Dissecting the cell microenvironment of ovarian endometrioma through single-cell RNA sequencing

article OA: closed CC0 ⤵ 4 in-corpus citations
AI-generated summary by gemini-2.5-flash-lite, 2026-06-08

Single-cell RNA sequencing revealed altered proportions and molecular signatures in ovarian endometrioma, including activated IGFBP5+ macrophages, exhausted NK cells, and aberrant epithelial proliferation.

One-sentence paraphrase of the abstract; not a substitute for reading it. No clinical advice. How this works

AI-generated deep summary by claude@2026-06, 2026-06-09 · read from full text

This study used integrated single-cell RNA sequencing to profile more than 52,000 cells from endometrial tissues of ovarian endometrioma (OE) patients and healthy donors, identifying 12 major cell populations and comparing cell-type proportions and molecular signatures. The authors report OE-associated features including pro-inflammatory IGFBP5+ macrophage activation, NK cell exhaustion, and aberrant proliferation signatures in IQCG+ and KLF2+ epithelium. A key caveat is that the paper’s conclusions are based on transcriptomic snapshots of sampled tissues, which limits direct inference of causality and tissue dynamics. This paper is centrally about endometriosis — it dissects the ovarian endometrioma microenvironment at single-cell resolution, focusing on immune and epithelial alterations relevant to OE pathogenesis.

Read from the paper's body, not the abstract. Not a substitute for reading the paper. No clinical advice. How this works

Abstract

Ovarian endometrioma (OE), also known as "chocolate cysts," is a cystic mass that develops in the ovaries due to endometriosis and is a common gynecological condition characterized by the growth of endometrial tissue outside the uterus, leading to symptoms such as dysmenorrhea, pelvic pain, and infertility. However, the precise molecular and cellular mechanisms driving this pathophysiology remain largely unknown, posing challenges for diagnosis and treatment. Here, we employed integrated single-cell transcriptomic profiling of over 52,000 individual cells from endometrial tissues of OE patients and healthy donors and identified twelve major cell populations. We identified notable alterations in cell type-specific proportions and molecular signatures associated with OE. Notably, the activation of IGFBP5+ macrophages with pro-inflammatory properties, NK cell exhaustion, and aberrant proliferation of IQCG+ and KLF2+ epithelium are key features and may be the potential mechanisms underlying the pathogenesis of OE. Collectively, our data contribute to a better understanding of OE at the single cell level and may pave the way for the development of novel therapeutic strategies.
Full text 14,382 characters · extracted from oa-doi-fallback · 3 sections · click to expand

Abstract

Ovarian endometrioma (OE), also known as “chocolate cysts,” is a cystic mass that develops in the ovaries due to endometriosis and is a common gynecological condition characterized by the growth of endometrial tissue outside the uterus, leading to symptoms such as dysmenorrhea, pelvic pain, and infertility. However, the precise molecular and cellular mechanisms driving this pathophysiology remain largely unknown, posing challenges for diagnosis and treatment. Here, we employed integrated single-cell transcriptomic profiling of over 52,000 individual cells from endometrial tissues of OE patients and healthy donors and identified twelve major cell populations. We identified notable alterations in cell type-specific proportions and molecular signatures associated with OE. Notably, the activation of IGFBP5+ macrophages with pro-inflammatory properties, NK cell exhaustion, and aberrant proliferation of IQCG+ and KLF2+ epithelium are key features and may be the potential mechanisms underlying the pathogenesis of OE. Collectively, our data contribute to a better understanding of OE at the single cell level and may pave the way for the development of novel therapeutic strategies. Similar content being viewed by others Data availability All the sequencing data have been deposited in the Genome Sequence Archive (GSA) (https://bigd.big.ac.cn/gsa/) with the accession number OMIX004497.

References

Ahlmann-Eltze, C., and Patil, I. (2021). ggsignif: R package for displaying significance brackets for ‘ggplot2’. PsyArXiv Prepr, 1–3. Aibar, S., González-Blas, C.B., Moerman, T., Huynh-Thu, V.A., Imrichova, H., Hulselmans, G., Rambow, F., Marine, J.C., Geurts, P., Aerts, J., et al. (2017). SCENIC: single-cell regulatory network inference and clustering. Nat Methods 14, 1083–1086. Barbieri, M., Somigliana, E., Oneda, S., Ossola, M.W., Acaia, B., and Fedele, L. (2009). Decidualized ovarian endometriosis in pregnancy: a challenging diagnostic entity. Hum Reprod 24, 1818–1824. Bordon, Y. (2023). CXCL8 blockade reduces fibrosis in endometriosis. Nat Rev Immunol 23, 203. Böttcher, J.P., Bonavita, E., Chakravarty, P., Blees, H., Cabeza-Cabrerizo, M., Sammicheli, S., Rogers, N.C., Sahai, E., Zelenay, S., and Reis e Sousa, C. (2018). NK cells stimulate recruitment of cDC1 into the tumor microenvironment promoting cancer immune control. Cell 172, 1022–1037.e14. Butler, A., Hoffman, P., Smibert, P., Papalexi, E., and Satija, R. (2018). Integrating single-cell transcriptomic data across different conditions, technologies, and species. Nat Biotechnol 36, 411–420. Capobianco, A., and Rovere-Querini, P. (2013). Endometriosis, a disease of the macrophage. Front Immun 4, 9. Chapron, C., Marcellin, L., Borghese, B., and Santulli, P. (2019). Rethinking mechanisms, diagnosis and management of endometriosis. Nat Rev Endocrinol 15, 666–682. Chen, S., Liu, Y., Zhong, Z., Wei, C., Liu, Y., and Zhu, X. (2023). Peritoneal immune microenvironment of endometriosis: role and therapeutic perspectives. Front Immunol 14, 1134663. Chuang, P., Wu, M., Shoji, Y., and Tsai, S. (2009). Downregulation of CD36 results in reduced phagocytic ability of peritoneal macrophages of women with endometriosis. J Pathol 219, 232–241. Cominelli, A., Gaide Chevronnay, H.P., Lemoine, P., Courtoy, P.J., Marbaix, E., and Henriet, P. (2014). Matrix metalloproteinase-27 is expressed in CD163+/CD206+ M2 macrophages in the cycling human endometrium and in superficial endometriotic lesions. Mol Hum Reprod 20, 767–775. 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. (2023). Single-cell transcriptomic analysis of endometriosis. Nat Genet 55, 255–267. Gordts, S., Koninckx, P., and Brosens, I. (2017). Pathogenesis of deep endometriosis. Fertil Steril 108, 872–885.e1. Gou, Y., Li, X., Li, P., Zhang, H., Xu, T., Wang, H., Wang, B., Ma, X., Jiang, X., and Zhang, Z. (2019). Estrogen receptor β upregulates CCL2 via NF-κB signaling in endometriotic stromal cells and recruits macrophages to promote the pathogenesis of endometriosis. Hum Reprod 34, 646–658. Guo, S.W., Du, Y., and Liu, X. (2016). Platelet-derived TGF-β1 mediates the down-modulation of NKG2D expression and may be responsible for impaired natural killer (NK) cytotoxicity in women with endometriosis. Hum Reprod 31, 1462–1474. Hao, Y., Hao, S., Andersen-Nissen, E., Mauck Iii, W.M., Zheng, S., Butler, A., Lee, M.J., Wilk, A.J., Darby, C., Zager, M., et al. (2021). Integrated analysis of multimodal single-cell data. Cell 184, 3573–3587.e29. Harjes, U. (2021). Educating macrophages in melanoma. Nat Rev Cancer 21, 4. Hogg, C., Panir, K., Dhami, P., Rosser, M., Mack, M., Soong, D., Pollard, J.W., Jenkins, S.J., Horne, A.W., and Greaves, E. (2021). Macrophages inhibit and enhance endometriosis depending on their origin. Proc Natl Acad Sci USA 118, e2013776118. Horne, A.W., and Missmer, S.A. (2022). Pathophysiology, diagnosis, and management of endometriosis. BMJ 379, e070750. Hu, W.P., Tay, S.K., and Zhao, Y. (2006). Endometriosis-specific genes identified by real-time reverse transcription-polymerase chain reaction expression profiling of endometriosis versus autologous uterine endometrium. J Clin Endocrinol Metab 91, 228–238. Jia, L., Wang, W., Liang, J., Niu, S., Wang, Y., Yang, J., Li, L., Wang, G., Xu, X., Mu, L., et al. (2023). Analyzing the cellular and molecular atlas of ovarian mesenchymal cells provides a strategy against female reproductive aging. Sci China Life Sci 66, 2818–2836. Jiang, Y., Gao, X., Liu, Y., Yan, X., Shi, H., Zhao, R., Chen, Z.J., Gao, F., Zhao, H., and Zhao, S. (2024). Cellular atlases of ovarian microenvironment alterations by diet and genetically-induced obesity. Sci China Life Sci 67, 51–66. Jin, S., Guerrero-Juarez, C.F., Zhang, L., Chang, I., Ramos, R., Kuan, C.H., Myung, P., Plikus, M.V., and Nie, Q. (2021). Inference and analysis of cell-cell communication using CellChat. Nat Commun 12, 1088. Johnson, N.P., Hummelshoj, L., Adamson, G.D., Keckstein, J., Taylor, H.S., Abrao, M. S., Bush, D., Kiesel, L., Tamimi, R., Sharpe-Timms, K.L., et al. (2017). World Endometriosis Society consensus on the classification of endometriosis. Hum Reprod 32, 315–324. Jovic, D., Liang, X., Zeng, H., Lin, L., Xu, F., and Luo, Y. (2022). Single-cell RNA sequencing technologies and applications: a brief overview. Clin Transl Med 12, e694. Li, M.Q., Luo, X.Z., Meng, Y.H., Mei, J., Zhu, X.Y., Jin, L.P., and Li, D.J. (2012). CXCL8 enhances proliferation and growth and reduces apoptosis in endometrial stromal cells in an autocrine manner via a CXCR1-triggered PTEN/AKT signal pathway. Hum Reprod 27, 2107–2116. Liberzon, A., Birger, C., Thorvaldsdóttir, H., Ghandi, M., Mesirov, J.P., and Tamayo, P. (2015). The molecular signatures database hallmark gene set collection. Cell Syst 1, 417–425. Liu, J., Song, X., Kuang, F., Zhang, Q., Xie, Y., Kang, R., Kroemer, G., and Tang, D. (2021). NUPR1 is a critical repressor of ferroptosis. Nat Commun 12, 647. Lu, Q., Huang, Y., Wu, J., Guan, Y., Du, M., Wang, F., Liu, Z., Zhu, Y., Gong, G., Hou, H., et al. (2020). T-cadherin inhibits invasion and migration of endometrial stromal cells in endometriosis. Hum Reprod 35, 145–156. Luecken, M.D., and Theis, F.J. (2019). Current best practices in single-cell RNA-seq analysis: a tutorial. Mol Syst Biol 15, e8746. Ma, C., Zheng, Z., Shen, Y., Fang, J., Huang, X., Guo, J., and Zhang, H. (2022). The effects of hypoxia on female reproductive system diseases. Genome Instab Dis 3, 295–310. Ma, J., Zhang, L., Zhan, H., Mo, Y., Ren, Z., Shao, A., and Lin, J. (2021). Single-cell transcriptomic analysis of endometriosis provides insights into fibroblast fates and immune cell heterogeneity. Cell Biosci 11, 125. Mangiola, S., Doyle, M.A., and Papenfuss, A.T. (2021). Interfacing Seurat with the R tidy universe. Bioinformatics 37, 4100–4107. Marečková, M., Massalha, H., Lorenzi, V., and Vento-Tormo, R. (2022). Mapping human reproduction with single-cell genomics. Annu Rev Genom Hum Genet 23, 523–547. Mei, J., Zhou, W.J., Zhu, X.Y., Lu, H., Wu, K., Yang, H.L., Fu, Q., Wei, C.Y., Chang, K. K., Jin, L.P., et al. (2018). Suppression of autophagy and HCK signaling promotes PTGS2high FCGR3− NK cell differentiation triggered by ectopic endometrial stromal cells. Autophagy 14, 1376–1397. Muraoka, A., Suzuki, M., Hamaguchi, T., Watanabe, S., Iijima, K., Murofushi, Y., Shinjo, K., Osuka, S., Hariyama, Y., Ito, M., et al. (2023). Fusobacterium infection facilitates the development of endometriosis through the phenotypic transition of endometrial fibroblasts. Sci Transl Med 15, eadd1531. Murayama, M., Hirata, H., Shiraki, M., Iovanna, J.L., Yamaza, T., Kukita, T., Komori, T., Moriishi, T., Ueno, M., Morimoto, T., et al. (2023). Nupr1 deficiency downregulates HtrA1, enhances SMAD1 signaling, and suppresses age-related bone loss in male mice. J Cell Physiol 238, 566–581. Ness, R.B., and Modugno, F. (2006). Endometriosis as a model for inflammation–hormone interactions in ovarian and breast cancers. Eur J Cancer 42, 691–703. Nezhat, F., Datta, M.S., Hanson, V., Pejovic, T., Nezhat, C., and Nezhat, C. (2008). The relationship of endometriosis and ovarian malignancy: a review. Fertil Steril 90, 1559–1570. Nishimoto-Kakiuchi, A., Sato, I., Nakano, K., Ohmori, H., Kayukawa, Y., Tanimura, H., Yamamoto, S., Sakamoto, Y., Nakamura, G., Maeda, A., et al. (2023). A long-acting anti-IL-8 antibody improves inflammation and fibrosis in endometriosis. Sci Transl Med 15, eabq5858. Peng, Y., Ma, J., and Lin, J. (2019). Activation of the CXCL16/CXCR6 axis by TNF-α contributes to ectopic endometrial stromal cells migration and invasion. Reprod Sci 26, 420–427. Prefumo, F., Todeschini, F., Fulcheri, E., and Venturini, P.L. (2002). Epithelial abnormalities in cystic ovarian endometriosis. Gynecol Oncol 84, 280–284. Rahmioglu, N., Mortlock, S., Ghiasi, M., Møller, P.L., Stefansdottir, L., Galarneau, G., Turman, C., Danning, R., Law, M.H., Sapkota, Y., et al. (2023). The genetic basis of endometriosis and comorbidity with other pain and inflammatory conditions. Nat Genet 55, 423–436. Regner, M.J., Wisniewska, K., Garcia-Recio, S., Thennavan, A., Mendez-Giraldez, R., Malladi, V.S., Hawkins, G., Parker, J.S., Perou, C.M., Bae-Jump, V.L., et al. (2021). A multi-omic single-cell landscape of human gynecologic malignancies. Mol Cell 81, 4924–4941.e10. Ścieżyńska, A., Komorowski, M., Soszyńska, M., and Malejczyk, J. (2019). NK cells as potential targets for immunotherapy in endometriosis. J Clin Med 8, 1468. Street, K., Risso, D., Fletcher, R.B., Das, D., Ngai, J., Yosef, N., Purdom, E., and Dudoit, S. (2018). Slingshot: cell lineage and pseudotime inference for single-cell transcriptomics. BMC Genomics 19, 477. Tan, Y., Flynn, W.F., Sivajothi, S., Luo, D., Bozal, S.B., Davé, M., Luciano, A.A., Robson, P., Luciano, D.E., and Courtois, E.T. (2022). Single-cell analysis of endometriosis reveals a coordinated transcriptional programme driving immunotolerance and angiogenesis across eutopic and ectopic tissues. Nat Cell Biol 24, 1306–1318. Vallvé-Juanico, J., Houshdaran, S., and Giudice, L.C. (2019). The endometrial immune environment of women with endometriosis. Hum Reprod Update 25, 565–592. Vercellini, P., Viganò, P., Somigliana, E., and Fedele, L. (2014). Endometriosis: pathogenesis and treatment. Nat Rev Endocrinol 10, 261–275. Wu, M.H., Chuang, P.C., Lin, Y.J., and Tsai, S.J. (2013). Suppression of annexin A2 by prostaglandin E2 impairs phagocytic ability of peritoneal macrophages in women with endometriosis. Hum Reprod 28, 1045–1053. Xia, S., Zhang, W., Yang, J., Wang, S., Yang, C., and Wang, J. (2022). A single-cell atlas of bisphenol A (BPA)-induced testicular injury in mice. Clin Transl Med 12, e789. Yu, G., Wang, L.G., Han, Y., and He, Q.Y. (2012). clusterProfiler: an R package for comparing biological themes among gene clusters. OMICS-J Integrative Biol 16, 284–287. Zhang, W., Xia, S., Xiao, W., Song, Y., Tang, L., Cao, M., Yang, J., Wang, S., Li, Z., Xu, C., et al. (2022). A single-cell transcriptomic landscape of mouse testicular aging. J Adv Res 53, 219–234. Zheng, G.X.Y., Terry, J.M., Belgrader, P., Ryvkin, P., Bent, Z.W., Wilson, R., Ziraldo, S. B., Wheeler, T.D., McDermott, G.P., Zhu, J., et al. (2017). Massively parallel digital transcriptional profiling of single cells. Nat Commun 8, 14049. Zhou, J., Dsupin, B.A., Giudice, L.C., and Bondy, C.A. (1994). Insulin-like growth factor system gene expression in human endometrium during the menstrual cycle. J Clin Endocrinol Metab 79, 1723–1734. Zhou, W.J., Yang, H.L., Shao, J., Mei, J., Chang, K.K., Zhu, R., and Li, M.Q. (2019). Anti-inflammatory cytokines in endometriosis. Cell Mol Life Sci 76, 2111–2132.

Acknowledgement

This work is supported from Scientific and Technological Innovation Project of China Academy of Chinese Medical Sciences (CI2023D003, CI2021B014), the National Key Research and Development Program of China (2022YFC2303600, 2020YFA0908000), the Innovation Team and Talents Cultivation Program of National Administration of Traditional Chinese Medicine (ZYYCXTD-C-202002), the CACMS Innovation Fund (CI2023E002, CI2021A05101, CI2021A05104), the Science and Technology Foundation of Shenzhen (JCYJ20210324115800001), the Science and Technology Foundation of Shenzhen (Shenzhen Clinical Medical Research Center for Geriatric Diseases); the Shenzhen Medical Research Fund (B2302051), the National Natural Science Foundation of China (82201786), Guangdong Basic and Applied Basic Research Foundation (2021A1515110646), Guangdong-Dongguan Joint Fund Regional Cultivation Project (2021B1515140033), and Dongguan Science and Technology of Social Development Program (20211800904742, 20221800905732, 20221800904462). Author information Authors and Affiliations Corresponding authors Ethics declarations The authors declare that they have no conflict of interest. Electronic supplementary material Rights and permissions About this article Cite this article Wu, J., Xia, S., Ye, W. et al. Dissecting the cell microenvironment of ovarian endometrioma through single-cell RNA sequencing. Sci. China Life Sci. 68, 116–129 (2025). https://doi.org/10.1007/s11427-024-2638-9 Received: Accepted: Published: Version of record: Issue date: DOI: https://doi.org/10.1007/s11427-024-2638-9

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: oa-doi-fallback

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Condition tags

endometriosisendometriomadysmenorrheainfertility

MeSH descriptors

Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment Cellular Microenvironment

Citation neighborhood

Papers in the corpus that this work cites (lower rings, blue) and that cite this one (upper rings, green). Dot size scales with the paper's in-corpus citation count — bigger dot = more influential within the endo/adeno field. Click a dot to open that paper. [ expand to 2 hops ] — adds papers reached through this work's immediate citers/citees. Heavier; up to 60 extra dots.

References (69)

Cited by (7)

Source provenance

europepmc
last seen: 2026-09-11T06:15:56.568227+00:00
openalex
last seen: 2026-06-10T17:14:06.276822+00:00
pubmed
last seen: 2026-09-11T06:12:34.046800+00:00
License: CC0 · commercial use OK