Endometriosis at the Single-Cell Level: Molecular Insights and Implications for Assisted Reproduction Success
Abstract
1. Introduction
- (1)
- Do certain cellular populations and transcriptional programs identified by single-cell analyses contribute to endometriosis persistence and endometriosis-associated infertility?
- (2)
- Do molecular alterations revealed at single-cell resolution represent driving mechanisms of disease or do they merely represent secondary or reactive changes?
- (3)
- How did single-cell studies change current models of endometriosis pathogenesis and what are the implications of these insights for ART outcomes and personalized therapeutic strategies?
2. Single-Cell Insights into Endometriosis
2.1. Stromal Cell Reprogramming and Progesterone Resistance
2.2. Immune Dysregulation and Inflammatory Microenvironment
2.3. Altered Epithelial Differentiation and Endometrial Receptivity
2.4. Integration Across Lesion Subtypes and Study Designs
3. Immune Dysregulation and Inflammatory Signaling in Endometriosis
4. Altered Stromal and Epithelial Cell Functions in Endometriosis
5. Intercellular Communication and Regulatory Networks in Endometriosis
6. Single-Cell Biomarkers for Predicting ART Outcomes in Infertile Women Without and Women with Endometriosis
7. Translating Molecular Findings into Therapy and Future Perspectives
8. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| ART | assisted reproductive technology |
| ASRM | American Society for Reproductive Medicine |
| CCL20 | chemokine ligand 20 |
| DC | dendritic cells |
| DEGs | Differentially expressed genes |
| DIE | deep-infiltrating endometriosis |
| ECM | extracellular matrix |
| eMSCs | endometrial mesenchymal stem cells |
| EMT | epithelial–mesenchymal transition |
| eEPs | endometrial epithelial progenitors |
| ESCs | endometrial stromal cells |
| FISH | fluorescent in situ hybridization |
| FMT | fibroblast–myofibroblast transition |
| FN1-PI3K-AKT | Fibronectin 1–Phosphoinositide 3-kinase–Protein kinase B |
| GCs | Granulosa cells |
| GREB1 | Growth regulation by estrogen in breast cancer 1 |
| GWAS | Genome-Wide Association Study |
| HLA | human leukocyte antigen |
| IGF | Insulin-like Growth Factor |
| IHC | Immunohistochemistry |
| IL-10 | interleukin-10 |
| IVF | in vitro fertilization |
| JAK/STAT | Janus kinase/signal transducers and activators of transcription |
| MAPK | mitogen-activated protein kinase |
| MMP7 | matrix metallopeptidase 7 |
| MRKH | Mayer–Rokitansky–Küster–Hauser syndrome |
| NF-κB | nuclear factor kappa B |
| OEM | ovarian endometriosis |
| PEM | peritoneal endometriosis |
| Rho-ROCK | Rho-associated protein kinase |
| scRNA-seq | single-cell RNA sequencing |
| sEVs | small extracellular vesicles |
| SFRP4 | secreted frizzled-related protein 4 |
| SMCs | smooth muscle cells |
| SMM | smooth muscle metaplasia |
| STRT-seq | single-cell tagged reverse transcription sequencing |
| TGF-β | transforming growth factor beta |
References
- Wang, Y.; Nicholes, K.; Shih, I.M. The Origin and Pathogenesis of Endometriosis. Annu. Rev. Pathol. 2020, 15, 71–95. [Google Scholar] [CrossRef] [PubMed]
- Saunders, P.T.K.; Horne, A.W. Endometriosis: Etiology, Pathobiology, and Therapeutic Prospects. Cell 2021, 184, 2807–2824. [Google Scholar] [CrossRef] [PubMed]
- Mariadas, H.; Chen, J.H.; Chen, K.H. The Molecular and Cellular Mechanisms of Endometriosis: From Basic Pathophysiology to Clinical Implications. Int. J. Mol. Sci. 2025, 26, 2458. [Google Scholar] [CrossRef] [PubMed]
- World Health Organization. Available online: https://www.who.int/news-room/fact-sheets/detail/endometriosis (accessed on 1 February 2026).
- Yu, X.; Shi, L.; Deng, X.; Zhang, Y.; Wang, H. Global burden of endometriosis from 1990 to 2021 and projections to 2050: A comprehensive analysis based on the global burden of disease study 2021. Front. Glob. Womens Health 2025, 6, 1613468. [Google Scholar] [CrossRef]
- Zondervan, K.T.; Becker, C.M.; Missmer, S.A. Endometriosis. N. Engl. J. Med. 2020, 382, 1244–1256. [Google Scholar] [CrossRef]
- Viganò, P.; Parazzini, F.; Somigliana, E.; Vercellini, P. Endometriosis: Epidemiology and Aetiological Factors. Best Pract. Res. Clin. Obstet. Gynaecol. 2004, 18, 177–200. [Google Scholar] [CrossRef]
- Somigliana, E.; Li Piani, L.; Paffoni, A.; Salmeri, N.; Orsi, M.; Benaglia, L.; Vercellini, P.; Vigano, P. Endometriosis and IVF treatment outcomes: Unpacking the process. Reprod. Biol. Endocrinol. 2023, 21, 107. [Google Scholar] [CrossRef]
- Buck Louis, G.M.; Hediger, M.L.; Peterson, C.M.; Croughan, M.; Sundaram, R.; Stanford, J.; Chen, Z.; Fujimoto, V.Y.; Varner, M.W.; Trumble, A.; et al. Incidence of Endometriosis by Study Population and Diagnostic Method: The ENDO Study. Fertil. Steril. 2011, 96, 360–365. [Google Scholar] [CrossRef]
- Missmer, S.A.; Cramer, D.W. The Epidemiology of Endometriosis. Obstet. Gynecol. Clin. N. Am. 2003, 30, 11–22. [Google Scholar] [CrossRef]
- Evers, J.L. Endometriosis does not exist; all women have endometriosis. Hum. Reprod. 1994, 9, 2206–2209. [Google Scholar] [CrossRef]
- Evers, J.L. Is Adolescent Endometriosis a Progressive Disease That Needs to Be Diagnosed and Treated? Hum. Reprod. 2013, 28, 2023. [Google Scholar] [CrossRef] [PubMed]
- Haas, D.; Shebl, O.; Shamiyeh, A.; Oppelt, P. The rASRM score and the Enzian classification for endometriosis: Their strengths and weaknesses. Acta Obstet. Gynecol. Scand. 2013, 92, 3–7. [Google Scholar] [CrossRef] [PubMed]
- Kotronis, K.; Zafrakas, M.; Papasozomenou, P.; Timologou, A.; Miliaras, D.; Tarlatzis, B.C.; Grimbizis, G. Protein expression pattern of tissue inhibitor of metalloproteinase-3 (TIMP3) in endometriosis and normal endometrium. Gynecol. Endocrinol. 2019, 35, 1103–1106. [Google Scholar] [CrossRef] [PubMed]
- Timologou, A.; Zafrakas, M.; Grimbizis, G.; Miliaras, D.; Kotronis, K.; Stamatopoulos, P.; Tarlatzis, B.C. Immunohistochemical expression pattern of metastasis suppressors KAI1 and KISS1 in endometriosis and normal endometrium. Eur. J. Obstet. Gynecol. Reprod. Biol. 2016, 199, 110–115. [Google Scholar] [CrossRef]
- Matalliotakis, M.; Zervou, M.I.; Matalliotaki, C.; Rahmioglu, N.; Koumantakis, G.; Kalogiannidis, I.; Prapas, I.; Zondervan, K.; Spandidos, D.A.; Matalliotakis, I.; et al. The Role of Gene Polymorphisms in Endometriosis. Mol. Med. Rep. 2017, 16, 5881–5886. [Google Scholar] [CrossRef]
- Hsiao, K.Y.; Wu, M.H.; Tsai, S.J. Epigenetic Regulation of the Pathological Process in Endometriosis. Reprod. Med. Biol. 2017, 16, 314–319. [Google Scholar] [CrossRef]
- Laganà, A.S.; Vitale, S.G.; Salmeri, F.M.; Triolo, O.; Ban Frangež, H.; Vrtačnik-Bokal, E.; Stojanovska, L.; Apostolopoulos, V.; Granese, R.; Sofo, V. Unus pro Omnibus, Omnes pro Uno: A Novel, Evidence-Based, Unifying Theory for the Pathogenesis of Endometriosis. Med. Hypotheses 2017, 103, 10–20. [Google Scholar] [CrossRef]
- Laganà, A.S.; Garzon, S.; Götte, M.; Viganò, P.; Franchi, M.; Ghezzi, F.; Martin, D.C. The Pathogenesis of Endometriosis: Molecular and Cell Biology Insights. Int. J. Mol. Sci. 2019, 20, 5615. [Google Scholar] [CrossRef]
- Zafrakas, M.; Κοtronis, K.; Papasozomenou, P.; Eskitzis, P.; Grimbizis, G. Extracellular matrix metalloproteinases in the etiopathogenesis of endometriosis: A systematic review and critical appraisal. Clin. Exp. Obstet. Gynecol. 2020, 47, 147–153. [Google Scholar] [CrossRef]
- Steptoe, P.C.; Edwards, R.G. Birth after the Reimplantation of a Human Embryo. Lancet 1978, 2, 366. [Google Scholar] [CrossRef]
- Gleicher, N.; Kushnir, V.A.; Barad, D.H. Worldwide Decline of IVF Birth Rates and Its Probable Causes. Hum. Reprod. Open 2019, 2019, hoz017. [Google Scholar] [CrossRef] [PubMed]
- Tesarik, J.; Mendoza-Tesarik, R. Molecular Clues to Understanding Causes of Human-Assisted Reproduction Treatment Failures and Possible Treatment Options. Int. J. Mol. Sci. 2022, 23, 10357. [Google Scholar] [CrossRef] [PubMed]
- Yatsenko, S.A.; Rajkovic, A. Genetics of Human Female Infertility. Biol. Reprod. 2019, 101, 549–566. [Google Scholar] [CrossRef] [PubMed]
- Zhang, P.Y.; Yu, Y. Precise Personalized Medicine in Gynecology Cancer and Infertility. Front. Cell Dev. Biol. 2020, 7, 493974. [Google Scholar] [CrossRef]
- Tesarik, J. Toward Molecular Medicine in Female Infertility Management: Editorial to the Special Issue “Molecular Mechanisms of Human Oogenesis and Early Embryogenesis”. Int. J. Mol. Sci. 2021, 22, 13517. [Google Scholar] [CrossRef]
- Leone Roberti Maggiore, U.; Chiappa, V.; Ceccaroni, M.; Roviglione, G.; Savelli, L.; Ferrero, S.; Raspagliesi, F.; Spanò Bascio, L. Epidemiology of Infertility in Women with Endometriosis. Best Pract. Res. Clin. Obstet. Gynaecol. 2024, 92, 102454. [Google Scholar] [CrossRef]
- Evans, M.B.; Decherney, A.H. Fertility and Endometriosis. Clin. Obstet. Gynecol. 2017, 60, 497–502. [Google Scholar] [CrossRef]
- Seifer, M.; Gulino, A.; Volovsky, M.; Seifer, D.B. Current Status of Ovarian and Endometrial Biomarkers in Predicting ART Outcomes. J. Clin. Med. 2024, 13, 3739. [Google Scholar] [CrossRef]
- Symons, L.K.; Miller, J.E.; Kay, V.R.; Marks, R.M.; Liblik, K.; Koti, M.; Tayade, C. The Immunopathophysiology of Endometriosis. Trends Mol. Med. 2018, 24, 748–762. [Google Scholar] [CrossRef]
- Wang, W.; Vilella, F.; Alama, P.; Moreno, I.; Mignardi, M.; Isakova, A.; Pan, W.; Simon, C.; Quake, S.R. Single-Cell Transcriptomic Atlas of the Human Endometrium during the Menstrual Cycle. Nat. Med. 2020, 26, 1644–1653. [Google Scholar] [CrossRef]
- Garcia-Alonso, L.; Handfield, L.F.; Roberts, K.; Nikolakopoulou, K.; Fernando, R.C.; Gardner, L.; Woodhams, B.; Arutyunyan, A.; Polanski, K.; Hoo, R.; et al. Mapping the Temporal and Spatial Dynamics of the Human Endometrium in Vivo and in Vitro. Nat. Genet. 2021, 53, 1698–1711. [Google Scholar] [CrossRef]
- Lv, H.; Zhao, G.; Jiang, P.; Wang, H.; Wang, Z.; Yao, S.; Zhou, Z.; Wang, L.; Liu, D.; Deng, W.; et al. Deciphering the Endometrial Niche of Human Thin Endometrium at Single-Cell Resolution. Proc. Natl. Acad. Sci. USA 2022, 119, e2115912119. [Google Scholar] [CrossRef] [PubMed]
- Zafrakas, M.; Tarlatzis, B.C.; Streichert, T.; Pournaropoulos, F.; Wölfle, U.; Smeets, S.J.; Wittek, B.; Grimbizis, G.; Brakenhoff, R.H.; Pantel, K.; et al. Genome-wide microarray gene expression, array-CGH analysis, and telomerase activity in advanced ovarian endometriosis: A high degree of differentiation rather than malignant potential. Int. J. Mol. Med. 2008, 21, 335–344. [Google Scholar] [CrossRef] [PubMed]
- Gonzalez-Fernandez, J.; Zaragozano, S.; Monteagudo-Sánchez, A.; Simon, C.; Vilella, F. Single-Cell Technology: The Key to an Improved Understanding of the Human Endometrium in Health and Disease. Am. J. Obstet. Gynecol. 2025, 232, S43–S53. [Google Scholar] [CrossRef] [PubMed]
- Tang, F.; Barbacioru, C.; Wang, Y.; Nordman, E.; Lee, C.; Xu, N.; Wang, X.; Bodeau, J.; Tuch, B.B.; Siddiqui, A.; et al. mRNA-Seq Whole-Transcriptome Analysis of a Single Cell. Nat. Methods 2009, 6, 377–382. [Google Scholar] [CrossRef]
- Tan, Y.; Flynn, W.F.; Sivajothi, S.; Luo, D.; Bozal, S.B.; Davé, M.; Luciano, A.A.; Robson, P.; Luciano, D.E.; Courtois, E.T. Single Cell Analysis of Endometriosis Reveals a Coordinated Transcriptional Program Driving Immunotolerance and Angiogenesis across Eutopic and Ectopic Tissues. Nat. Cell Biol. 2022, 24, 1306. [Google Scholar] [CrossRef]
- Fonseca, M.A.S.; Haro, M.; Wright, K.N.; Lin, X.; Abbasi, F.; Sun, J.; Hernandez, L.; Orr, N.L.; Hong, J.; Choi-Kuaea, Y.; et al. Single-Cell Transcriptomic Analysis of Endometriosis. Nat. Genet. 2023, 55, 255–267. [Google Scholar] [CrossRef]
- Marečková, M.; Garcia-Alonso, L.; Moullet, M.; Lorenzi, V.; Petryszak, R.; Sancho-Serra, C.; Oszlanczi, A.; Icoresi Mazzeo, C.; Wong, F.C.K.; Kelava, I.; et al. An Integrated Single-Cell Reference Atlas of the Human Endometrium. Nat. Genet. 2024, 56, 1925–1937. [Google Scholar] [CrossRef]
- Liu, S.; Li, X.; Gu, Z.; Wu, J.; Jia, S.; Shi, J.; Dai, Y.; Wu, Y.; Yan, H.; Zhang, J.; et al. Single-Cell and Spatial Transcriptomic Profiling Revealed Niche Interactions Sustaining Growth of Endometriotic Lesions. Cell Genom. 2025, 5, 100737. [Google Scholar] [CrossRef]
- Wu, J.; Xia, S.; Ye, W.; Sun, Y.; Cai, J.; Yu, F.; Wen, H.; Yi, X.; Li, T.; Chen, M.; et al. Dissecting the Cell Microenvironment of Ovarian Endometrioma through Single-Cell RNA Sequencing. Sci. China Life Sci. 2024, 68, 116–129. [Google Scholar] [CrossRef]
- Li, L.; Dong, J.; Yan, L.; Yong, J.; Liu, X.; Hu, Y.; Fan, X.; Wu, X.; Guo, H.; Wang, X.; et al. Single-Cell RNA-Seq Analysis Maps Development of Human Germline Cells and Gonadal Niche Interactions. Cell Stem Cell 2017, 20, 858–873.e4. [Google Scholar] [CrossRef] [PubMed]
- Jaitin, D.A.; Weiner, A.; Yofe, I.; Lara-Astiaso, D.; Keren-Shaul, H.; David, E.; Salame, T.M.; Tanay, A.; van Oudenaarden, A.; Amit, I. Dissecting Immune Circuits by Linking CRISPR-Pooled Screens with Single-Cell RNA-Seq. Cell 2016, 167, 1883–1896.e15. [Google Scholar] [CrossRef] [PubMed]
- Zhu, S.; Wang, A.; Xu, W.; Hu, L.; Sun, J.; Wang, X. The Heterogeneity of Fibrosis and Angiogenesis in Endometriosis Revealed by Single-Cell RNA-Sequencing. Biochim. Biophys. Acta Mol. Basis Dis. 2023, 1869, 166602. [Google Scholar] [CrossRef]
- Zou, G.; Wang, J.; Xu, X.; Xu, P.; Zhu, L.; Yu, Q.; Peng, Y.; Guo, X.; Li, T.; Zhang, X. Cell Subtypes and Immune Dysfunction in Peritoneal Fluid of Endometriosis Revealed by Single-Cell RNA-Sequencing. Cell Biosci. 2021, 11, 98. [Google Scholar] [CrossRef] [PubMed]
- Hedlund, E.; Deng, Q. Single-Cell RNA Sequencing: Technical Advancements and Biological Applications. Mol. Asp. Med. 2018, 59, 36–46. [Google Scholar] [CrossRef]
- Song, Y.; Wang, L.; Zhang, Y. Identification of Central Genes for Endometriosis through Integration of Single-Cell RNA Sequencing and Bulk RNA Sequencing Analysis. Medicine 2023, 102, e36707. [Google Scholar] [CrossRef] [PubMed]
- Nisolle, M.; Donnez, J. Peritoneal Endometriosis, Ovarian Endometriosis, and Adenomyotic Nodules of the Rectovaginal Septum Are Three Different Entities. Fertil. Steril. 1997, 68, 585–596. [Google Scholar] [CrossRef]
- Konrad, L.; Dietze, R.; Kudipudi, P.K.; Horné, F.; Meinhold-Heerlein, I. Endometriosis in MRKH Cases as a Proof for the Coelomic Metaplasia Hypothesis? Reproduction 2019, 158, R41–R47. [Google Scholar] [CrossRef]
- Liu, X.; Zhang, Q.; Guo, S.W. Histological and Immunohistochemical Characterization of the Similarity and Difference Between Ovarian Endometriomas and Deep Infiltrating Endometriosis. Reprod. Sci. 2018, 25, 329–340. [Google Scholar] [CrossRef]
- Hou, S.; Zhang, J.; Zhang, Z.; Qu, H.; Li, S.; Jiang, Y.; Liu, C. Single-cell Transcriptomic Atlas of Different Endometriosis Indicating That an Interaction between Endometriosis-associated Mesothelial Cells (EAMCs) and Ectopic Stromal Cells May Influence Progesterone Resistance. Clin. Transl. Med. 2025, 15, e70216. [Google Scholar] [CrossRef]
- Ma, J.; Zhang, L.; Zhan, H.; Mo, Y.; Ren, Z.; Shao, A.; Lin, J. Single-Cell Transcriptomic Analysis of Endometriosis Provides Insights into Fibroblast Fates and Immune Cell Heterogeneity. Cell Biosci. 2021, 11, 125. [Google Scholar] [CrossRef]
- Anglesio, M.S.; Papadopoulos, N.; Ayhan, A.; Nazeran, T.M.; Noë, M.; Horlings, H.M.; Lum, A.; Jones, S.; Senz, J.; Seckin, T.; et al. Cancer-Associated Mutations in Endometriosis without Cancer. N. Engl. J. Med. 2017, 376, 1835–1848. [Google Scholar] [CrossRef] [PubMed]
- Huang, X.; Wu, L.; Pei, T.; Liu, D.; Liu, C.; Luo, B.; Xiao, L.; Li, Y.; Wang, R.; Ouyang, Y.; et al. Single-Cell Transcriptome Analysis Reveals Endometrial Immune Microenvironment in Minimal/Mild Endometriosis. Clin. Exp. Immunol. 2023, 212, 285–295. [Google Scholar] [CrossRef] [PubMed]
- Almonte, A.L.; Wang, W.; Flynn, E.; Houshdaran, S.; Vallvé-Juanico, J.; Irwin, J.; Kushnoor, D.; Combes, A.; Fragiadakis, G.K.; Sirota, M.; et al. Endometrial subcellular alterations in endometriosis identified by single-cell analysis across the menstrual cysle. Fertil. Steril. 2023, 120, e61–e62. [Google Scholar] [CrossRef]
- Shih, A.J.; Adelson, R.P.; Vashistha, H.; Khalili, H.; Nayyar, A.; Puran, R.; Herrera, R.; Chatterjee, P.K.; Lee, A.T.; Truskinovsky, A.M.; et al. Single-Cell Analysis of Menstrual Endometrial Tissues Defines Phenotypes Associated with Endometriosis. BMC Med. 2022, 20, 315. [Google Scholar] [CrossRef]
- Bulun, S.E.; Yildiz, S.; Adli, M.; Wei, J.J. Adenomyosis Pathogenesis: Insights from next-Generation Sequencing. Hum. Reprod. Update 2021, 27, 1086–1097. [Google Scholar] [CrossRef]
- Barragan, F.; Irwin, J.C.; Balayan, S.; Erikson, D.W.; Chen, J.C.; Houshdaran, S.; Piltonen, T.T.; Spitzer, T.L.B.; George, A.; Rabban, J.T.; et al. Human Endometrial Fibroblasts Derived from Mesenchymal Progenitors Inherit Progesterone Resistance and Acquire an Inflammatory Phenotype in the Endometrial Niche in Endometriosis. Biol. Reprod. 2016, 94, 118. [Google Scholar] [CrossRef]
- Platten, M.; Nollen, E.A.A.; Röhrig, U.F.; Fallarino, F.; Opitz, C.A. Tryptophan Metabolism as a Common Therapeutic Target in Cancer, Neurodegeneration and Beyond. Nat. Rev. Drug Dis. 2019, 18, 379–401. [Google Scholar] [CrossRef]
- Revel, M.; Sautès-Fridman, C.; Fridman, W.H.; Roumenina, L.T. C1q+ Macrophages: Passengers or Drivers of Cancer Progression. Trends Cancer 2022, 8, 517–526. [Google Scholar] [CrossRef]
- Chávez-Galán, L.; Olleros, M.L.; Vesin, D.; Garcia, I. Much More than M1 and M2 Macrophages, There Are Also CD169+ and TCR+ Macrophages. Front. Immunol. 2015, 6, 135584. [Google Scholar] [CrossRef]
- Bain, C.C.; Hawley, C.A.; Garner, H.; Scott, C.L.; Schridde, A.; Steers, N.J.; Mack, M.; Joshi, A.; Guilliams, M.; Mowat, A.M.I.; et al. Long-Lived Self-Renewing Bone Marrow-Derived Macrophages Displace Embryo-Derived Cells to Inhabit Adult Serous Cavities. Nat. Commun. 2016, 7, ncomms11852. [Google Scholar] [CrossRef]
- Bain, C.C.; Gibson, D.A.; Steers, N.J.; Boufea, K.; Louwe, P.A.; Doherty, C.; González-Huici, V.; Gentek, R.; Magalhaes-Pinto, M.; Shaw, T.; et al. Rate of Replenishment and Microenvironment Contribute to the Sexually Dimorphic Phenotype and Function of Peritoneal Macrophages. Sci. Immunol. 2020, 5, eabc4466. [Google Scholar] [CrossRef]
- Louwe, P.A.; Badiola Gomez, L.; Webster, H.; Perona-Wright, G.; Bain, C.C.; Forbes, S.J.; Jenkins, S.J. Recruited Macrophages That Colonize the Post-Inflammatory Peritoneal Niche Convert into Functionally Divergent Resident Cells. Nat. Commun. 2021, 12, 1770. [Google Scholar] [CrossRef] [PubMed]
- Hogg, C.; Panir, K.; Dhami, P.; Rosser, M.; Mack, M.; Soong, D.; Pollard, J.W.; Jenkins, S.J.; Horne, A.W.; Greaves, E. Macrophages Inhibit and Enhance Endometriosis Depending on Their Origin. Proc. Natl. Acad. Sci. USA 2021, 118, e2013776118. [Google Scholar] [CrossRef]
- Henlon, Y.; Panir, K.; McIntyre, I.; Hogg, C.; Dhami, P.; Cuff, A.O.; Senior, A.; Moolchandani-Adwani, N.; Courtois, E.T.; Horne, A.W.; et al. Single-Cell Analysis Identifies Distinct Macrophage Phenotypes Associated with Prodisease and Proresolving Functions in the Endometriotic Niche. Proc. Natl. Acad. Sci. USA 2024, 121, e2405474121. [Google Scholar] [CrossRef] [PubMed]
- García-Gómez, E.; Vázquez-Martínez, E.R.; Reyes-Mayoral, C.; Cruz-Orozco, O.P.; Camacho-Arroyo, I.; Cerbón, M. Regulation of Inflammation Pathways and Inflammasome by Sex Steroid Hormones in Endometriosis. Front. Endocrinol. 2020, 10, 935. [Google Scholar] [CrossRef] [PubMed]
- Agic, A.; Xu, H.; Finas, D.; Banz, C.; Diedrich, K.; Hornung, D. Is Endometriosis Associated with Systemic Subclinical Inflammation? Gynecol. Obstet. Investig. 2006, 62, 139–147. [Google Scholar] [CrossRef]
- Forster, R.; Sarginson, A.; Velichkova, A.; Hogg, C.; Dorning, A.; Horne, A.W.; Saunders, P.T.K.; Greaves, E. Macrophage-Derived Insulin-like Growth Factor-1 Is a Key Neurotrophic and Nerve-Sensitizing Factor in Pain Associated with Endometriosis. FASEB J. 2019, 33, 11210–11222. [Google Scholar] [CrossRef]
- Riccio, L.G.C.; Baracat, E.C.; Chapron, C.; Batteux, F.; Abrão, M.S. The Role of the B Lymphocytes in Endometriosis: A Systematic Review. J. Reprod. Immunol. 2017, 123, 29–34. [Google Scholar] [CrossRef]
- Vallvé-Juanico, J.; Houshdaran, S.; Giudice, L.C. The Endometrial Immune Environment of Women with Endometriosis. Hum. Reprod. Update 2019, 25, 565–592. [Google Scholar] [CrossRef]
- Shen, M.; O’donnell, E.; Leon, G.; Kisovar, A.; Melo, P.; Zondervan, K.; Granne, I.; Southcombe, J. The Role of Endometrial B Cells in Normal Endometrium and Benign Female Reproductive Pathologies: A Systematic Review. Hum. Reprod. Open 2022, 2022, hoab043. [Google Scholar] [CrossRef] [PubMed]
- Giudice, L.C.; Liu, B.; Irwin, J.C. Endometriosis and Adenomyosis Unveiled through Single-Cell Glasses. Am. J. Obstet. Gynecol. 2025, 232, S105–S123. [Google Scholar] [CrossRef] [PubMed]
- Rahmioglu, N.; Mortlock, S.; Ghiasi, M.; Møller, P.L.; Stefansdottir, L.; Galarneau, G.; Turman, C.; Danning, R.; Law, M.H.; Sapkota, Y.; et al. The Genetic Basis of Endometriosis and Comorbidity with Other Pain and Inflammatory Conditions. Nat. Genet. 2023, 55, 423–436. [Google Scholar] [CrossRef] [PubMed]
- Matsumoto, S.; Yamamichi, T.; Shinzawa, K.; Kasahara, Y.; Nojima, S.; Kodama, T.; Obika, S.; Takehara, T.; Morii, E.; Okuyama, H.; et al. GREB1 Induced by Wnt Signaling Promotes Development of Hepatoblastoma by Suppressing TGFβ Signaling. Nat. Commun. 2019, 10, 3882. [Google Scholar] [CrossRef]
- Matsumoto, S.; Harada, A.; Seta, M.; Akita, M.; Gon, H.; Fukumoto, T.; Kikuchi, A. Wnt Signaling Stimulates Cooperation between GREB1 and HNF4α to Promote Proliferation in Hepatocellular Carcinoma. Cancer Res. 2023, 83, 2312–2327. [Google Scholar] [CrossRef]
- Aboalola, D.; Han, V.K.M. Different Effects of Insulin-like Growth Factor-1 and Insulin-like Growth Factor-2 on Myogenic Differentiation of Human Mesenchymal Stem Cells. Stem Cells Int. 2017, 2017, 8286248. [Google Scholar] [CrossRef]
- Yan, J.; Zhou, L.; Liu, M.; Zhu, H.; Zhang, X.; Cai, E.; Xu, X.; Chen, T.; Cheng, H.; Liu, J.; et al. Single-Cell Analysis Reveals Insights into Epithelial Abnormalities in Ovarian Endometriosis. Cell Rep. 2024, 43, 113716. [Google Scholar] [CrossRef]
- Rižner, T.L. The Important Roles of Steroid Sulfatase and Sulfotransferases in Gynecological Diseases. Front. Pharmacol. 2016, 7, 179132. [Google Scholar] [CrossRef]
- Chimento, A.; De Luca, A.; Avena, P.; De Amicis, F.; Casaburi, I.; Sirianni, R.; Pezzi, V. Estrogen Receptors-Mediated Apoptosis in Hormone-Dependent Cancers. Int. J. Mol. Sci. 2022, 23, 1242. [Google Scholar] [CrossRef]
- Steimle, V.; Siegrist, C.A.; Mottet, A.; Lisowska-Grospierre, B.; Mach, B. Regulation of MHC Class II Expression by Interferon-γ Mediated by the Transactivator Gene CIITA. Science 1994, 265, 106–109. [Google Scholar] [CrossRef]
- McLane, L.M.; Abdel-Hakeem, M.S.; Wherry, E.J. CD8 T Cell Exhaustion During Chronic Viral Infection and Cancer. Annu. Rev. Immunol. 2019, 37, 457–495. [Google Scholar] [CrossRef]
- Orosz, F.; Ovádi, J. TPPP Orthologs Are Ciliary Proteins. FEBS Lett. 2008, 582, 3757–3764. [Google Scholar] [CrossRef] [PubMed]
- Yu, X.; Ng, C.P.; Habacher, H.; Roy, S. Foxj1 Transcription Factors Are Master Regulators of the Motile Ciliogenic Program. Nat. Genet. 2008, 40, 1445–1453. [Google Scholar] [CrossRef] [PubMed]
- Taylor, H.S.; Vanden Heuvel, G.B.; Igarashi, P. A Conserved Hox Axis in the Mouse and Human Female Reproductive System: Late Establishment and Persistent Adult Expression of the Hoxa Cluster Genes. Biol. Reprod. 1997, 57, 1338–1345. [Google Scholar] [CrossRef] [PubMed]
- Giudice, L.C.; Oskotsky, T.T.; Falako, S.; Opoku-Anane, J.; Sirota, M. Endometriosis in the Era of Precision Medicine and Impact on Sexual and Reproductive Health across the Lifespan and in Diverse Populations. FASEB J. 2023, 37, e23130. [Google Scholar] [CrossRef]
- Wang, Y.; Dragovic, R.A.; Greaves, E.; Becker, C.M.; Southcombe, J.H. Macrophages and small extracellular vesicle mediated-intracellular communication in the peritoneal microenvironment: Impact on endometriosis development. Front. Reprod. Health 2023, 5, 1130849. [Google Scholar] [CrossRef]
- Duempelmann, L.; Sheppard, S.; Duo, A.; Skrabalova, J.; Mckinnon, B.; Andrieu, T.; Goehlsdorf, D.; Muzumdar, S.; Donato, C.; Lusby, R.; et al. Tracing Endometriosis: Coupling deeply phenotyped, single-cell based Endometrial Differences and AI for disease pathology and prediction. bioRxiv 2024. [Google Scholar] [CrossRef]
- Liu, T.; Zhang, L.; Joo, D.; Sun, S.C. NF-κB signaling in inflammation. Signal Transduct. Target. Ther. 2017, 2, 17023. [Google Scholar] [CrossRef]
- Agashe, R.P.; Lippman, S.M.; Kurzrock, R. JAK: Not Just Another Kinase. Mol. Cancer Ther. 2022, 21, 1757–1764. [Google Scholar] [CrossRef]
- Mehrpouri, M. The contributory roles of the CXCL12/CXCR4/CXCR7 axis in normal and malignant hematopoiesis: A possible therapeutic target in hematologic malignancies. Eur. J. Pharmacol. 2022, 920, 174831. [Google Scholar] [CrossRef]
- Song, Y.; Burns, G.W.; Joshi, N.R.; Arora, R.; Kim, J.J.; Fazleabas, A.T. Spheroids as a model for endometriotic lesions. JCI Insight 2023, 8, e160815. [Google Scholar] [CrossRef]
- Zhang, M.; Xu, T.; Tong, D.; Li, S.; Yu, X.; Liu, B.; Jiang, L.; Liu, K. Research advances in endometriosis-related signaling pathways: A review. Biomed. Pharmacother. 2023, 164, 114909. [Google Scholar] [CrossRef]
- Ingermann, A.R.; Yang, Y.F.; Han, J.; Mikami, A.; Garza, A.E.; Mohanraj, L.; Fan, L.; Idowu, M.; Ware, J.L.; Kim, H.S.; et al. Identification of a novel cell death receptor mediating IGFBP-3-induced anti-tumor effects in breast and prostate cancer. J. Biol. Chem. 2010, 285, 30233–30246. [Google Scholar] [CrossRef] [PubMed]
- Apte, R.S.; Chen, D.S.; Ferrara, N. VEGF in Signaling and Disease: Beyond Discovery and Development. Cell 2019, 176, 1248–1264. [Google Scholar] [CrossRef] [PubMed]
- Deng, Z.; Fan, T.; Xiao, C.; Tian, H.; Zheng, Y.; Li, C.; He, J. TGF-β signaling in health, disease, and therapeutics. Signal Transduct. Target Ther. 2024, 9, 61. [Google Scholar] [CrossRef]
- Young, V.J.; Ahmad, S.F.; Duncan, W.C.; Horne, A.W. The role of TGF-β in the pathophysiology of peritoneal endometriosis. Hum. Reprod. Update 2017, 23, 548–559. [Google Scholar] [CrossRef]
- Tie, Y.; Tang, F.; Peng, D.; Zhang, Y.; Shi, H. TGF-beta signal transduction: Biology, function and therapy for diseases. Mol. Biomed. 2022, 3, 45. [Google Scholar] [CrossRef]
- Arakawa, Y.; Bito, H.; Furuyashiki, T.; Tsuji, T.; Takemoto-Kimura, S.; Kimura, K.; Nozaki, K.; Hashimoto, N.; Narumiya, S. Control of axon elongation via an SDF-1alpha/Rho/mDia pathway in cultured cerebellar granule neurons. J. Cell Biol. 2003, 161, 381–391. [Google Scholar] [CrossRef]
- Hsu, C.Y.; Hsieh, T.H.; Lin, H.Y.; Lu, C.Y.; Lo, H.W.; Tsai, C.C.; Tsai, E.M. Characterization and Proteomic Analysis of Endometrial Stromal Cell-Derived Small Extracellular Vesicles. J. Clin. Endocrinol. Metab. 2021, 106, 1516–1529. [Google Scholar] [CrossRef]
- van Niel, G.; D’Angelo, G.; Raposo, G. Shedding light on the cell biology of extracellular vesicles. Nat. Rev. Mol. Cell Biol. 2018, 19, 213–228. [Google Scholar] [CrossRef]
- Abudula, M.; Fan, X.; Zhang, J.; Li, J.; Zhou, X.; Chen, Y. Ectopic Endometrial Cell-Derived Exosomal Moesin Induces Eutopic Endometrial Cell Migration, Enhances Angiogenesis and Cytosolic Inflammation in Lesions Contributes to Endometriosis Progression. Front. Cell Dev. Biol. 2022, 10, 824075. [Google Scholar] [CrossRef] [PubMed]
- Li, W.N.; Hsiao, K.Y.; Wang, C.A.; Chang, N.; Hsu, P.L.; Sun, C.H.; Wu, S.R.; Wu, M.H.; Tsai, S.J. Extracellular vesicle-associated VEGF-C promotes lymphangiogenesis and immune cells infiltration in endometriosis. Proc. Natl. Acad. Sci. USA 2020, 117, 25859–25868. [Google Scholar] [CrossRef] [PubMed]
- Zhang, L.; Li, H.; Yuan, M.; Li, D.; Sun, C.; Wang, G. Serum Exosomal MicroRNAs as Potential Circulating Biomarkers for Endometriosis. Dis. Markers 2020, 2020, 2456340. [Google Scholar] [CrossRef] [PubMed]
- Barberet, J.; Barry, F.; Choux, C.; Guilleman, M.; Karoui, S.; Simonot, R.; Bruno, C.; Fauque, P. What Impact Does Oocyte Vitrification Have on Epigenetics and Gene Expression? Clin. Epigenet. 2020, 12, 121. [Google Scholar] [CrossRef]
- Wu, J.; Huang, B.; Chen, H.; Yin, Q.; Liu, Y.; Xiang, Y.; Zhang, B.; Liu, B.; Wang, Q.; Xia, W.; et al. The Landscape of Accessible Chromatin in Mammalian Preimplantation Embryos. Nature 2016, 534, 652–657. [Google Scholar] [CrossRef]
- Guo, F.; Li, L.; Li, J.; Wu, X.; Hu, B.; Zhu, P.; Wen, L.; Tang, F. Single-cell Multi-Omics Sequencing of Mouse Early Embryos and Embryonic Stem Cells. Cell Res. 2017, 27, 967–988. [Google Scholar] [CrossRef]
- Zhu, P.; Guo, H.; Ren, Y.; Hou, Y.; Dong, J.; Li, R.; Lian, Y.; Fan, X.; Hu, B.; Gao, Y.; et al. Single-cell DNA Methylome Sequencing of Human Preimplantation Embryos. Nat. Genet. 2017, 50, 12–19. [Google Scholar] [CrossRef]
- Reyes Palomares, A.; Rodriguez-Wallberg, K.A. Update on the Epigenomic Implication of Embryo Cryopreservation Methods Applied in Assisted Reproductive Technologies with Potential Long-Term Health Effects. Front. Cell Dev. Biol. 2022, 10, 881550. [Google Scholar] [CrossRef]
- Tšuiko, O.; Fernandez Gallardo, E.; Voet, T.; Vermeesch, J.R. Preimplantation Genetic Testing: Single-cell technologies at the forefront of PGT and embryo research. Reproduction 2020, 160, A19–A31. [Google Scholar] [CrossRef]
- Fan, J.; Liu, C.; Zhao, Y.; Xu, Q.; Yin, Z.; Liu, Z.; Mu, Y. Single-Cell RNA Sequencing Reveals Differences in Chromatin Remodeling and Energy Metabolism among In Vivo-Developed, In Vitro-Fertilized, and Parthenogenetically Activated Embryos from the Oocyte to 8-Cell Stages in Pigs. Animals 2024, 14, 465. [Google Scholar] [CrossRef]
- Du, Z.Q.; Liang, H.; Liu, X.M.; Liu, Y.H.; Wang, C.; Yang, C.X. Single cell RNA-seq reveals genes vital to in vitro fertilized embryos and parthenotes in pigs. Sci. Rep. 2021, 11, 14393. [Google Scholar] [CrossRef] [PubMed]
- Su, K.Z.; Luo, C.; Chen, S.; Zhang, S.; Li, C.; Wu, Y.T. Single-cell RNA-sequencing analysis of the effects of frozen-thawed embryo transfer on the transcriptome of trophoblasts. Reprod. Dev. Med. 2025, 9, 67–74. [Google Scholar] [CrossRef]
- Hernandez Mora, J.R.; Buhigas, C.; Clark, S.; Del Gallego Bonilla, R.; Daskeviciute, D.; Monteagudo-Sánchez, A.; Poo-Llanillo, M.E.; Medrano, J.V.; Simón, C.; Meseguer, M.; et al. Single-cell multi-omic analysis profiles defective genome activation and epigenetic reprogramming associated with human pre-implantation embryo arrest. Cell Rep. 2023, 42, 112100. [Google Scholar] [CrossRef] [PubMed]
- Jin, J.; Ma, J.; Wang, X.; Hong, F.; Zhang, Y.; Zhou, F.; Wan, C.; Zou, Y.; Yang, J.; Lu, S.; et al. Multi-omics PGT: Re-evaluation of euploid blastocysts for implantation potential based on RNA sequencing. Hum. Reprod. 2024, 39, 2861–2872. [Google Scholar] [CrossRef]
- Roos, K.; Rooda, I.; Keif, R.S.; Liivrand, M.; Smolander, O.P.; Salumets, A.; Velthut-Meikas, A. Single-cell RNA-seq analysis and cell-cluster deconvolution of the human preovulatory follicular fluid cells provide insights into the pathophysiology of ovarian hyporesponse. Front. Endocrinol. 2022, 13, 945347. [Google Scholar] [CrossRef]
- Rooda, I.; Méar, L.; Hassan, J.; Damdimopoulou, P. The adult ovary at single cell resolution: An expert review. Am. J. Obstet. Gynecol. 2025, 232, S94–S103.E6. [Google Scholar] [CrossRef]
- Ferrero, H.; Corachán, A.; Aguilar, A.; Quiñonero, A.; Carbajo-García, M.C.; Alamá, P.; Tejera, A.; Taboas, E.; Muñoz, E.; Pellicer, A.; et al. Single-cell RNA sequencing of oocytes from ovarian endometriosis patients reveals a differential transcriptomic profile associated with lower quality. Hum. Reprod. 2019, 34, 1302–1312. [Google Scholar] [CrossRef]
- Ferrero, S.; Abbamonte, L.H.; Anserini, P.; Remorgida, V.; Ragni, N. Future perspectives in the medical treatment of endometriosis. Obstet. Gynecol. Surv. 2005, 60, 817–826. [Google Scholar] [CrossRef]
- Vetvicka, V.; Laganà, A.S.; Salmeri, F.M.; Triolo, O.; Palmara, V.I.; Vitale, S.G.; Sofo, V.; Králíčková, M. Regulation of apoptotic pathways during endometriosis: From the molecular basis to the future perspectives. Arch. Gynecol. Obstet. 2016, 294, 897–904. [Google Scholar] [CrossRef]
- Sivajohan, B.; Elgendi, M.; Menon, C.; Allaire, C.; Yong, P.; Bedaiwy, M.A. Clinical use of artificial intelligence in endometriosis: A scoping review. npj Digit. Med. 2022, 5, 109. [Google Scholar] [CrossRef]
- Argelaguet, R.; Velten, B.; Arnol, D.; Dietrich, S.; Zenz, T.; Marioni, J.C.; Buettner, F.; Huber, W.; Stegle, O. Multi-Omics Factor Analysis-a framework for unsupervised integration of multi-omics data sets. Mol. Syst. Biol. 2018, 14, e8124. [Google Scholar] [CrossRef]
- Singh, A.; Shannon, C.P.; Gautier, B.; Rohart, F.; Vacher, M.; Tebbutt, S.J.; Lê Cao, K.A. DIABLO: An integrative approach for identifying key molecular drivers from multi-omics assays. Bioinformatics 2019, 35, 3055–3062. [Google Scholar] [CrossRef]
- Cao, D.; Liu, Y.; Cheng, Y.; Wang, J.; Zhang, B.; Zhai, Y.; Zhu, K.; Liu, Y.; Shang, Y.; Xiao, X.; et al. Time-series single-cell transcriptomic profiling of luteal-phase endometrium uncovers dynamic characteristics and its dysregulation in recurrent implantation failures. Nat. Commun. 2025, 16, 137. [Google Scholar] [CrossRef]


| Cell/Compartment | Key Findings (Single-Cell/ Multi-Omic) | Biological Mechanism | ART Implications |
|---|---|---|---|
| Oocytes (endometriotic vs. healthy) | 520 DEGs: APOE, DUSP1, G0S2, H2AFZ, ID4, MGST1, WEE1 (up); PXK (down) [117] | Altered steroid metabolism, oxidative stress, mitochondrial dysfunction, DNA methylation | Reduced oocyte quality; potential biomarker panel for ART success |
| Granulosa cells (follicular somatic) | 7 GC subtypes; P4-producing GC downregulated key steroidogenic genes; ARGLU1+, SEMA3A+ clusters reduced [115] | Impaired progesterone production, altered steroidogenesis | Hyporesponsiveness to gonadotropins; predicts ovarian response and IVF outcomes |
| Endometrial stromal fibroblasts | Reduced decidualization markers; inflammation-driven P4 resistance [55] | Impaired decidualization, chronic inflammatory phenotype | Reduced endometrial receptivity, impaired embryo implantation |
| Endometrial epithelial cells | Altered expression of PAEP, GPX3, CXCL14; disrupted epithelial–immune interactions [30,54] | Impaired implantation window, pro-inflammatory milieu | Adverse embryo implantation environment; informs endometrial preparation for ART |
| Blastocysts (euploid vs. trisomy, human) | DEGs include SHLD3, AUNIP, TFIP11, FBH1, ERCC6, OTUB2, FOXM1, TP53 [114] | DNA repair, transcription, mitochondrial processes | Predictive transcriptomic markers for implantation potential |
| Embryos (single-cell methylome and transcriptome, human) | DUXA/DUXB activation, LINE-1 dynamics, DPPA2/4 timing [113] | Maternal-to-zygotic transition, epigenetic reprogramming | Milestones critical for preimplantation development; informs embryo selection |
| Early poig embryos (IVF and pathogenetic activation, experimental) | Highly expressed: CDV3, PCNA, CDR1, YWHAE, DNMT1, IGF2BP3, ARMC1, BTG4, UHRF2, gametocyte-specific factor 1-like [110,111]; distinct mRNA decay patterns | RNA processing, mitochondrial activity, DNA/H3K4 methylation, transcription factor pathways | Model for understanding early embryo gene regulation; informs optimization of culture conditions |
| Mouse placentas (FET, experimental) | DEGs in SynTs, S-TGCs, GlyTs: Igf2, Prl3b1 [112]; changes in vascular development, oxidative stress response, mesenchyme formation | Placental cell differentiation, vascular development, oxidative stress regulation | Experimental insight into FET effects on placenta; informs preclinical ART studies |
| Follicular fluid/bulk + scRNA integration | Altered ECM, IGF, lipid/steroid metabolism pathways; cluster composition affects ovarian sensitivity [115] | Microenvironment driven hyporesponse | Personalized prediction of ovarian response in IVF cycles |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Gerede, A.; Oikonomou, E.; Gkaitatzi, F.; Danavasi, M.; Papasozomenou, P.; Potiris, A.; Stavros, S.; Kourti, V.; Domali, A.; Koutlaki, N.; et al. Endometriosis at the Single-Cell Level: Molecular Insights and Implications for Assisted Reproduction Success. Biomolecules 2026, 16, 402. https://doi.org/10.3390/biom16030402
Gerede A, Oikonomou E, Gkaitatzi F, Danavasi M, Papasozomenou P, Potiris A, Stavros S, Kourti V, Domali A, Koutlaki N, et al. Endometriosis at the Single-Cell Level: Molecular Insights and Implications for Assisted Reproduction Success. Biomolecules. 2026; 16(3):402. https://doi.org/10.3390/biom16030402
Chicago/Turabian StyleGerede, Angeliki, Efthymios Oikonomou, Foteini Gkaitatzi, Maria Danavasi, Panayiota Papasozomenou, Anastasios Potiris, Sofoklis Stavros, Vasiliki Kourti, Aikaterini Domali, Nikoletta Koutlaki, and et al. 2026. "Endometriosis at the Single-Cell Level: Molecular Insights and Implications for Assisted Reproduction Success" Biomolecules 16, no. 3: 402. https://doi.org/10.3390/biom16030402
APA StyleGerede, A., Oikonomou, E., Gkaitatzi, F., Danavasi, M., Papasozomenou, P., Potiris, A., Stavros, S., Kourti, V., Domali, A., Koutlaki, N., & Zafrakas, M. (2026). Endometriosis at the Single-Cell Level: Molecular Insights and Implications for Assisted Reproduction Success. Biomolecules, 16(3), 402. https://doi.org/10.3390/biom16030402

