ORIGINAL RESEARCH article
Front. Endocrinol.
Sec. Reproduction
Volume 16 - 2025 | doi: 10.3389/fendo.2025.1602814
Immune-metabolic dysregulation in adenomyosis identified by bioinformatic analysis and experimental validation
Provisionally accepted- 1Department of Reproductive Medicine, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
- 2Department of Development and Regeneration, Faculty of Medicine, KU Leuven, Leuven, Flemish Brabant, Belgium
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Background Adenomyosis is a chronic gynecological disorder characterized by the invasion of endometrial tissues into the myometrium of the uterus, with pathophysiology linked to chronic inflammation and metabolic dysregulation. However, the understanding of the molecular mechanisms and underlying pathologies remains limited. This study aims to elucidate the metabolic reprogramming and immune dysregulation within the eutopic endometrium from patients diagnosed with adenomyosis, and identify potential therapeutic targets or diagnostic indicators Methods We analyzed publicly available microarray (GSE78851), bulk RNA-seq (GSE193928) and single-cell RNA-seq (Human Endometrial Cell Atlas) datasets to explore the microenvironment of eutopic endometrium from adenomyosis patients. Transcriptomic differences were assessed in GSE78851 (3 adenomyosis versus 5 controls), followed by immune composition and metabolic flux analysis. Findings on immune infiltration and metabolic changes were further validated in GSE193928 (6 adenomyosis versus 15 controls after quality control). Metabolic flux analysis was further extended to single-cell RNA sequencing data derived from endometrial samples of 63 donors. Key genes involved in keratan sulfate biosynthesis were further validated by RT-qPCR and immunofluorescence staining on endometrial biopsy samples. Results Our study revealed widespread reprogramming in eutopic adenomyosis endometrium, characterized by enhanced immune-related pathways, reduction of M2 macrophage abundance, and disrupted metabolic processes. Further investigation of scRNA-seq data highlighted the cell type-specific metabolic profiles and immune-metabolic interplay within the endometrial microenvironment. Notably, the dysfunction of keratan sulfate biosynthesis, coupled with reduced M2 macrophage level, emerged as a consistent feature. Importantly, four key genes involved in keratan sulfate biosynthesis, including CHST1, CHST2, B4GALT1, and B3GNT2, were upregulated in eutopic endometrium compared to controls, suggesting their potential role in the pathophysiology of the disease. Conclusions This study identifies dysregulation of keratan sulfate biosynthesis as a central feature of adenomyosis and links it to reduced M2 macrophage abundance and immune-metabolic imbalance. Validation of four keratan sulfate related genes strengthens their potential as biomarkers or therapeutic targets, providing novel mechanistic insight into the pathogenesis of adenomyosis.
Keywords: Adenomyosis, Endometrium, Immune infiltration, macrophage, metabolic flux, Keratan Sulfate
Received: 30 Mar 2025; Accepted: 20 Oct 2025.
Copyright: © 2025 Bian, Sun, Lai, Li, Dong, Guan, Vankelecom and Sun. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Hugo Vankelecom, hugo.vankelecom@kuleuven.be
Yun Sun, syun163@163.com
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