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Qu Y, Chen M, Wang Y, Qu L, Wang R, Liu H, Wang L, Nie Z. Rapid screening of infertility-associated gynecological conditions via ambient glow discharge mass spectrometry utilizing urine metabolic fingerprints. Talanta 2024; 274:125969. [PMID: 38608629 DOI: 10.1016/j.talanta.2024.125969] [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: 12/04/2023] [Revised: 02/29/2024] [Accepted: 03/20/2024] [Indexed: 04/14/2024]
Abstract
Infertility presents a widespread challenge for many families worldwide, often arising from various gynecological diseases (GDs) that hinder successful pregnancies. Current diagnostic methods for GDs have disadvantages such as low efficiency, high cost, misdiagnose, invasive injury and etc. This paper introduces a rapid, non-invasive, efficient, and straightforward analytical method that utilizes desorption, separation, and ionization mass spectrometry (DSI-MS) platform in conjunction with machine learning (ML) to detect urine metabolite fingerprints in patients with different GDs. We analyzed 257 samples from patients diagnosed with polycystic ovary syndrome (PCOS), premature ovarian insufficiency (POI), diminished ovarian reserve (DOR), endometriosis (EMS), recurrent pregnancy loss (RPL), recurrent implantation failure (RIF), and 87 samples from healthy control (HC) individuals. We identified metabolite differences and dysregulated pathways through dimensionality reduction methods, with the result of the discovery of 7 potential biomarkers for GDs diagnosis. The ML method effectively distinguished subtle differences in urine metabolite fingerprints. We anticipate that this innovative approach will offer a patient-friendly, rapid screening, and differentiation method for infertility-related GDs patients.
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Affiliation(s)
- Yijiao Qu
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing, 100190, China; University of Chinese Academy of Sciences, Beijing, 100190, China
| | - Ming Chen
- Centre of Reproductive Medicine, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, 518000, China; Department of Gynecology and Obstetrics, Guangxi University of Chinese Medicine, Nanning, 530200, China
| | - Yiran Wang
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing, 100190, China; University of Chinese Academy of Sciences, Beijing, 100190, China
| | - Liangliang Qu
- School of Life Sciences, Nanchang University, Nanchang, 330031, China
| | - Ruiyue Wang
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing, 100190, China; University of Chinese Academy of Sciences, Beijing, 100190, China
| | - Huihui Liu
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing, 100190, China; University of Chinese Academy of Sciences, Beijing, 100190, China
| | - Liping Wang
- Centre of Reproductive Medicine, Shenzhen Second People's Hospital, The First Affiliated Hospital of Shenzhen University, Shenzhen, 518000, China.
| | - Zongxiu Nie
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Analytical Chemistry for Living Biosystems, Institute of Chemistry, Chinese Academy of Sciences, Beijing, 100190, China; University of Chinese Academy of Sciences, Beijing, 100190, China.
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Gothe JP, de Mattos AC, Silveira CF, Malavazi KC. Exploring Natural Killer Cell Testing in Embryo Implantation and Reproductive Failure: An Overview of Techniques and Controversies. Reprod Sci 2024; 31:603-632. [PMID: 37853155 DOI: 10.1007/s43032-023-01372-z] [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: 04/03/2023] [Accepted: 09/24/2023] [Indexed: 10/20/2023]
Abstract
The blastocyst nidation is the most crucial stage to a successful pregnancy, as the white cells work to promote a favorable endometrial microenvironment for this process. Intriguingly, this implantation window lasts, on average, 6 days in most regular women, and its quality is affected by many pathological conditions. Since the grounds of reproductive failure in healthy couples are still uncharted, studies have widely suggested a potential hostile role of the immune system in the equilibrium of the maternal-fetal interface. In recent years, natural killer cells have been the highlight as they represent the greatest lymphocyte in the uterus and have immune surveillance through cytotoxicity during the implantation window. This review explored the main techniques used for natural killer (NK) cell testing in the implantation window over the last 13 years on the PubMed® database. Of 2167 published articles potentially relevant for the review, only thirty-three were about cell evaluation in healthy women, met the inclusion criteria, and had their methodology critically analyzed. Here, we bring a summary from the study group and sample collection to evidence comments about their findings and correlations. Meanwhile, we also summarize the current relationship between NK cells and endometrial receptivity with reproductive failure to help enhance the possibilities for future research. In conclusion, our overview points out that restricted and unstandardized methods support the controversy between the NK population and unsuccessful embryo implantation, which is an obstacle to studying why healthy eggs do not thrive and finding a solution for one of the most controversial topics in human reproduction.
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Affiliation(s)
- Juliana Peron Gothe
- Faculdade de Medicina, Pontifícia Universidade Católica de Campinas, Av. John Boyd Dunlop S/N - Jardim Ipaussurama, Campinas, São Paulo, 13034-685, Brazil.
| | - Amílcar Castro de Mattos
- Faculdade de Medicina, Pontifícia Universidade Católica de Campinas, Av. John Boyd Dunlop S/N - Jardim Ipaussurama, Campinas, São Paulo, 13034-685, Brazil
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de Moura GA, Rocha YM, Moura FLD, Freitas JDO, Rodrigues JPV, Gonçalves VP, Nicolete R. Immune system cells modulation in patients with reproductive issues: A systematic review approach. JBRA Assist Reprod 2024; 28:78-89. [PMID: 37962966 PMCID: PMC10936913 DOI: 10.5935/1518-0557.20230044] [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: 02/12/2023] [Accepted: 08/21/2023] [Indexed: 11/16/2023] Open
Abstract
The aim of this study was to carry out a systematic literature review to investigate the main immune cells responsible for implantation failures. We selected papers from PubMed, Embase and Virtual Health Library databases. Eligible articles included publications between January 1, 2010 and April 24, 2022. Inclusion criteria were: observational and case-control studies; and the exclusion criteria were: review papers, letters to the editor, abstracts, animal studies and case reports. We extracted the following information: day of collection, number of patients, control group, age of patients, type of sample used, immune cells and cytokines. As main findings in our mapping, we found that in peripheral blood, CD3+, CD4+, CD8+, CD16+, CD56+, CD57+, CD69+, CD154+, CD158a+, NKp46 cells were increased and the CD4+, CD45+, Foxp3 and NKp46 markers were reduced. From the endometrial biopsies, there was an increase in CD3+, CD4+, CD5+, CD8+, CD16+, CD25+, CD45+, CD56+, CD57+, CD68+, CD127+ and a reduction in CD45+, CD56+, NKp46 and FoxP3 cells. Cytokines found increased in peripheral blood included IL-6, IL-10, IL-17, INF-γ, TGF-ß, TNF-α; while IL-4, IL-6, IL-10, IL-35, FoxP3, TGF-ß, SOCS3 were reduced. As for the biopsies, there was an increase in IL-2, IL-6, IL-17, IL-22, IL-23, INF-A1, INF-B1, INF-γ, TNF-R and a reduction in IL-6, IL-10, INF-γ, TGFß, TNF-α. We concluded that immune cells can be modulated during pregnancy failure, but further studies are needed to elucidate the modulating effect of the immune system on the endometrium of these patients.
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Affiliation(s)
- Gabriel Acácio de Moura
- Post-Graduate Program in Pharmaceutical Sciences (PPGCF) Federal
University of Ceará (UFC), Fortaleza, CE, Brazil
- Oswaldo Cruz Foundation (FIOCRUZ CEARÁ), Eusébio, CE,
Brazil
| | - Yasmim Mendes Rocha
- Post-Graduate Program in Pharmaceutical Sciences (PPGCF) Federal
University of Ceará (UFC), Fortaleza, CE, Brazil
- Oswaldo Cruz Foundation (FIOCRUZ CEARÁ), Eusébio, CE,
Brazil
| | | | | | - João Pedro Viana Rodrigues
- Post-Graduate Program in Pharmaceutical Sciences (PPGCF) Federal
University of Ceará (UFC), Fortaleza, CE, Brazil
- Oswaldo Cruz Foundation (FIOCRUZ CEARÁ), Eusébio, CE,
Brazil
| | - Vanessa Pinheiro Gonçalves
- Post-Graduate Program in Pharmaceutical Sciences (PPGCF) Federal
University of Ceará (UFC), Fortaleza, CE, Brazil
- Oswaldo Cruz Foundation (FIOCRUZ CEARÁ), Eusébio, CE,
Brazil
- North Northeast Biotechnology Network (RENORBIO), State University
of Ceará (UECE), Fortaleza, CE, Brazil
| | - Roberto Nicolete
- Post-Graduate Program in Pharmaceutical Sciences (PPGCF) Federal
University of Ceará (UFC), Fortaleza, CE, Brazil
- Oswaldo Cruz Foundation (FIOCRUZ CEARÁ), Eusébio, CE,
Brazil
- North Northeast Biotechnology Network (RENORBIO), State University
of Ceará (UECE), Fortaleza, CE, Brazil
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Marin NSI, Fuente-Muñoz EDL, Gil-Laborda R, Villegas Á, Alonso-Arenilla B, Cristóbal I, Pilar-Suárez L, Jiménez-Huete A, Calvo M, Sarria B, Mansilla-Ruiz M, Ochoa J, Fernández-Arquero M, Sánchez-Ramón S. Myeloid-derived suppressor cells as a potential biomarker for recurrent pregnancy loss and recurrent implantation failure: Increased levels of MDSCs in recurrent reproductive failure. Am J Reprod Immunol 2023; 90:e13783. [PMID: 37881123 DOI: 10.1111/aji.13783] [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: 05/09/2023] [Revised: 08/22/2023] [Accepted: 09/18/2023] [Indexed: 10/27/2023] Open
Abstract
PROBLEM Recurrent pregnancy loss (RPL) and recurrent implantation failure (RIF) represent distinct clinical conditions with established definitions, both of which have been linked to an underlying pro-inflammatory state. This study aimed to explore the levels of monocytic-myeloid-derived suppressor cells (M-MDSCs) and regulatory T cells (TReg ) in a cohort of RPL and RIF women and their potential contribution to RPL and RIF. METHOD OF STUDY One hundred and eight non-pregnant women were evaluated: 40 RPL, 41 RIF, and 27 fertile healthy controls (HC). A multiparametric flow cytometry approach was utilized to measure and quantify the frequency of M-MDSCs and TReg cells. Cytokine levels in plasma samples were evaluated through a multiplex assay. M-MDSCs levels were significantly higher in RPL and RIF patients compared to HC. RESULTS M-MDSCs levels were significantly higher in RPL (9.4% [7-11.6]) and RIF (8.1% [5.9-11.6]) patients compared to HC (6% [4.2-7.6]). An optimal cut-off of 6.1% for M-MDSCs disclosed a sensitivity of 75.6% and 89.7% and a specificity of 57.7% and 57.7% in RIF and RPL groups, respectively. A significant negative correlation was observed between M-MDSCs and TReg (p = .002, r = -.51). CONCLUSIONS Our preliminary data allowed us to build a predictive model that may aid as a potential diagnostic tool in the clinic. These findings could provide a better understanding of these pathologies and a better definition of patients that could benefit from personalized treatments to promote pregnancy. Additional exploration and confirmation in distinct study groups are needed to fully assess the diagnostic capabilities of this biomarker.
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Affiliation(s)
- Nabil Subhi-Issa Marin
- Department of Immunology, IML and IdISSC, Hospital Clínico San Carlos, Madrid, Spain
- Department of Immunology, Ophthalmology, and ENT, School of Medicine, Complutense University School of Medicine, Madrid, Spain
| | | | - Raquel Gil-Laborda
- Department of Immunology, IML and IdISSC, Hospital Clínico San Carlos, Madrid, Spain
| | - Ángela Villegas
- Department of Immunology, IML and IdISSC, Hospital Clínico San Carlos, Madrid, Spain
| | | | - Ignacio Cristóbal
- Department of Obstetrics and Gynecology, Hospital Clínico San Carlos, Madrid, Spain
| | - Lydia Pilar-Suárez
- Department of Obstetrics and Gynecology, Hospital Clínico San Carlos, Madrid, Spain
| | | | - Marta Calvo
- Department of Obstetrics and Gynecology, Hospital Clínico San Carlos, Madrid, Spain
| | - Beatriz Sarria
- Department of Metabolism and Nutrition, Institute of Food Science, Technology and Nutrition (ICTAN), Spanish National Research Council (CSIC), Madrid, Spain
| | - Mariló Mansilla-Ruiz
- Department of Immunology, IML and IdISSC, Hospital Clínico San Carlos, Madrid, Spain
| | - Juliana Ochoa
- Department of Immunology, IML and IdISSC, Hospital Clínico San Carlos, Madrid, Spain
| | - Miguel Fernández-Arquero
- Department of Immunology, IML and IdISSC, Hospital Clínico San Carlos, Madrid, Spain
- Department of Immunology, Ophthalmology, and ENT, School of Medicine, Complutense University School of Medicine, Madrid, Spain
| | - Silvia Sánchez-Ramón
- Department of Immunology, IML and IdISSC, Hospital Clínico San Carlos, Madrid, Spain
- Department of Immunology, Ophthalmology, and ENT, School of Medicine, Complutense University School of Medicine, Madrid, Spain
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Habets DHJ, Schlütter A, van Kuijk SMJ, Spaanderman MEA, Al‐Nasiry S, Wieten L. Natural killer cell profiles in recurrent pregnancy loss: Increased expression and positive associations with TACTILE and LILRB1. Am J Reprod Immunol 2022; 88:e13612. [PMID: 36004818 PMCID: PMC9787570 DOI: 10.1111/aji.13612] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 06/15/2022] [Accepted: 08/12/2022] [Indexed: 12/30/2022] Open
Abstract
PROBLEM NK cells are important for healthy pregnancy and aberrant phenotypes or effector functions have been associated with RPL. We compared expression of a broad panel of NK cell receptors, including immune checkpoint receptors, and investigated their clinical association with RPL as this might improve patient stratification and prediction of RPL. METHOD OF STUDY Peripheral blood mononuclear cells were isolated from 52 women with RPL and from 2 women with an uncomplicated pregnancy for flowcytometric analysis and plasma was used to determine anti-CMV IgG antibodies. RESULTS Between RPL and controls, we observed no difference in frequencies of T-, NKT or NK cells, in CD56dimCD16+ or CD56brightCD16- NK cell subsets or in the expression of KIRs, NKG2A, NKG2C, NKG2D, NKp30, NKp44, NKp46 or DNAM1. NK cells from women with RPL had a higher expression of LILRB1 and TACTILE and this was associated with the number of losses. The immune checkpoint receptors PD1, TIM3 and LAG3 were not expressed on peripheral blood NK cells. In RPL patients, there was a large variation in NKG2C expression and higher levels could be explained by CMV seropositivity. CONCLUSION Our study identified LILRB1 and TACTILE as NK cell receptors associated with RPL. Moreover, we provide first support for the potential role of CMV in RPL via its impact on the NK cell compartment. Thereby our study could guide future studies to confirm the clinical association of LILRB1, TACTILE and NKG2C with RPL in a larger cohort and to explore their functional relevance in reproductive success.
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Affiliation(s)
- Denise H. J. Habets
- Department of Obstetrics and GynecologyMaastricht University Medical CentreMaastrichtthe Netherlands,Department of Transplantation ImmunologyMaastricht University Medical CentreMaastrichtthe Netherlands,GROW school for Oncology and Developmental BiologyMaastricht UniversityMaastrichtthe Netherlands
| | - Anna Schlütter
- Department of Obstetrics and GynecologyMaastricht University Medical CentreMaastrichtthe Netherlands
| | - Sander M. J. van Kuijk
- Department of Clinical Epidemiology and Medical Technology AssessmentMaastricht University Medical CentreMaastrichtthe Netherlands
| | - Marc E. A. Spaanderman
- Department of Obstetrics and GynecologyMaastricht University Medical CentreMaastrichtthe Netherlands,GROW school for Oncology and Developmental BiologyMaastricht UniversityMaastrichtthe Netherlands,Department of Obstetrics and GynecologyRadboud University Medical CentreNijmegenthe Netherlands
| | - Salwan Al‐Nasiry
- Department of Obstetrics and GynecologyMaastricht University Medical CentreMaastrichtthe Netherlands,GROW school for Oncology and Developmental BiologyMaastricht UniversityMaastrichtthe Netherlands
| | - Lotte Wieten
- Department of Transplantation ImmunologyMaastricht University Medical CentreMaastrichtthe Netherlands,GROW school for Oncology and Developmental BiologyMaastricht UniversityMaastrichtthe Netherlands
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Li L, Liu Y, Feng T, Zhou W, Wang Y, Li H. The AHNAK induces increased IL-6 production in CD4+ T cells and serves as a potential diagnostic biomarker for recurrent pregnancy loss. Clin Exp Immunol 2022; 209:291-304. [PMID: 35766885 PMCID: PMC9521664 DOI: 10.1093/cei/uxac067] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 06/09/2022] [Accepted: 06/28/2022] [Indexed: 01/23/2023] Open
Abstract
Disorganized maternal-fetal immune tolerance contributes to the occurrence of unexplained recurrent pregnancy loss (RPL). AHNAK is a scaffolding protein participating in the regulation of Ca2+ entry into T cells and the pathophysiology of diverse diseases. We performed differential gene expression analysis in decidual immune cells (DICs) isolated from three patients with RPL and from three healthy controls via RNA-sequencing (RNA-seq), which revealed 407 differentially expressed genes (DEGs). Among these DEGs, we underscored the clinical significance of elevated AHNAK mRNA and protein levels in DICs, peripheral blood mononuclear cells (PBMCs), and decidua of the patients with RPL, suggesting its potential use as a biomarker for the diagnosis of RPL. Especially, the ratios of decidual and blood AHNAK+CD4+ T cells in the CD4+ T cell population were significantly increased in patients with RPL, and the loss of AHNAK was further shown to inhibit interleukin (IL)-6 secretion in the CD4+ Jurkat cell line. Similar patterns were also observed in the clinical decidual and blood specimens. We uncovered that the AHNAK+CD4+ T cells could secrete more IL-6 than that the corresponding AHNAK-CD4+ T cells. Moreover, the frequencies of decidual and blood IL-6+CD4+ T cells in the CD4+ T-cell population were also increased in patients with RPL and showed significant positive correlations with the frequencies of AHNAK+CD4+ T cells. Our findings suggest that the elevated AHNAK expressed by CD4+ T cells may be involved in the immune dysregulation of RPL by increasing IL-6 production, illustrating its potential as a novel intervention target for RPL.
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Affiliation(s)
- Liman Li
- Center of Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Yuan Liu
- Center of Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Ting Feng
- Center of Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Wenjie Zhou
- Center of Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, West China Second University Hospital, Sichuan University, Chengdu, China
| | - Yanyun Wang
- Correspondence: Yanyun Wang, Center of Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, West China Second University Hospital, Sichuan University, Chengdu, China. ; or Hong Li, Center of Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, West China Second University Hospital, Sichuan University, Chengdu, China.
| | - Hong Li
- Correspondence: Yanyun Wang, Center of Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, West China Second University Hospital, Sichuan University, Chengdu, China. ; or Hong Li, Center of Translational Medicine, Key Laboratory of Birth Defects and Related Diseases of Women and Children, Ministry of Education, West China Second University Hospital, Sichuan University, Chengdu, China.
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Cai JY, Tang YY, Deng XH, Li YJ, Liang G, Meng YQ, Zhou H. Recurrent Implantation Failure May Be Identified by a Combination of Diagnostic Biomarkers: An Analysis of Peripheral Blood Lymphocyte Subsets. Front Endocrinol (Lausanne) 2022; 13:865807. [PMID: 35937843 PMCID: PMC9353110 DOI: 10.3389/fendo.2022.865807] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Accepted: 06/17/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Recurrent implantation failure (RIF) is a challenge during assisted reproductive technology (ART). In the present study, potential diagnostic biomarkers for the immune status of peripheral blood lymphocyte subsets in patients with RIF were analyzed, with the aim of identifying novel biomarkers that may predict RIF. METHODS A total of 41 participants, including 21 women with RIF and 20 fertile controls, were included in the present study. Functional analysis was performed and the cytokine status of natural killer (NK), T, CD8+ T, T helper (Th), and γδ T cells which are lymphocyte subsets in peripheral blood was measured using flow cytometry. Binary logistic regression analysis adjusted for T follicular helper 1 (Tfh1), Tfh2, Tfh17, and early NK cells was performed to determine the relationship between the peripheral blood lymphocyte subsets and RIF. Potential diagnostic biomarkers were assessed by logistic regression analysis and receiver operating characteristic curves. RESULTS There were significantly more Tfh1, Tfh17, and NK cells in the RIF group compared with the control group (all P < 0.05). However, the percentage of T, regulatory T (Tregs), and Tfh2 cells, as well as early inhibitory NK cells, was significantly lower in the RIF group compared with the control group (all P < 0.05). Following logistics regression analysis, Treg, Tfh17, and early inhibitory NK cells exhibited significant differences between the two groups. Combination diagnosis using these 3 biomarkers had a higher area under the curve of 0.900 (95% confidence interval: 0.808-0.992, P < 0.001) in the RIF group compared with that in the control group. CONCLUSION T, Tregs, Tfh1, Tfh2, Tfh17, NK cells, and early inhibitory NK cells may play important regulatory roles in embryo implantation. The combination of 3 molecular markers (Treg, Tfh17, and early inhibitory NK cells) could provide a high diagnostic value for women with RIF, thus providing novel potential biomarkers for RIF in ART. The present findings could provide a reference either for the clinical treatment of patients with RIF or for future large, well-designed studies.
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