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Tempest N, Soul J, Hill CJ, Caamaño Gutierrez E, Hapangama DK. Cell type and region-specific transcriptional changes in the endometrium of women with RIF identify potential treatment targets. Proc Natl Acad Sci U S A 2025; 122:e2421254122. [PMID: 40063812 PMCID: PMC11929460 DOI: 10.1073/pnas.2421254122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Accepted: 01/28/2025] [Indexed: 03/25/2025] Open
Abstract
Recurrent implantation failure (RIF) is a devastating condition that leaves many undergoing fertility treatment childless. The human endometrium is receptive to a blastocyst for a brief period, the window of implantation. Critical knowledge underpinning biological processes leading to RIF, essential for effective treatment, is lacking. We employed spatial transcriptomics to define region- and cell-type-specific differences in endometrial gene expression in luteinizing hormone timed biopsies between women with RIF (n = 8) and fertile controls (FC) (n = 8). Differentially expressed genes (DEGs) were identified when comparing endometrial regions between FC and RIF (685 luminal epithelium, 293 glandular epithelium, 419 subluminal stroma, 264 functionalis stroma, 1,125 subluminal stromal CD45+ leukocytes, and 1,049 functionalis stromal CD56+ leukocytes). Only 57 DEGs were common to all subregions and cell types, which highlights that multiple DEGs are lost when the endometrium is examined as a single entity. When RIF-specific DEGs were leveraged against knowledge from mouse genetic models, genes associated with aberrant embryo implantation phenotypes were observed, mostly in immune cell populations. Dysregulated pathways in specific endometrial regions included the "WNT signaling pathway," altered in the functionalis and subluminal stroma. "Response to estradiol" and "ovulation cycle" pathways were dysregulated in the subluminal stroma. In silico drug screening identified potential compounds that can reverse the RIF gene expression profile (e.g., raloxifene, bisoprolol). Our findings, in a well-characterized cohort, highly endorse consideration of each endometrial region and cell type as separate entities. Ignoring individual regions and composite cell populations will overlook important aberrations, forego potential treatment targets, and lead to research waste pursuing clinically irrelevant treatment options.
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Affiliation(s)
- Nicola Tempest
- Department of Women’s and Children’s Health, Centre for Women’s Health Research, Institute of Life Course and Medical Sciences, University of Liverpool, Member of Liverpool Health Partners, LiverpoolL8 7SS, United Kingdom
- Liverpool Women’s National Health Service Foundation Trust, Member of Liverpool Health Partners, LiverpoolL8 7SS, United Kingdom
- Hewitt Centre for Reproductive Medicine, Liverpool Women’s National Health Service Foundation Trust, LiverpoolL8 7SS, United Kingdom
| | - Jamie Soul
- Institute of Systems, Molecular and Integrative Biology, University of Liverpool, LiverpoolL69 7ZB, United Kingdom
- Computational Biology Facility, Liverpool Shared Research Facilities, University of Liverpool, LiverpoolL69 7ZB, United Kingdom
| | - Christopher J. Hill
- Department of Women’s and Children’s Health, Centre for Women’s Health Research, Institute of Life Course and Medical Sciences, University of Liverpool, Member of Liverpool Health Partners, LiverpoolL8 7SS, United Kingdom
| | - Eva Caamaño Gutierrez
- Institute of Systems, Molecular and Integrative Biology, University of Liverpool, LiverpoolL69 7ZB, United Kingdom
- Computational Biology Facility, Liverpool Shared Research Facilities, University of Liverpool, LiverpoolL69 7ZB, United Kingdom
| | - Dharani K. Hapangama
- Department of Women’s and Children’s Health, Centre for Women’s Health Research, Institute of Life Course and Medical Sciences, University of Liverpool, Member of Liverpool Health Partners, LiverpoolL8 7SS, United Kingdom
- Liverpool Women’s National Health Service Foundation Trust, Member of Liverpool Health Partners, LiverpoolL8 7SS, United Kingdom
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Zhou T, Zhang Q, Yu W, Cui Y, Yan J, Ni T, Fu X, Li J. Exploration of ferroptosis-related biomarkers with prognostic capability in RIF based on WGCNA. J Assist Reprod Genet 2025; 42:949-959. [PMID: 39715942 PMCID: PMC11950601 DOI: 10.1007/s10815-024-03370-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Accepted: 12/16/2024] [Indexed: 12/25/2024] Open
Abstract
PURPOSE To explore the association of ferroptosis with repeated implantation failure (RIF) and prognostic capability of ferroptosis-related genes. METHODS Data in GSE106602 from the GEO database were used for gene co-expression network construction to confirm ferroptosis-related genes compared to gene sets that were downloaded from FerrDB. Then these genes were analyzed for functional enrichment and validated using endometrium samples from our center. ImplantScore and ROC curve were constructed for prognostic correlation analysis. RESULTS We observed that ferroptosis probably participated in RIF according to bioinformatics analysis on a gene set which exhibited a strong association with RIF from WGCNA. Fifty-four ferroptosis-related genes in the gene set were subsequently verified, and the PPI network was established for underlying interactions among them. There were 23 hub genes with differential expression in RIF and six of them (PML, LCN2, PRKAA1, BACH1, SLC7A11, and CAMKK2) showed significant correlation with implantation outcomes using samples collected from our center. Therefore, we combined the six genes and constructed an ImplantScore whose AUC reached 0.891, higher than the AUC of each single gene, respectively. ImplantScore of six genes with down-regulated expression in the group with failed implantation were much lower than that with successful outcome. CONCLUSION Our results demonstrated the potential prognostic functions of ferroptosis-related biomarkers in RIF, which will provide novel perspectives for further research and clinical applications.
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Affiliation(s)
- Tingting Zhou
- Center for Reproductive Medicine, Department of Reproductive Endocrinology, Zhejiang Provincial People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Qian Zhang
- Center for Reproductive Medicine, Shandong University, Jinan, Shandong, China
- Key Laboratory of Reproductive Endocrinology of Ministry of Education, Shandong University, Jinan, Shandong, China
- National Research Center for Assisted Reproductive Technology and Reproductive Genetics, Shandong University, Jinan, Shandong, China
- State Key Laboratory of Reproductive Medicine and Offspring Health, Shandong University, Jinan, Shandong, China
| | - Wenhao Yu
- Center for Reproductive Medicine, Shandong University, Jinan, Shandong, China
- Key Laboratory of Reproductive Endocrinology of Ministry of Education, Shandong University, Jinan, Shandong, China
- National Research Center for Assisted Reproductive Technology and Reproductive Genetics, Shandong University, Jinan, Shandong, China
- State Key Laboratory of Reproductive Medicine and Offspring Health, Shandong University, Jinan, Shandong, China
| | - Yuqian Cui
- Center for Reproductive Medicine, Department of Obstetrics and Gynecology, Qilu Hospital of Shandong University, Jinan, China
| | - Junhao Yan
- Center for Reproductive Medicine, Shandong University, Jinan, Shandong, China
- Key Laboratory of Reproductive Endocrinology of Ministry of Education, Shandong University, Jinan, Shandong, China
- National Research Center for Assisted Reproductive Technology and Reproductive Genetics, Shandong University, Jinan, Shandong, China
- State Key Laboratory of Reproductive Medicine and Offspring Health, Shandong University, Jinan, Shandong, China
| | - Tianxiang Ni
- Center for Reproductive Medicine, Shandong University, Jinan, Shandong, China
- Key Laboratory of Reproductive Endocrinology of Ministry of Education, Shandong University, Jinan, Shandong, China
- National Research Center for Assisted Reproductive Technology and Reproductive Genetics, Shandong University, Jinan, Shandong, China
- State Key Laboratory of Reproductive Medicine and Offspring Health, Shandong University, Jinan, Shandong, China
| | - Xiaohua Fu
- Center for Reproductive Medicine, Department of Reproductive Endocrinology, Zhejiang Provincial People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China.
| | - Junwei Li
- Department of Anatomy, School of Basic Medical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, China.
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Artimovič P, Badovská Z, Toporcerová S, Špaková I, Smolko L, Sabolová G, Kriváková E, Rabajdová M. Oxidative Stress and the Nrf2/PPARγ Axis in the Endometrium: Insights into Female Fertility. Cells 2024; 13:1081. [PMID: 38994935 PMCID: PMC11240766 DOI: 10.3390/cells13131081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2024] [Revised: 06/18/2024] [Accepted: 06/20/2024] [Indexed: 07/13/2024] Open
Abstract
Successful pregnancy depends on precise molecular regulation of uterine physiology, especially during the menstrual cycle. Deregulated oxidative stress (OS), often influenced by inflammatory changes but also by environmental factors, represents a constant threat to this delicate balance. Oxidative stress induces a reciprocally regulated nuclear factor erythroid 2-related factor 2/peroxisome proliferator-activated receptor-gamma (Nrf2/PPARγ) pathway. However, increased PPARγ activity appears to be a double-edged sword in endometrial physiology. Activated PPARγ attenuates inflammation and attenuates OS to restore redox homeostasis. However, it also interferes with physiological processes during the menstrual cycle, such as hormonal signaling and angiogenesis. This review provides an elucidation of the molecular mechanisms that support the interplay between PPARγ and OS. Additionally, it offers fresh perspectives on the Nrf2/PPARγ pathway concerning endometrial receptivity and its potential implications for infertility.
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Affiliation(s)
- Peter Artimovič
- Department of Medical and Clinical Biochemistry, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia; (P.A.); (I.Š.); (L.S.); (G.S.); (E.K.); (M.R.)
| | - Zuzana Badovská
- Department of Medical and Clinical Biochemistry, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia; (P.A.); (I.Š.); (L.S.); (G.S.); (E.K.); (M.R.)
| | - Silvia Toporcerová
- Department of Gynaecology and Obstetrics, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia;
| | - Ivana Špaková
- Department of Medical and Clinical Biochemistry, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia; (P.A.); (I.Š.); (L.S.); (G.S.); (E.K.); (M.R.)
| | - Lukáš Smolko
- Department of Medical and Clinical Biochemistry, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia; (P.A.); (I.Š.); (L.S.); (G.S.); (E.K.); (M.R.)
| | - Gabriela Sabolová
- Department of Medical and Clinical Biochemistry, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia; (P.A.); (I.Š.); (L.S.); (G.S.); (E.K.); (M.R.)
| | - Eva Kriváková
- Department of Medical and Clinical Biochemistry, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia; (P.A.); (I.Š.); (L.S.); (G.S.); (E.K.); (M.R.)
| | - Miroslava Rabajdová
- Department of Medical and Clinical Biochemistry, Faculty of Medicine, Pavol Jozef Šafárik University in Košice, Trieda SNP 1, 040 11 Košice, Slovakia; (P.A.); (I.Š.); (L.S.); (G.S.); (E.K.); (M.R.)
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Yu L, Wang L, Wang L, Yan S, Chen S, Xu Q, Su D, Wang X. Identification and validation of immune cells and hub genes alterations in recurrent implantation failure: A GEO data mining study. Front Genet 2023; 13:1094978. [PMID: 36699469 PMCID: PMC9868458 DOI: 10.3389/fgene.2022.1094978] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 12/27/2022] [Indexed: 01/10/2023] Open
Abstract
Introduction: Recurrent implantation failure (RIF) is a distressing problem in assisted reproductive technology (ART). Immunity plays a vital role in recurrent implantation failure (RIF) occurrence and development, but its underlying mechanism still needs to be fully elucidated. Through bioinformatics analysis, this study aims to identify the RIF-associated immune cell types and immune-related genes. Methods: The differentially expressed genes (DEGs) were screened based on RIF-associated Gene Expression Omnibus (GEO) datasets. Then, the enrichment analysis and protein-protein interaction (PPI) analysis were conducted with the DEGs. The RIF-associated immune cell types were clarified by combining single sample gene set enrichment analysis (ssGSEA) and CIBERSORT. Differentially expressed immune cell types-related modules were identified by weighted gene co-expression network analysis (WGCNA) and local maximal quasi-clique merger (lmQCM) analysis. The overlapping genes between DEGs and genes contained by modules mentioned above were delineated as candidate hub genes and validated in another two external datasets. Finally, the microRNAs (miRNAs) and long non-coding RNAs (lncRNAs) that interacted with hub genes were predicted, and the competing endogenous RNA (ceRNA) regulatory network was structured. Results: In the present study, we collected 324 DEGs between RIF and the control group, which functions were mainly enriched in immune-related signaling pathways. Regarding differential cell types, the RIF group had a higher proportion of activated memory CD4 T cells and a lower proportion of γδ T cells in the endometrial tissue. Finally, three immune-related hub genes (ALOX5AP, SLC7A7, and PTGS2) were identified and verified to effectively discriminate RIF from control individuals with a specificity rate of 90.8% and a sensitivity rate of 90.8%. In addition, we constructed a key ceRNA network that is expected to mediate molecular mechanisms in RIF. Conclusion: Our study identified the intricate correlation between immune cell types and RIF and provided new immune-related hub genes that offer promising diagnostic and therapeutic targets for RIF.
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Affiliation(s)
- Liangcheng Yu
- Department of Gynecology and Obstetrics, Tangdu Hospital, Air Force Medical University, Xi’an, China
| | - Lu Wang
- Department of Gynecology and Obstetrics, Tangdu Hospital, Air Force Medical University, Xi’an, China
| | - Lijin Wang
- Department of Cardiology, Tangdu Hospital, Air Force Medical University, Xi’an, China
| | - Song Yan
- Department of Gynecology and Obstetrics, Tangdu Hospital, Air Force Medical University, Xi’an, China
| | - Shuqiang Chen
- Department of Gynecology and Obstetrics, Tangdu Hospital, Air Force Medical University, Xi’an, China
| | - Qian Xu
- Department of Gynecology and Obstetrics, Tangdu Hospital, Air Force Medical University, Xi’an, China
| | - Danjie Su
- Department of Gynecology and Obstetrics, Tangdu Hospital, Air Force Medical University, Xi’an, China
| | - Xiaohong Wang
- Department of Gynecology and Obstetrics, Tangdu Hospital, Air Force Medical University, Xi’an, China,*Correspondence: Xiaohong Wang,
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