRMA Barcelona S.L., Ronda del General Mitre, 14, 08017, Barcelona, Spain.,Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain.,Universitat Autònoma de Barcelona, Bellaterra, Spain.,Centre for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Carlos López-Gil
- Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain.,Universitat Autònoma de Barcelona, Bellaterra, Spain.,Department of Gynecology, Vall d'Hebron Hospital, Barcelona, Spain
| | - Julia Ponomarenko
- Centre for Genomic Regulation, The Barcelona Institute of Science and Technology, Barcelona, Spain.,Universitat Pompeu Fabra, Barcelona, Spain
| | - Taisiia Melnychuk
- Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain.,Universitat Autònoma de Barcelona, Bellaterra, Spain.,Department of Gynecology, Vall d'Hebron Hospital, Barcelona, Spain
| | - Josep Castellví
- Department of Pathology, Vall d'Hebron Hospital, Barcelona, Spain
| | - Agustín Ballesteros
- Department of Gynecology, IVIRMA Barcelona S.L., Ronda del General Mitre, 14, 08017, Barcelona, Spain
| | - Eva Colás
- Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain
| | - Antonio Gil-Moreno
- Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain.,Universitat Autònoma de Barcelona, Bellaterra, Spain.,Department of Gynecology, Vall d'Hebron Hospital, Barcelona, Spain
| | - Xavier Santamaria Costa
- Department of Gynecology, IVIRMA Barcelona S.L., Ronda del General Mitre, 14, 08017, Barcelona, Spain. .,Group of Biomedical Research in Gynecology, Vall d'Hebron Research Institute, Barcelona, Spain. .,Igenomix, Paterna, Valencia, Spain.
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7
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Vallvé-Juanico J, Santamaria X, Vo KC, Houshdaran S, Giudice LC. Macrophages display proinflammatory phenotypes in the eutopic endometrium of women with endometriosis with relevance to an infectious etiology of the disease. Fertil Steril 2020; 112:1118-1128. [PMID: 31843088 DOI: 10.1016/j.fertnstert.2019.08.060] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Revised: 08/01/2019] [Accepted: 08/19/2019] [Indexed: 12/21/2022]
Abstract
OBJECTIVE To phenotype transcriptomically M1 macrophages (Mϕ1) and M2 macrophages (Mϕ2) in the endometrium of women with endometriosis. DESIGN Prospective experimental study. SETTING University research laboratory. PATIENT(S) Six women with endometriosis and five controls without disease, in the secretory phase of the menstrual cycle. INTERVENTION(S) Mϕ1, Mϕ2, uterine natural killer, and T regulatory cells were isolated from human endometrium using a uniquely designed cell-specific fluorescence activating cell sorting panel. Transcriptome profiles were assessed by RNA high sequencing, bioinformatics, and biological pathway analyses. MAIN OUTCOMES MEASURE(S) Differential gene expression between Mϕ1 and Mϕ2 in women with and without endometriosis and in Mϕ1 versus Mϕ2 in each group was determined and involved different biologic and signaling pathways. RESULT(S) Flow cytometry analysis showed no significant differences in total numbers of leukocytes between control and endometriosis groups, although Mϕ1 were higher in the endometriosis group versus controls. Statistical transcriptomic analysis was performed only in Mϕ1 and Mϕ2 populations due to larger sample sizes. Bioinformatic analyses revealed that in women with endometriosis, endometrial Mϕ1 are more proinflammatory than controls and that Mϕ2 paradoxically have a proinflammatory phenotype. CONCLUSION(S) As Mϕ are phenotypically plastic and their polarization state depends on their microenvironment, the altered endometrial environment in women with endometriosis may promote endometrial Mϕ2 polarization and an Mϕ1 proinflammatory phenotype. Moreover, aberrant phenotypes of Mϕ may contribute to abnormal gene expression of the eutopic endometrium and a proinflammatory environment in women with endometriosis relevant to the pathophysiology of the disease and compromised reproductive outcomes.
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Affiliation(s)
- Júlia Vallvé-Juanico
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, California; Department of Gynecology, IVIRMA Barcelona S.L., Barcelona, Spain; Group of Biomedical Research in Gynecology, Vall Hebron Research Institute and University Hospital, Barcelona, Spain
| | - Xavier Santamaria
- Department of Gynecology, IVIRMA Barcelona S.L., Barcelona, Spain; Group of Biomedical Research in Gynecology, Vall Hebron Research Institute and University Hospital, Barcelona, Spain; Igenomix, Valencia, Spain
| | - Kim Chi Vo
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, California
| | - Sahar Houshdaran
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, California
| | - Linda C Giudice
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, California.
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Vallvé-Juanico J, Houshdaran S, Giudice LC. The endometrial immune environment of women with endometriosis. Hum Reprod Update 2020; 25:564-591. [PMID: 31424502 DOI: 10.1093/humupd/dmz018] [Citation(s) in RCA: 202] [Impact Index Per Article: 50.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 03/07/2019] [Accepted: 04/18/2019] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Endometriosis, a common oestrogen-dependent inflammatory disorder in women of reproductive age, is characterized by endometrial-like tissue outside its normal location in the uterus, which causes pelvic scarring, pain and infertility. While its pathogenesis is poorly understood, the immune system (systemically and locally in endometrium, pelvic endometriotic lesions and peritoneal fluid) is believed to play a central role in its aetiology, pathophysiology and associated morbidities of pain, infertility and poor pregnancy outcomes. However, immune cell populations within the endometrium of women with the disease have had incomplete phenotyping, thereby limiting insight into their roles in this disorder. OBJECTIVE AND RATIONALE The objective herein was to determine reproducible and consistent findings regarding specific immune cell populations and their abundance, steroid hormone responsiveness, functionality, activation states, and markers, locally and systemically in women with and without endometriosis. SEARCH METHODS A comprehensive English language PubMed, Medline and Google Scholar search was conducted with key search terms that included endometriosis, inflammation, human eutopic/ectopic endometrium, immune cells, immune population, immune system, macrophages, dendritic cells (DC), natural killer cells, mast cells, eosinophils, neutrophils, B cells and T cells. OUTCOMES In women with endometriosis compared to those without endometriosis, some endometrial immune cells display similar cycle-phase variation, whereas macrophages (Mø), immature DC and regulatory T cells behave differently. A pro-inflammatory Mø1 phenotype versus anti-inflammatory Mø2 phenotype predominates and natural killer cells display abnormal activity in endometrium of women with the disease. Conflicting data largely derive from small studies, variably defined hormonal milieu and different experimental approaches and technologies. WIDER IMPLICATIONS Phenotyping immune cell subtypes is essential to determine the role of the endometrial immune niche in pregnancy and endometrial homeostasis normally and in women with poor reproductive history and can facilitate development of innovative diagnostics and therapeutics for associated symptoms and compromised reproductive outcomes.
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Affiliation(s)
- Júlia Vallvé-Juanico
- Department of Gynecology, IVI Barcelona S.L., 08017, Barcelona, Spain.,Group of Biomedical Research in Gynecology, Vall Hebron Research Institute (VHIR) and University Hospital, 08035, Barcelona, Spain.,Universitat Autònoma de Barcelona, 08193, Bellaterra (Barcelona), Spain.,Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco, CA 94193, USA
| | - Sahar Houshdaran
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco, CA 94193, USA
| | - Linda C Giudice
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, San Francisco, CA 94193, USA
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Houshdaran S, Chen JC, Vallvé-Juanico J, Balayan S, Vo KC, Smith-McCune K, Greenblatt RM, Irwin JC, Giudice LC. Progestins Related to Progesterone and Testosterone Elicit Divergent Human Endometrial Transcriptomes and Biofunctions. Int J Mol Sci 2020; 21:ijms21072625. [PMID: 32283828 PMCID: PMC7177488 DOI: 10.3390/ijms21072625] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2019] [Revised: 03/28/2020] [Accepted: 04/02/2020] [Indexed: 12/30/2022] Open
Abstract
Progestins are widely used for the treatment of gynecologic disorders and alone, or combined with an estrogen, are used as contraceptives. While their potencies, efficacies and side effects vary due to differences in structures, doses and routes of administration, little is known about their effects on the endometrial transcriptome in the presence or absence of estrogen. Herein, we assessed the transcriptome and pathways induced by progesterone (P4) and the three most commonly used synthetic progestins, medroxyprogesterone acetate (MPA), levonorgestrel (LNG), and norethindrone acetate (NETA), on human endometrial stromal fibroblasts (eSF), key players in endometrial physiology and reproductive success. While there were similar transcriptional responses, each progestin induced unique genes and biofunctions, consistent with their structural similarities to progesterone (P4 and MPA) or testosterone (LNG and NETA), involving cellular proliferation, migration and invasion. Addition of estradiol (E2) to each progestin influenced the number of differentially expressed genes and biofunctions in P4 and MPA, while LNG and NETA signatures were more independent of E2. Together, these data suggest different mechanisms of action for different progestins, with progestin-specific altered signatures when combined with E2. Further investigation is warranted for a personalized approach in different gynecologic disorders, for contraception, and minimizing side effects associated with their use.
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Affiliation(s)
- Sahar Houshdaran
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, CA 94143, USA; (S.H.); (J.V.-J.); (S.B.); (K.C.V.); (K.S.-M.); (J.C.I.)
| | | | - Júlia Vallvé-Juanico
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, CA 94143, USA; (S.H.); (J.V.-J.); (S.B.); (K.C.V.); (K.S.-M.); (J.C.I.)
| | - Shayna Balayan
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, CA 94143, USA; (S.H.); (J.V.-J.); (S.B.); (K.C.V.); (K.S.-M.); (J.C.I.)
| | - Kim Chi Vo
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, CA 94143, USA; (S.H.); (J.V.-J.); (S.B.); (K.C.V.); (K.S.-M.); (J.C.I.)
| | - Karen Smith-McCune
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, CA 94143, USA; (S.H.); (J.V.-J.); (S.B.); (K.C.V.); (K.S.-M.); (J.C.I.)
| | - Ruth M. Greenblatt
- Departments of Clinical Pharmacy, Medicine, Epidemiology and Biostatistics, University of California, San Francisco, CA 94143, USA;
| | - Juan C. Irwin
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, CA 94143, USA; (S.H.); (J.V.-J.); (S.B.); (K.C.V.); (K.S.-M.); (J.C.I.)
| | - Linda C. Giudice
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, CA 94143, USA; (S.H.); (J.V.-J.); (S.B.); (K.C.V.); (K.S.-M.); (J.C.I.)
- Correspondence: ; Tel.: +1-4154762039
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Vallvé-Juanico J, López-Gil C, Ballesteros A, Santamaria X. Endometrial Stromal Cells Circulate in the Bloodstream of Women with Endometriosis: A Pilot Study. Int J Mol Sci 2019; 20:E3740. [PMID: 31370190 PMCID: PMC6695832 DOI: 10.3390/ijms20153740] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 07/18/2019] [Accepted: 07/29/2019] [Indexed: 01/06/2023] Open
Abstract
Endometriosis is characterized by the presence of endometrial tissue outside the uterus. While endometriotic tissue is commonly localized in the pelvic cavity, it can also be found in distant sites, including the brain. The origin and pathophysiology of tissue migration is poorly understood; retrograde menstruation is thought to be the cause, although the presence of endometrium at distant sites is not explained by this hypothesis. To determine whether dissemination occurs via the bloodstream in women with endometriosis, we analyzed circulating blood for the presence of endometrial cells. Circulating endometrial stromal cells were identified only in women with endometriosis but not in controls, while endometrial epithelial cells were not identified in the circulation of either group. Our results support the hypothesis that endometrial stromal cells may migrate through circulation and promote the pathophysiology of endometriosis. The detection of these cells in circulation creates avenues for the development of less invasive diagnostic tools for the disease, and opens possibilities for further study of the origin of endometriosis.
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Affiliation(s)
- Júlia Vallvé-Juanico
- Department of Reproductive Medicine, IVIRMA-Barcelona S.L., 08017 Barcelona, Spain
- Group of Biomedical Research in Gynecology, Vall Hebron Research Institute (VHIR) and University Hospital, 08035 Barcelona, Spain
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Francisco, CA 94143, USA
| | - Carlos López-Gil
- Group of Biomedical Research in Gynecology, Vall Hebron Research Institute (VHIR) and University Hospital, 08035 Barcelona, Spain
| | - Agustín Ballesteros
- Department of Reproductive Medicine, IVIRMA-Barcelona S.L., 08017 Barcelona, Spain
| | - Xavier Santamaria
- Department of Reproductive Medicine, IVIRMA-Barcelona S.L., 08017 Barcelona, Spain.
- Group of Biomedical Research in Gynecology, Vall Hebron Research Institute (VHIR) and University Hospital, 08035 Barcelona, Spain.
- Igenomix Foundation, 46980 Paterna, Valencia, Spain.
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Vallvé-Juanico J, Suárez-Salvador E, Castellví J, Ballesteros A, Taylor HS, Gil-Moreno A, Santamaria X. Aberrant expression of epithelial leucine-rich repeat containing G protein-coupled receptor 5-positive cells in the eutopic endometrium in endometriosis and implications in deep-infiltrating endometriosis. Fertil Steril 2017; 108:858-867.e2. [PMID: 28923287 DOI: 10.1016/j.fertnstert.2017.08.018] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 07/25/2017] [Accepted: 08/10/2017] [Indexed: 12/17/2022]
Abstract
OBJECTIVE To characterize leucine-rich repeat containing G protein-coupled receptor 5-positive (LGR5+) cells from the endometrium of women with endometriosis. DESIGN Prospective experimental study. SETTING University hospital/fertility clinic. PATIENT(S) Twenty-seven women with endometriosis who underwent surgery and 12 healthy egg donors, together comprising 39 endometrial samples. INTERVENTION(S) Obtaining of uterine aspirates by using a Cornier Pipelle. MAIN OUTCOMES MEASURE(S) Immunofluorescence in formalin-fixed paraffin-embedded tissue from mice and healthy and pathologic human endometrium using antibodies against LGR5, E-cadherin, and cytokeratin, and epithelial and stromal LGR5+ cells isolated from healthy and pathologic human eutopic endometrium by fluorescence-activated cell sorting and transcriptomic characterization by RNA high sequencing. RESULT(S) Immunofluorescence showed that LGR5+ cells colocalized with epithelial markers in the stroma of the endometrium only in endometriotic patients. The results from RNA high sequencing of LGR5+ cells from epithelium and stroma did not show any statistically significant differences between them. The LGR5+ versus LGR5- cells in pathologic endometrium showed 394 differentially expressed genes. The LGR5+ cells in deep-infiltrating endometriosis expressed inflammatory markers not present in the other types of the disease. CONCLUSION(S) Our results revealed the presence of aberrantly located LGR5+ cells coexpressing epithelial markers in the stromal compartment of women with endometriosis. These cells have a statistically significantly different expression profile in deep-infiltrating endometriosis in comparison with other types of endometriosis, independent of the menstrual cycle phase. Further studies are needed to elucidate their role and influence in reproductive outcomes.
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Affiliation(s)
- Júlia Vallvé-Juanico
- Department of Gynecology, IVI Barcelona S.L., Barcelona, Spain; Group of Biomedical Research in Gynecology, Vall Hebron Research Institute (VHIR) and University Hospital, Barcelona, Spain; Universitat Autònoma de Barcelona, Barcelona, Spain
| | | | - Josep Castellví
- Department of Pathology, Vall d'Hebron University Hospital, Barcelona, Spain
| | | | - Hugh S Taylor
- Department of Obstetrics, Gynecology, and Reproductive Sciences, Yale School of Medicine, New Haven, Connecticut
| | - Antonio Gil-Moreno
- Group of Biomedical Research in Gynecology, Vall Hebron Research Institute (VHIR) and University Hospital, Barcelona, Spain; Universitat Autònoma de Barcelona, Barcelona, Spain; Department of Gynecology, Vall d'Hebron University Hospital, Barcelona, Spain
| | - Xavier Santamaria
- Department of Gynecology, IVI Barcelona S.L., Barcelona, Spain; Group of Biomedical Research in Gynecology, Vall Hebron Research Institute (VHIR) and University Hospital, Barcelona, Spain.
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