Single-cell RNA sequencing of peripheral blood reveals immune cell dysfunction in premature ovarian insufficiency

Premature ovarian insufficiency (POI) is one of the most common causes of female infertility and the etiology is highly heterogeneous. Most cases are idiopathic and the pathogenesis remains unclear. Previous studies proved that the immune system plays a crucial role in POI. However, the precise role...

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Published inFrontiers in endocrinology (Lausanne) Vol. 14; p. 1129657
Main Authors Zhang, Caihong, Yu, Dong, Mei, Yue, Liu, Shanrong, Shao, Huijing, Sun, Qianqian, Lu, Qiong, Hu, Jingjing, Gu, Hang
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 08.05.2023
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Abstract Premature ovarian insufficiency (POI) is one of the most common causes of female infertility and the etiology is highly heterogeneous. Most cases are idiopathic and the pathogenesis remains unclear. Previous studies proved that the immune system plays a crucial role in POI. However, the precise role of immune system remains unclear. This study aimed to analyze the characteristics of peripheral blood mononuclear cells (PBMC) from patients with POI by single-cell RNA sequencing (scRNA-seq) and to explore the potential involvement of immune response in idiopathic POI. PBMC was collected from three normal subjects and three patients with POI. PBMC was subjected to scRNA-seq to identify cell clusters and differently expressed genes (DEGs). Enrichment analysis and cell-cell communication analysis were performed to explore the most active biological function in the immune cells of patients with POI. In total, 22 cell clusters and 10 cell types were identified in the two groups. Compared with normal subjects, the percentage of classical monocytes and NK cells was decreased, the abundance of plasma B cells was increased, and CD4/CD8 ratio was significantly higher in POI. Furthermore, upregulation of and downregulation of , and were identified, which were enriched in NK cell-mediated cytotoxicity, antigen processing and presentation, and IL-17 signaling pathway. Among them, and were respectively the most significantly upregulated and downregulated genes among all cell clusters of POI. The strength of cell-cell communication differed between the healthy subjects and patients with POI, and multiple signaling pathways were assessed. The TNF pathway was found to be unique in POI with classical monocytes being the major target and source of TNF signaling. Dysfunction of cellular immunity is related to idiopathic POI. Monocytes, NK cells, and B cells, and their enriched differential genes may play a role in the development of idiopathic POI. These findings provide novel mechanistic insight for understanding the pathogenesis of POI.
AbstractList Premature ovarian insufficiency (POI) is one of the most common causes of female infertility and the etiology is highly heterogeneous. Most cases are idiopathic and the pathogenesis remains unclear. Previous studies proved that the immune system plays a crucial role in POI. However, the precise role of immune system remains unclear. This study aimed to analyze the characteristics of peripheral blood mononuclear cells (PBMC) from patients with POI by single-cell RNA sequencing (scRNA-seq) and to explore the potential involvement of immune response in idiopathic POI.BackgroundPremature ovarian insufficiency (POI) is one of the most common causes of female infertility and the etiology is highly heterogeneous. Most cases are idiopathic and the pathogenesis remains unclear. Previous studies proved that the immune system plays a crucial role in POI. However, the precise role of immune system remains unclear. This study aimed to analyze the characteristics of peripheral blood mononuclear cells (PBMC) from patients with POI by single-cell RNA sequencing (scRNA-seq) and to explore the potential involvement of immune response in idiopathic POI.PBMC was collected from three normal subjects and three patients with POI. PBMC was subjected to scRNA-seq to identify cell clusters and differently expressed genes (DEGs). Enrichment analysis and cell-cell communication analysis were performed to explore the most active biological function in the immune cells of patients with POI.MethodsPBMC was collected from three normal subjects and three patients with POI. PBMC was subjected to scRNA-seq to identify cell clusters and differently expressed genes (DEGs). Enrichment analysis and cell-cell communication analysis were performed to explore the most active biological function in the immune cells of patients with POI.In total, 22 cell clusters and 10 cell types were identified in the two groups. Compared with normal subjects, the percentage of classical monocytes and NK cells was decreased, the abundance of plasma B cells was increased, and CD4/CD8 ratio was significantly higher in POI. Furthermore, upregulation of IGKC, IFITM1, CD69, JUND and downregulation of LYZ, GNLY, VCAN, and S100A9 were identified, which were enriched in NK cell-mediated cytotoxicity, antigen processing and presentation, and IL-17 signaling pathway. Among them, IGHM and LYZ were respectively the most significantly upregulated and downregulated genes among all cell clusters of POI. The strength of cell-cell communication differed between the healthy subjects and patients with POI, and multiple signaling pathways were assessed. The TNF pathway was found to be unique in POI with classical monocytes being the major target and source of TNF signaling.ResultsIn total, 22 cell clusters and 10 cell types were identified in the two groups. Compared with normal subjects, the percentage of classical monocytes and NK cells was decreased, the abundance of plasma B cells was increased, and CD4/CD8 ratio was significantly higher in POI. Furthermore, upregulation of IGKC, IFITM1, CD69, JUND and downregulation of LYZ, GNLY, VCAN, and S100A9 were identified, which were enriched in NK cell-mediated cytotoxicity, antigen processing and presentation, and IL-17 signaling pathway. Among them, IGHM and LYZ were respectively the most significantly upregulated and downregulated genes among all cell clusters of POI. The strength of cell-cell communication differed between the healthy subjects and patients with POI, and multiple signaling pathways were assessed. The TNF pathway was found to be unique in POI with classical monocytes being the major target and source of TNF signaling.Dysfunction of cellular immunity is related to idiopathic POI. Monocytes, NK cells, and B cells, and their enriched differential genes may play a role in the development of idiopathic POI. These findings provide novel mechanistic insight for understanding the pathogenesis of POI.ConclusionsDysfunction of cellular immunity is related to idiopathic POI. Monocytes, NK cells, and B cells, and their enriched differential genes may play a role in the development of idiopathic POI. These findings provide novel mechanistic insight for understanding the pathogenesis of POI.
Premature ovarian insufficiency (POI) is one of the most common causes of female infertility and the etiology is highly heterogeneous. Most cases are idiopathic and the pathogenesis remains unclear. Previous studies proved that the immune system plays a crucial role in POI. However, the precise role of immune system remains unclear. This study aimed to analyze the characteristics of peripheral blood mononuclear cells (PBMC) from patients with POI by single-cell RNA sequencing (scRNA-seq) and to explore the potential involvement of immune response in idiopathic POI. PBMC was collected from three normal subjects and three patients with POI. PBMC was subjected to scRNA-seq to identify cell clusters and differently expressed genes (DEGs). Enrichment analysis and cell-cell communication analysis were performed to explore the most active biological function in the immune cells of patients with POI. In total, 22 cell clusters and 10 cell types were identified in the two groups. Compared with normal subjects, the percentage of classical monocytes and NK cells was decreased, the abundance of plasma B cells was increased, and CD4/CD8 ratio was significantly higher in POI. Furthermore, upregulation of and downregulation of , and were identified, which were enriched in NK cell-mediated cytotoxicity, antigen processing and presentation, and IL-17 signaling pathway. Among them, and were respectively the most significantly upregulated and downregulated genes among all cell clusters of POI. The strength of cell-cell communication differed between the healthy subjects and patients with POI, and multiple signaling pathways were assessed. The TNF pathway was found to be unique in POI with classical monocytes being the major target and source of TNF signaling. Dysfunction of cellular immunity is related to idiopathic POI. Monocytes, NK cells, and B cells, and their enriched differential genes may play a role in the development of idiopathic POI. These findings provide novel mechanistic insight for understanding the pathogenesis of POI.
BackgroundPremature ovarian insufficiency (POI) is one of the most common causes of female infertility and the etiology is highly heterogeneous. Most cases are idiopathic and the pathogenesis remains unclear. Previous studies proved that the immune system plays a crucial role in POI. However, the precise role of immune system remains unclear. This study aimed to analyze the characteristics of peripheral blood mononuclear cells (PBMC) from patients with POI by single-cell RNA sequencing (scRNA-seq) and to explore the potential involvement of immune response in idiopathic POI.MethodsPBMC was collected from three normal subjects and three patients with POI. PBMC was subjected to scRNA-seq to identify cell clusters and differently expressed genes (DEGs). Enrichment analysis and cell-cell communication analysis were performed to explore the most active biological function in the immune cells of patients with POI.ResultsIn total, 22 cell clusters and 10 cell types were identified in the two groups. Compared with normal subjects, the percentage of classical monocytes and NK cells was decreased, the abundance of plasma B cells was increased, and CD4/CD8 ratio was significantly higher in POI. Furthermore, upregulation of IGKC, IFITM1, CD69, JUND and downregulation of LYZ, GNLY, VCAN, and S100A9 were identified, which were enriched in NK cell-mediated cytotoxicity, antigen processing and presentation, and IL-17 signaling pathway. Among them, IGHM and LYZ were respectively the most significantly upregulated and downregulated genes among all cell clusters of POI. The strength of cell-cell communication differed between the healthy subjects and patients with POI, and multiple signaling pathways were assessed. The TNF pathway was found to be unique in POI with classical monocytes being the major target and source of TNF signaling.ConclusionsDysfunction of cellular immunity is related to idiopathic POI. Monocytes, NK cells, and B cells, and their enriched differential genes may play a role in the development of idiopathic POI. These findings provide novel mechanistic insight for understanding the pathogenesis of POI.
Author Hu, Jingjing
Shao, Huijing
Gu, Hang
Zhang, Caihong
Mei, Yue
Liu, Shanrong
Lu, Qiong
Yu, Dong
Sun, Qianqian
AuthorAffiliation 3 Shanghai Key Laboratory of Cell Engineering , Shanghai , China
5 Department of Obstetrics and Gynecology, Shanghai First Maternity and Infant Hospital, Tongji University School of Medicine , Shanghai , China
1 Department of Obstetrics and Gynecology, The First Affiliated Hospital of Naval Medical University , Shanghai , China
2 Department of Precision Medicine, Translational Medicine Research Center, Naval Medical University , Shanghai , China
4 Department of Laboratory Diagnostics, The First Affiliated Hospital of Naval Medical University , Shanghai , China
AuthorAffiliation_xml – name: 3 Shanghai Key Laboratory of Cell Engineering , Shanghai , China
– name: 1 Department of Obstetrics and Gynecology, The First Affiliated Hospital of Naval Medical University , Shanghai , China
– name: 4 Department of Laboratory Diagnostics, The First Affiliated Hospital of Naval Medical University , Shanghai , China
– name: 5 Department of Obstetrics and Gynecology, Shanghai First Maternity and Infant Hospital, Tongji University School of Medicine , Shanghai , China
– name: 2 Department of Precision Medicine, Translational Medicine Research Center, Naval Medical University , Shanghai , China
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Cites_doi 10.1093/humupd/dmv036
10.1016/j.reprotox.2018.07.087
10.1111/aji.13125
10.3389/fendo.2021.666140
10.1007/s10815-019-01572-0
10.1016/j.ygeno.2020.08.007
10.3389/fcell.2021.672890
10.3390/ijms22052594
10.1002/mrd.20883
10.3389/fendo.2022.823740
10.1016/j.jri.2020.103125
10.1002/ctm2.448
10.1016/j.xinn.2021.100141
10.1038/s41590-018-0276-y
10.1158/1078-0432.CCR-12-0566
10.3389/fgene.2020.590660
10.1111/imcb.1032
10.1038/s41467-019-11257-y
10.1177/1933719117732156
10.3389/fimmu.2020.616949
10.3892/ijmm.20.5.689
10.1016/j.autrev.2011.12.001
10.1186/s13048-020-00630-x
10.3389/fendo.2020.626322
10.1016/j.tem.2018.07.002
10.1155/2020/6156720
10.1186/s12902-021-00706-9
10.1182/blood-2010-03-273953
10.1186/1471-2164-14-632
10.1038/s41598-020-64158-2
10.1093/humrep/der164
10.1155/2021/8215454
10.1186/s13287-021-02529-w
10.1080/13697137.2019.1703938
10.1177/1933719119831782
10.1111/aji.13292
10.3390/ijms21239172
10.3389/fimmu.2020.626725
10.3389/fendo.2021.601752
10.1258/mi.2009.009020
10.7150/ijms.54787
10.1016/j.rbmo.2019.04.019
10.1093/humrep/dew027
10.1111/aji.13622
10.1210/jc.2011-0414
10.3389/fphys.2021.587753
10.3389/fendo.2021.626924
10.1016/j.cels.2019.03.003
10.1038/s41598-020-61022-1
10.1111/j.1600-0897.1993.tb00622.x
10.3389/fendo.2022.856044
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Keywords single-cell RNA sequencing
immune cell
biological analysis
premature ovarian insufficiency
PBMC
Language English
License Copyright © 2023 Zhang, Yu, Mei, Liu, Shao, Sun, Lu, Hu and Gu.
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Edited by: Yunfang Zhang, Tongji University, China
These authors have contributed equally to this work and share first authorship
Reviewed by: Wang-sheng Wang, Shanghai Jiao Tong University, China; Na Wen, PLA General Hospital, China
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References Polonio (B17) 2020; 11
Rocamora-Reverte (B52) 2020; 11
Szeliga (B34) 2021; 22
Merah-Mourah (B48) 2020; 10
Martin (B45) 1991; 73
Vujovic (B33) 2009; 15
Whiteside (B38) 2012; 18
Wu (B28) 2021; 2
Xiong (B14) 2020; 23
Fraison (B36) 2019; 39
Qin (B6) 2015; 21
Jiao (B13) 2021; 11
Mabbott (B27) 2013; 14
Aran (B26) 2019; 20
Kirshenbaum (B8) 2019; 36
Sun (B7) 2022; 13
Eladawy (B39) 2020; 2020
Srivastava (B50) 2020; 21
Rousseau (B51) 2021; 12
Jiao (B4) 2020; 13
Kitaya (B43) 2007; 20
Gao (B32) 2022; 88
Erokhina (B31) 2018; 96
Ernst (B41) 2020; 140
Bossel Ben-Moshe (B24) 2019; 10
Feng (B16) 2021; 2021
Liu (B1) 2020; 84
Ginhoux (B44) 2020; 11
Ma (B46) 2020; 11
Zhang (B21) 2021; 12
Yin (B18) 2018; 25
Reato (B12) 2011; 96
Serin (B35) 2021; 21
Clark (B47) 2018; 81
Webber (B3) 2016; 31
Kobayashi (B15) 2019; 81
Shangguan (B20) 2020; 112
Sun (B30) 2019; 27
Chon (B22) 2021; 9
McGinnis (B25) 2019; 8
Hoek (B23) 1993; 30
Tang (B49) 2011; 26
Jiao (B5) 2021; 12
Skinner (B42) 2008; 75
Wang (B10) 2022; 13
Duarte-Rey (B37) 2012; 11
Serin (B9) 2021; 21
Qiu (B53) 2021; 18
Ishizuka (B2) 2021; 12
Shareghi-Oskoue (B11) 2021; 12
Alkhani (B29) 2020; 10
Tewary (B40) 2010; 116
Jiao (B19) 2018; 29
References_xml – volume: 21
  start-page: 787
  year: 2015
  ident: B6
  article-title: Genetics of primary ovarian insufficiency: new developments and opportunities
  publication-title: Hum Reprod Update
  doi: 10.1093/humupd/dmv036
– volume: 73
  year: 1991
  ident: B45
  article-title: Decreased expression of adhesion molecules on monocytes in recent onset IDDM
  publication-title: Immunology
– volume: 81
  year: 2018
  ident: B47
  article-title: Impact of toxicant exposures on ovarian gap junctions
  publication-title: Reprod Toxicol
  doi: 10.1016/j.reprotox.2018.07.087
– volume: 81
  year: 2019
  ident: B15
  article-title: Decreased effector regulatory T cells and increased activated CD4(+) T cells in premature ovarian insufficiency
  publication-title: Am J Reprod Immunol
  doi: 10.1111/aji.13125
– volume: 12
  year: 2021
  ident: B21
  article-title: Single-cell RNA sequencing reveals b cells are ImportanTregulators in fracture healing
  publication-title: Front Endocrinol (Lausanne)
  doi: 10.3389/fendo.2021.666140
– volume: 36
  year: 2019
  ident: B8
  article-title: Premature ovarian insufficiency (POI) and autoimmunity-an update appraisal
  publication-title: J Assist Reprod Genet
  doi: 10.1007/s10815-019-01572-0
– volume: 112
  year: 2020
  ident: B20
  article-title: Application of single-cell RNA sequencing in embryonic development
  publication-title: Genomics
  doi: 10.1016/j.ygeno.2020.08.007
– volume: 9
  year: 2021
  ident: B22
  article-title: Premature ovarian insufficiency: past, present, and future
  publication-title: Front Cell Dev Biol
  doi: 10.3389/fcell.2021.672890
– volume: 22
  year: 2021
  ident: B34
  article-title: Autoimmune diseases in patients with premature ovarian insufficiency-our current state of knowledge
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms22052594
– volume: 75
  year: 2008
  ident: B42
  article-title: Regulation of granulosa and theca cell transcriptomes during ovarian antral follicle development
  publication-title: Mol Reprod Dev
  doi: 10.1002/mrd.20883
– volume: 13
  year: 2022
  ident: B10
  article-title: Induction of collagen I by CXCL10 in ovarian theca-stroma cells via the JNK pathway
  publication-title: Front Endocrinol (Lausanne)
  doi: 10.3389/fendo.2022.823740
– volume: 140
  start-page: 103125
  year: 2020
  ident: B41
  article-title: Distinct expression patterns of TLR transcripts in human oocytes and granulosa cells from primordial and primary follicles
  publication-title: J Reprod Immunol
  doi: 10.1016/j.jri.2020.103125
– volume: 11
  year: 2021
  ident: B13
  article-title: T(reg) deficiency-mediated T(H) 1 response causes human premature ovarian insufficiency through apoptosis and steroidogenesis dysfunction of granulosa cells
  publication-title: Clin Transl Med
  doi: 10.1002/ctm2.448
– volume: 2
  start-page: 100141
  year: 2021
  ident: B28
  article-title: clusterProfiler 4.0: a universal enrichment tool for interpreting omics data
  publication-title: Innovation (Camb)
  doi: 10.1016/j.xinn.2021.100141
– volume: 20
  year: 2019
  ident: B26
  article-title: Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage
  publication-title: Nat Immunol
  doi: 10.1038/s41590-018-0276-y
– volume: 18
  year: 2012
  ident: B38
  article-title: For breast cancer prognosis, immunoglobulin kappa chain surfaces to the top
  publication-title: Clin Cancer Res
  doi: 10.1158/1078-0432.CCR-12-0566
– volume: 11
  year: 2020
  ident: B46
  article-title: Identification of key genes and potential new biomarkers for ovarian aging: a study based on RNA-sequencing data
  publication-title: Front Genet
  doi: 10.3389/fgene.2020.590660
– volume: 96
  year: 2018
  ident: B31
  article-title: HLA-DR NK cells are mostly characterized by less mature phenotype and high functional activity
  publication-title: Immunol Cell Biol
  doi: 10.1111/imcb.1032
– volume: 10
  start-page: 3266
  year: 2019
  ident: B24
  article-title: Predicting bacterial infection outcomes using single cell RNA-sequencing analysis of human immune cells
  publication-title: Nat Commun
  doi: 10.1038/s41467-019-11257-y
– volume: 25
  year: 2018
  ident: B18
  article-title: Restoring ovarian function with human placenta-derived mesenchymal stem cells in autoimmune-induced premature ovarian failure mice mediated by treg cells and associated cytokines
  publication-title: Reprod Sci
  doi: 10.1177/1933719117732156
– volume: 11
  year: 2020
  ident: B52
  article-title: The complex role of regulatory T cells in immunity and aging
  publication-title: Front Immunol
  doi: 10.3389/fimmu.2020.616949
– volume: 20
  year: 2007
  ident: B43
  article-title: Genes regulated by interferon-gamma in human uterine microvascular endothelial cells
  publication-title: Int J Mol Med
  doi: 10.3892/ijmm.20.5.689
– volume: 11
  year: 2012
  ident: B37
  article-title: IgM predominance in autoimmune disease: genetics and gender
  publication-title: Autoimmun Rev
  doi: 10.1016/j.autrev.2011.12.001
– volume: 13
  start-page: 49
  year: 2020
  ident: B4
  article-title: CPEB1 deletion is not a common explanation for premature ovarian insufficiency in a Chinese cohort
  publication-title: J Ovarian Res
  doi: 10.1186/s13048-020-00630-x
– volume: 11
  year: 2020
  ident: B17
  article-title: Stem cell paracrine signaling for treatment of premature ovarian insufficiency
  publication-title: Front Endocrinol (Lausanne)
  doi: 10.3389/fendo.2020.626322
– volume: 29
  start-page: 795
  year: 2018
  ident: B19
  article-title: Molecular genetics of premature ovarian insufficiency
  publication-title: Trends Endocrinol Metab
  doi: 10.1016/j.tem.2018.07.002
– volume: 2020
  start-page: 6156720
  year: 2020
  ident: B39
  article-title: Effects of lysozyme, proteinase K, and cephalosporins on biofilm formation by clinical isolates of pseudomonas aeruginosa
  publication-title: Interdiscip Perspect Infect Dis
  doi: 10.1155/2020/6156720
– volume: 21
  start-page: 44
  year: 2021
  ident: B9
  article-title: Hashimoto's thyroiditis worsens ovaries in polycystic ovary syndrome patients compared to anti-mullerian hormone levels
  publication-title: BMC Endocr Disord
  doi: 10.1186/s12902-021-00706-9
– volume: 116
  year: 2010
  ident: B40
  article-title: Granulysin activates antigen-presenting cells through TLR4 and acts as an immune alarmin
  publication-title: Blood
  doi: 10.1182/blood-2010-03-273953
– volume: 14
  start-page: 632
  year: 2013
  ident: B27
  article-title: An expression atlas of human primary cells: inference of gene function from coexpression networks
  publication-title: BMC Genomics
  doi: 10.1186/1471-2164-14-632
– volume: 10
  start-page: 7165
  year: 2020
  ident: B29
  article-title: Ly6c non-classical monocytes promote resolution of rhesus rotavirus-mediated perinatal hepatic inflammation
  publication-title: Sci Rep
  doi: 10.1038/s41598-020-64158-2
– volume: 26
  year: 2011
  ident: B49
  article-title: Natural killer cells and pregnancy outcomes in women with recurrent miscarriage and infertility: a systematic review
  publication-title: Hum Reprod
  doi: 10.1093/humrep/der164
– volume: 2021
  start-page: 8215454
  year: 2021
  ident: B16
  article-title: Network pharmacology approach for predicting targets of zishen yutai pills on premature ovarian insufficiency
  publication-title: Evid Based Complement Alternat Med
  doi: 10.1155/2021/8215454
– volume: 21
  start-page: 44
  year: 2021
  ident: B35
  article-title: Hashimoto's thyroiditis worsens ovaries in polycystic ovary syndrome patients compared to anti-müllerian hormone levels
  publication-title: BMC Endocr Disord
  doi: 10.1186/s12902-021-00706-9
– volume: 12
  start-page: 454
  year: 2021
  ident: B11
  article-title: Transplantation of human umbilical cord mesenchymal stem cells to treat premature ovarian failure
  publication-title: Stem Cell Res Ther
  doi: 10.1186/s13287-021-02529-w
– volume: 23
  year: 2020
  ident: B14
  article-title: Evaluation of CD4(+)CD25(+)FOXP3(+) regulatory T cells and FOXP3 mRNA in premature ovarian insufficiency
  publication-title: Climacteric
  doi: 10.1080/13697137.2019.1703938
– volume: 27
  start-page: 1933719119831782
  year: 2019
  ident: B30
  article-title: IFITM1 is a novel, highly sensitive marker for endometriotic stromal cells in ovarian and extragenital endometriosis
  publication-title: Reprod Sci
  doi: 10.1177/1933719119831782
– volume: 84
  year: 2020
  ident: B1
  article-title: Dysregulated cytokine profile associated with biochemical premature ovarian insufficiency
  publication-title: Am J Reprod Immunol
  doi: 10.1111/aji.13292
– volume: 21
  year: 2020
  ident: B50
  article-title: Innate immunity and biological therapies for the treatment of sjögren's syndrome
  publication-title: Int J Mol Sci
  doi: 10.3390/ijms21239172
– volume: 11
  year: 2020
  ident: B44
  article-title: Editorial: monocyte heterogeneity and function
  publication-title: Front Immunol
  doi: 10.3389/fimmu.2020.626725
– volume: 12
  year: 2021
  ident: B5
  article-title: Ovarian reserve markers in premature ovarian insufficiency: within different clinical stages and different etiologies
  publication-title: Front Endocrinol (Lausanne)
  doi: 10.3389/fendo.2021.601752
– volume: 15
  year: 2009
  ident: B33
  article-title: Aetiology of premature ovarian failure
  publication-title: Menopause Int
  doi: 10.1258/mi.2009.009020
– volume: 18
  year: 2021
  ident: B53
  article-title: Perspectives on long pentraxin 3 and rheumatoid arthritis: several potential breakthrough points relying on study foundation of the past
  publication-title: Int J Med Sci
  doi: 10.7150/ijms.54787
– volume: 39
  year: 2019
  ident: B36
  article-title: Pregnancy following diagnosis of premature ovarian insufficiency: a systematic review
  publication-title: Reprod BioMed Online
  doi: 10.1016/j.rbmo.2019.04.019
– volume: 31
  year: 2016
  ident: B3
  article-title: ESHRE guideline: management of women with premature ovarian insufficiency
  publication-title: Hum Reprod
  doi: 10.1093/humrep/dew027
– volume: 88
  year: 2022
  ident: B32
  article-title: Advances in the cellular immunological pathogenesis and related treatment of primary ovarian insufficiency
  publication-title: Am J Reprod Immunol
  doi: 10.1111/aji.13622
– volume: 96
  year: 2011
  ident: B12
  article-title: Premature ovarian failure in patients with autoimmune addison's disease: clinical, genetic, and immunological evaluation
  publication-title: J Clin Endocrinol Metab
  doi: 10.1210/jc.2011-0414
– volume: 12
  year: 2021
  ident: B51
  article-title: Invalidation of the transcriptional modulator of lipid metabolism PPARβ/δ in T cells prevents age-related alteration of body composition and loss of endurance capacity
  publication-title: Front Physiol
  doi: 10.3389/fphys.2021.587753
– volume: 12
  year: 2021
  ident: B2
  article-title: Current understanding of the etiology, symptomatology, and treatment options in premature ovarian insufficiency (POI)
  publication-title: Front Endocrinol (Lausanne)
  doi: 10.3389/fendo.2021.626924
– volume: 8
  start-page: 329
  year: 2019
  ident: B25
  article-title: DoubletFinder: doublet detection in single-cell RNA sequencing data using artificial nearest neighbors
  publication-title: Cell Syst
  doi: 10.1016/j.cels.2019.03.003
– volume: 10
  start-page: 4397
  year: 2020
  ident: B48
  article-title: Identification of novel human monocyte subsets and evidence for phenotypic groups defined by interindividual variations of expression of adhesion molecules
  publication-title: Sci Rep
  doi: 10.1038/s41598-020-61022-1
– volume: 30
  year: 1993
  ident: B23
  article-title: Dysfunction of monocytes and dendritic cells in patients with premature ovarian failure
  publication-title: Am J Reprod Immunol
  doi: 10.1111/j.1600-0897.1993.tb00622.x
– volume: 13
  year: 2022
  ident: B7
  article-title: Chronic and cumulative adverse life events in women with primary ovarian insufficiency: an exploratory qualitative study
  publication-title: Front Endocrinol (Lausanne)
  doi: 10.3389/fendo.2022.856044
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Snippet Premature ovarian insufficiency (POI) is one of the most common causes of female infertility and the etiology is highly heterogeneous. Most cases are...
BackgroundPremature ovarian insufficiency (POI) is one of the most common causes of female infertility and the etiology is highly heterogeneous. Most cases are...
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StartPage 1129657
SubjectTerms biological analysis
Endocrinology
Female
Humans
immune cell
Immune System Diseases
Leukocytes, Mononuclear
Menopause, Premature
PBMC
premature ovarian insufficiency
Primary Ovarian Insufficiency - genetics
Sequence Analysis, RNA
single-cell RNA sequencing
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Title Single-cell RNA sequencing of peripheral blood reveals immune cell dysfunction in premature ovarian insufficiency
URI https://www.ncbi.nlm.nih.gov/pubmed/37223018
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Volume 14
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