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Erol S, Zırh S, Bozdag G, Sokmensuer LK, Muftuoglu SF. In vitro evaluation of exocytosis-associated SNARE molecules in human granulosa cells in polycystic ovary syndrome. J Assist Reprod Genet 2024; 41:49-61. [PMID: 37993579 PMCID: PMC10789710 DOI: 10.1007/s10815-023-02967-w] [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: 06/20/2023] [Accepted: 10/03/2023] [Indexed: 11/24/2023] Open
Abstract
PURPOSE Patients with polycystic ovarian morphology (PCOM) make up 20% cases for assisted reproductive technology (ART). Folliculogenesis is impaired in PCOS. Signaling molecules are involved in follicle development. Dysregulations of intrafollicular environment and signaling molecules are observed in PCOS. Granulosa cells (GCs) and oocytes secrete molecules into follicular fluid by exocytosis of SNAREs. The aim of this study is to evaluate vesicle transport and vesicle fusion proteins (SNAREs) in GCs from PCOS patients who have undergone IVF treatment. METHODS Follicular fluids were collected from patients who undergo IVF/ICSI with the diagnosis of male factor (n = 10) and PCOS (n = 10) patients. GCs were separated and cultured. Each group of GCs was stimulated with FSH-hCG. The cells were examined under electron microscope. Immunofluorescent labeling was performed on cells for Stx6, SNAP25, StxBP1, FSHr, and KITL. Integrated density was analyzed from images of Stx6, SNAP25, StxBP1, FSHr, and KITL. RESULTS Intercellular communication occurs by signal molecules; Stx6, SNAP25, and StxBP1 fusion proteins involved in exocytosis were decreased in the GCs of PCOS. There was no increase in in vitro stimulation with FSH-hCG either. In the electron microscope, it was observed that exocytosis of the vesicles was disrupted. CONCLUSIONS Exocytosis and vesicular dynamics are among the basic physiological functions of human steroidogenic granulosa cells. Follicle development is necessary for production of competent oocytes and ovulation. Understanding the pathophysiology of PCOS at follicular level is important for disease management. According to our findings, deficits in vesicular dynamics of human granulosa cells in may be central to the treatment strategy for PCOS patients.
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Affiliation(s)
- Suleyman Erol
- Department of Histology and Embryology, School of Medicine, Hacettepe University, Ankara, Turkey
| | - Selim Zırh
- Department of Histology and Embryology, School of Medicine, Hacettepe University, Ankara, Turkey
| | - Gurkan Bozdag
- Department of Obstetrics and Gynecology, School of Medicine, Hacettepe University, Ankara, Turkey
| | - Lale Karakoc Sokmensuer
- Department of Histology and Embryology, School of Medicine, Hacettepe University, Ankara, Turkey
| | - Sevda F Muftuoglu
- Department of Histology and Embryology, School of Medicine, Hacettepe University, Ankara, Turkey.
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Chen L, Xi Q, Jiang S, Gao Y, Long H, Wang Y, Kuang Y. The effect of gonadotrophin-releasing hormone agonist versus human chorionic gonadotrophin trigger on pregnancy and neonatal outcomes in Letrozole-HMG IUI cycles. BMC Pregnancy Childbirth 2023; 23:512. [PMID: 37442967 DOI: 10.1186/s12884-023-05835-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Accepted: 07/09/2023] [Indexed: 07/15/2023] Open
Abstract
BACKGROUND GnRHa and hCG are both used for oocyte maturation and ovulation triggering. However, GnRHa have a shorter half-life than hCG, which leads to luteal phase deficiency. Letrozole (LE) has been found to improve the luteal function. Thus, the choice of triggering strategy can be different in intrauterine insemination (IUI) cycles using LE and human menopausal gonadotropin (HMG). The aim of this study was to compare the pregnancy and neonatal outcomes of patients triggered with GnRHa versus hCG versus dual trigger in LE-IUI cycles. METHODS This retrospective cohort study included 6,075 LE-HMG IUI cycles between January 2010 and May 2021 at a tertiary-care academic medical center in China. All cycles were divided into three groups according to different trigger strategies as hCG trigger group, GnRHa trigger group and dual trigger group. The primary outcome was clinical pregnancy rate. Logistic regression analysis was performed to explore other risk factors for clinical pregnancy rate. RESULTS No significant difference was observed in clinical pregnancy rate between hCG, GnRHa and dual trigger cycles in LE-HMG IUI cycles (P = 0.964). The miscarriage rate was significantly lower in the GnRHa trigger group, and higher in the dual trigger group, compared with the hCG group (P = 0.045). Logistic analysis confirmed that triggering strategy was associated with miscarriage (aOR:0.427, 95%CI: 0.183-0.996, P = 0.049; aOR:0.298, 95%CI: 0.128-0.693, P = 0.005). No significant differences were observed regarding neonatal outcomes between the three groups. CONCLUSIONS Our findings suggested that both GnRHa and dual trigger can be used to trigger ovulation in LE-HMG IUI cycles, but dual trigger must be used with caution.
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Affiliation(s)
- Li Chen
- Department of Assisted Reproduction, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, China
| | - Qianwen Xi
- Department of Assisted Reproduction, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, China
| | - Shutian Jiang
- Department of Assisted Reproduction, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, China
| | - Yining Gao
- Department of Assisted Reproduction, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, China
| | - Hui Long
- Department of Assisted Reproduction, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, China
| | - Yao Wang
- Department of Assisted Reproduction, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, China
| | - Yanping Kuang
- Department of Assisted Reproduction, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, 639 Zhizaoju Road, Shanghai, 200011, China.
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Recchia K, Jorge AS, Pessôa LVDF, Botigelli RC, Zugaib VC, de Souza AF, Martins DDS, Ambrósio CE, Bressan FF, Pieri NCG. Actions and Roles of FSH in Germinative Cells. Int J Mol Sci 2021; 22:10110. [PMID: 34576272 PMCID: PMC8470522 DOI: 10.3390/ijms221810110] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2021] [Revised: 09/13/2021] [Accepted: 09/14/2021] [Indexed: 12/21/2022] Open
Abstract
Follicle stimulating hormone (FSH) is produced by the pituitary gland in a coordinated hypothalamic-pituitary-gonadal (HPG) axis event, plays important roles in reproduction and germ cell development during different phases of reproductive development (fetal, neonatal, puberty, and adult life), and is consequently essential for fertility. FSH is a heterodimeric glycoprotein hormone of two dissociable subunits, α and β. The FSH β-subunit (FSHβ) function starts upon coupling to its specific receptor: follicle-stimulating hormone receptor (FSHR). FSHRs are localized mainly on the surface of target cells on the testis and ovary (granulosa and Sertoli cells) and have recently been found in testicular stem cells and extra-gonadal tissue. Several reproduction disorders are associated with absent or low FSH secretion, with mutation of the FSH β-subunit or the FSH receptor, and/or its signaling pathways. However, the influence of FSH on germ cells is still poorly understood; some studies have suggested that this hormone also plays a determinant role in the self-renewal of germinative cells and acts to increase undifferentiated spermatogonia proliferation. In addition, in vitro, together with other factors, it assists the process of differentiation of primordial germ cells (PGCLCs) into gametes (oocyte-like and SSCLCs). In this review, we describe relevant research on the influence of FSH on spermatogenesis and folliculogenesis, mainly in the germ cell of humans and other species. The possible roles of FSH in germ cell generation in vitro are also presented.
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Affiliation(s)
- Kaiana Recchia
- Department of Surgery, Faculty of Veterinary Medicine and Animal Sciences, University of São Paulo, São Paulo 01001-010, Brazil; (K.R.); (F.F.B.)
| | - Amanda Soares Jorge
- Department of Veterinary Medicine, School of Animal Sciences and Food Engineering, University of Sao Paulo, Pirassununga 13635-900, Brazil; (A.S.J.); (L.V.d.F.P.); (R.C.B.); (V.C.Z.); (D.d.S.M.); (C.E.A.)
| | - Laís Vicari de Figueiredo Pessôa
- Department of Veterinary Medicine, School of Animal Sciences and Food Engineering, University of Sao Paulo, Pirassununga 13635-900, Brazil; (A.S.J.); (L.V.d.F.P.); (R.C.B.); (V.C.Z.); (D.d.S.M.); (C.E.A.)
| | - Ramon Cesar Botigelli
- Department of Veterinary Medicine, School of Animal Sciences and Food Engineering, University of Sao Paulo, Pirassununga 13635-900, Brazil; (A.S.J.); (L.V.d.F.P.); (R.C.B.); (V.C.Z.); (D.d.S.M.); (C.E.A.)
- Department of Pharmacology, Institute of Biosciences, São Paulo State University (UNESP), Botucatu 18618-970, Brazil
| | - Vanessa Cristiane Zugaib
- Department of Veterinary Medicine, School of Animal Sciences and Food Engineering, University of Sao Paulo, Pirassununga 13635-900, Brazil; (A.S.J.); (L.V.d.F.P.); (R.C.B.); (V.C.Z.); (D.d.S.M.); (C.E.A.)
| | - Aline Fernanda de Souza
- Department Biomedical Science, Ontary Veterinary College, University of Guelph, Guelph, ON N1G 2W1, Canada;
| | - Daniele dos Santos Martins
- Department of Veterinary Medicine, School of Animal Sciences and Food Engineering, University of Sao Paulo, Pirassununga 13635-900, Brazil; (A.S.J.); (L.V.d.F.P.); (R.C.B.); (V.C.Z.); (D.d.S.M.); (C.E.A.)
| | - Carlos Eduardo Ambrósio
- Department of Veterinary Medicine, School of Animal Sciences and Food Engineering, University of Sao Paulo, Pirassununga 13635-900, Brazil; (A.S.J.); (L.V.d.F.P.); (R.C.B.); (V.C.Z.); (D.d.S.M.); (C.E.A.)
| | - Fabiana Fernandes Bressan
- Department of Surgery, Faculty of Veterinary Medicine and Animal Sciences, University of São Paulo, São Paulo 01001-010, Brazil; (K.R.); (F.F.B.)
- Department of Veterinary Medicine, School of Animal Sciences and Food Engineering, University of Sao Paulo, Pirassununga 13635-900, Brazil; (A.S.J.); (L.V.d.F.P.); (R.C.B.); (V.C.Z.); (D.d.S.M.); (C.E.A.)
| | - Naira Caroline Godoy Pieri
- Department of Veterinary Medicine, School of Animal Sciences and Food Engineering, University of Sao Paulo, Pirassununga 13635-900, Brazil; (A.S.J.); (L.V.d.F.P.); (R.C.B.); (V.C.Z.); (D.d.S.M.); (C.E.A.)
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Bartels CB, Uliasz TF, Lestz L, Mehlmann LM. Short-term testosterone use in female mice does not impair fertilizability of eggs: implications for the fertility care of transgender males. Hum Reprod 2021; 36:189-198. [PMID: 33160287 DOI: 10.1093/humrep/deaa282] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Revised: 09/16/2020] [Indexed: 11/14/2022] Open
Abstract
STUDY QUESTION Does testosterone use in females affect reproductive potential, particularly with regard to the production of fertilizable gametes? SUMMARY ANSWER Testosterone (T) injections given to post-pubertal female mice caused virilization and although the ovaries were smaller than controls they were still responsive and produced fertilizable eggs when superovulated. WHAT IS KNOWN ALREADY Studies to examine the effects of testosterone on reproductive potential in transgender males are lacking. Recently, a model was developed that simulates many aspects of testosterone use in transgender males in order to look at reproductive effects of testosterone in female mice. This study found masculinizing effects on the mice but did not find significant deficits on the number of ovarian follicles; however, effects of testosterone use on ovarian stimulation and fertilizability of oocytes were not investigated. STUDY DESIGN, SIZE, DURATION A total of 66, 6-week-old Hsd:NSA (CF-1) female mice and six Hsd:ICR (CD-1) male mice were used for this study. Mice were injected s.c. with 400 µg T or sesame oil once a week for 6 weeks and were either killed 1 week after the sixth injection (active exposure group), or 6-7 weeks after the final T injection (washout group). PARTICIPANTS/MATERIALS, SETTING, METHODS Both active exposure and washout groups were further subdivided into three groups: unstimulated, equine CG (eCG)-stimulated or eCG/hCG-stimulated. eCG-stimulated mice were killed 44-48 h after eCG injection. eCG/hCG-stimulated mice were injected with eCG, followed 48 h later with hCG. Mice were killed ∼13-18 h after the hCG injection. Data collected included daily vaginal cytology, terminal testosterone levels, ovary weights and histology, number of oocytes/eggs collected in each group, and cleavage to the two-cell stage following IVF. MAIN RESULTS AND THE ROLE OF CHANCE Testosterone-treated mice had testosterone levels elevated to the level of male mice and ceased cycling. Ovaries were significantly smaller in testosterone-treated mice, but they contained normal cohorts of follicles and responded to gonadotrophin stimulation by ovulating similar numbers of eggs as controls, that fertilized and cleaved in vitro. LIMITATIONS, REASONS FOR CAUTION Mice were treated for only 6 weeks, whereas many transgender men use testosterone for many years before considering biological children, and developmental competence was not assessed. Importantly, a mouse system may not perfectly simulate human reproductive physiology. WIDER IMPLICATIONS OF THE FINDINGS The current standard of care for transgender men who desire biological children is to cease testosterone therapy prior to ovarian stimulation, but the necessity for stopping testosterone is not known. Our model demonstrates that it is possible for testosterone-suppressed ovaries to respond to gonadotrophic stimulation by producing and ovulating fertilizable eggs, thereby obviating the need for testosterone cessation prior to ovarian stimulation. In time, these results may provide insights for future clinical trials of fertility treatment options for transgender men. STUDY FUNDING/COMPETING INTEREST(S) This study was funded by the Reproductive Endocrinology and Infertility fellowship program through UConn Health Graduate Medical Education (to C.B.B.). The authors have no competing interests. TRIAL REGISTRATION NUMBER N/A.
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Affiliation(s)
- C B Bartels
- Department of Cell Biology, UConn Health, Farmington, CT, USA.,Center for Advanced Reproductive Services, Division of Reproductive Endocrinology and Infertility, Department of Obstetrics and Gynecology, UConn Health, Farmington, CT, USA
| | - T F Uliasz
- Department of Cell Biology, UConn Health, Farmington, CT, USA
| | - L Lestz
- Department of Cell Biology, UConn Health, Farmington, CT, USA
| | - L M Mehlmann
- Department of Cell Biology, UConn Health, Farmington, CT, USA
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5
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Azhary JMK, Harada M, Kunitomi C, Kusamoto A, Takahashi N, Nose E, Oi N, Wada-Hiraike O, Urata Y, Hirata T, Hirota Y, Koga K, Fujii T, Osuga Y. Androgens Increase Accumulation of Advanced Glycation End Products in Granulosa Cells by Activating ER Stress in PCOS. Endocrinology 2020; 161:5724441. [PMID: 32020188 DOI: 10.1210/endocr/bqaa015] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Accepted: 02/04/2020] [Indexed: 12/15/2022]
Abstract
Polycystic ovary syndrome (PCOS) is associated with hyperandrogenism, and we previously found that androgens activate endoplasmic reticulum (ER) stress in granulosa cells from patients with PCOS. In addition, recent studies demonstrated the accumulation of advanced glycation end products (AGEs) in granulosa cells from PCOS patients, which contribute to the pathology. Therefore, we hypothesized that androgens upregulate the receptor for AGEs (RAGE) expression in granulosa cells by activating ER stress, thereby increasing the accumulation of AGEs in these cells and contributing to the pathology. In the present study, we show that testosterone increases RAGE expression and AGE accumulation in cultured human granulosa-lutein cells (GLCs), and this is reduced by pretreatment with tauroursodeoxycholic acid (TUDCA), an ER stress inhibitor in clinical use. Knockdown of the transcription factor C/EBP homologous protein (CHOP), an unfolded protein response factor activated by ER stress, inhibits testosterone-induced RAGE expression and AGE accumulation. The expression of RAGE and the accumulation of AGEs are upregulated in granulosa cells from PCOS patients and dehydroepiandrosterone-induced PCOS mice. Administration of the RAGE inhibitor FPS-ZM1 or TUDCA to PCOS mice reduces RAGE expression and AGE accumulation in granulosa cells, improves their estrous cycle, and reduces the number of atretic antral follicles. In summary, our findings indicate that hyperandrogenism in PCOS increases the expression of RAGE and accumulation of AGEs in the ovary by activating ER stress, and that targeting the AGE-RAGE system, either by using a RAGE inhibitor or a clinically available ER stress inhibitor, may represent a novel approach to PCOS therapy.
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Affiliation(s)
- Jerilee M K Azhary
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Miyuki Harada
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Chisato Kunitomi
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Akari Kusamoto
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Nozomi Takahashi
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Emi Nose
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Nagisa Oi
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Osamu Wada-Hiraike
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Yoko Urata
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Tetsuya Hirata
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Yasushi Hirota
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Kaori Koga
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Tomoyuki Fujii
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
| | - Yutaka Osuga
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Bunkyo, Tokyo, Japan
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Ben-Haroush A, Wertheimer A, Klochendler E, Sapir O, Shufaro Y, Oron G. Effect of letrozole added to gonadotropins in controlled ovarian stimulation protocols on the yield and maturity of retrieved oocytes. Gynecol Endocrinol 2019; 35:324-327. [PMID: 30596311 DOI: 10.1080/09513590.2018.1534950] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
Abstract
We aimed to evaluate the effect of co-administration of letrozole and gonadotropins during ovarian stimulation on oocyte yield and maturation in breast cancer patients prior to chemotherapy. A retrospective cohort design was used comparing oocyte cryopreservation cycles among patients with breast cancer patients with other oncological indications and women undergoing elective oocyte cryopreservation. All patients were treated with GnRH antagonist protocol using GnRH agonist for final oocyte maturation. The breast cancer group was additionally treated with letrozole (5 mg/d) from the first day of treatment until the day of oocyte retrieval. The cohort included 418 patients: 145 breast cancer patients, 168 with other oncological indications, and 105 patients who chose to undergo elective oocyte cryopreservation. There were no significant differences among the groups in the number of retrieved oocytes or proportion of mature oocytes. On multivariate linear regression models, co-treatment with letrozole was not a significant factor for the number of retrieved oocytes or for oocyte maturation rate after controlling for age, body mass index (BMI), and FSH dose. We conclude that the addition of letrozole to gonadotropins does not increase the number of oocytes retrieved or the oocyte maturation rate.
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Affiliation(s)
- Avi Ben-Haroush
- a IVF and Infertility Unit , Helen Schneider Hospital for Women, Rabin Medical Center, Beilinson Hospital , Petach Tikva , Israel
- b Sackler Faculty of Medicine , Tel Aviv University , Tel Aviv , Israel
| | - Avital Wertheimer
- a IVF and Infertility Unit , Helen Schneider Hospital for Women, Rabin Medical Center, Beilinson Hospital , Petach Tikva , Israel
- b Sackler Faculty of Medicine , Tel Aviv University , Tel Aviv , Israel
| | - Emilie Klochendler
- a IVF and Infertility Unit , Helen Schneider Hospital for Women, Rabin Medical Center, Beilinson Hospital , Petach Tikva , Israel
- b Sackler Faculty of Medicine , Tel Aviv University , Tel Aviv , Israel
| | - Onit Sapir
- a IVF and Infertility Unit , Helen Schneider Hospital for Women, Rabin Medical Center, Beilinson Hospital , Petach Tikva , Israel
- b Sackler Faculty of Medicine , Tel Aviv University , Tel Aviv , Israel
| | - Yoel Shufaro
- a IVF and Infertility Unit , Helen Schneider Hospital for Women, Rabin Medical Center, Beilinson Hospital , Petach Tikva , Israel
- b Sackler Faculty of Medicine , Tel Aviv University , Tel Aviv , Israel
| | - Galia Oron
- a IVF and Infertility Unit , Helen Schneider Hospital for Women, Rabin Medical Center, Beilinson Hospital , Petach Tikva , Israel
- b Sackler Faculty of Medicine , Tel Aviv University , Tel Aviv , Israel
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7
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Azhary JMK, Harada M, Takahashi N, Nose E, Kunitomi C, Koike H, Hirata T, Hirota Y, Koga K, Wada-Hiraike O, Fujii T, Osuga Y. Endoplasmic Reticulum Stress Activated by Androgen Enhances Apoptosis of Granulosa Cells via Induction of Death Receptor 5 in PCOS. Endocrinology 2019; 160:119-132. [PMID: 30423122 DOI: 10.1210/en.2018-00675] [Citation(s) in RCA: 61] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2018] [Accepted: 11/05/2018] [Indexed: 02/06/2023]
Abstract
Polycystic ovary syndrome (PCOS) is associated with hyperandrogenism and growth arrest of antral follicles. Previously, we found that endoplasmic reticulum (ER) stress is activated in granulosa cells of antral follicles in PCOS, evidenced by activation of unfolded protein response (UPR) genes. Based on this observation, we hypothesized that ER stress is activated by androgens in granulosa cells of antral follicles, and that activated ER stress promotes apoptosis via induction of the UPR transcription factor C/EBP homologous protein (CHOP) and subsequent activation of death receptor (DR) 5. In this study, we found that testosterone induced expression of various UPR genes, including CHOP, as well as DR5, in cultured human granulosa-lutein cells (GLCs). Pretreatment with the ER stress inhibitor tauroursodeoxycholic acid (TUDCA) inhibited testosterone-induced apoptosis and expression of DR5 and CHOP. Knockdown of CHOP inhibited testosterone-induced DR5 expression and apoptosis, and knockdown of DR5 inhibited testosterone-induced apoptosis. Pretreatment with flutamide, as well as knockdown of androgen receptor, decreased testosterone-induced DR5 and CHOP expression, as well as apoptosis. Expression of DR5 and CHOP was upregulated in GLCs obtained from patients with PCOS, as well as in granulosa cells of antral follicles in ovarian sections obtained from patients with PCOS and dehydroepiandrosterone-induced PCOS mice. Treatment of PCOS mice with TUDCA decreased apoptosis and DR5 expression in granulosa cells of antral follicles, with a concomitant reduction in CHOP expression. Taken together, our findings indicate that ER stress activated by hyperandrogenism in PCOS promotes apoptosis of granulosa cells of antral follicles via induction of DR5.
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Affiliation(s)
- Jerilee M K Azhary
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Miyuki Harada
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Nozomi Takahashi
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Emi Nose
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Chisato Kunitomi
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Hiroshi Koike
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Tetsuya Hirata
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Yasushi Hirota
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Kaori Koga
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Osamu Wada-Hiraike
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Tomoyuki Fujii
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
| | - Yutaka Osuga
- Department of Obstetrics and Gynecology, Faculty of Medicine, The University of Tokyo, Tokyo, Japan
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8
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Bercaire L, Nogueira SM, Lima PC, Alves VR, Donadio N, Dzik A, Cavagna M. ANDRO-IVF: a novel protocol for poor responders to IVF controlled ovarian stimulation. JBRA Assist Reprod 2018; 22:52-55. [PMID: 29303236 PMCID: PMC5844660 DOI: 10.5935/1518-0557.20180011] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Objective This study aimed to assess a novel protocol designed to improve poor ovarian
response through intra-ovarian androgenization. The endpoints were: number
of oocytes and mature oocytes retrieved, fertilization, cancellation and
pregnancy rates. Methods This prospective crossover study enrolled poor responders from previous
ovarian stimulation cycles submitted to a novel protocol called ANDRO-IVF.
The protocol included pretreatment with transdermal AndroGel(r) (Besins) 25
mg, oral letrozole 2.5 mg and subcutaneous hCG 2500 IU; cycle control was
performed with estradiol valerate and micronized progesterone; ovarian
stimulation was attained with gonadotropins FSH/LH 450 IU, GnRH antagonist
and hCG 5000 IU. Results Fourteen poor responders were enrolled. One patient did not meet the
inclusion criteria. Thirteen patients previously summited to the standard
protocol were offered the ANDRO-IVF Protocol.-Standard Protocol: Mean age:
35.30 years; cancellation rate: 61.53%; mean number of MII oocytes retrieved
per patient: 1.8; fertilization rate: 33.33%. Only two patients had embryo
transfers, and none got pregnant.-ANDRO-IVF Protocol: Mean age: 35.83 years;
cancellation rate: 7.69%; mean number of oocytes retrieved per patient:
5.58, MII oocytes: 3.91. ICSI was performed in 84.61% of the patients and a
mean of 1.5 embryos were transferred per patient. Fertilization rate: 62.5%;
cumulative pregnancy rate: 16.66%; mean duration of stimulation: 9.77
days. Conclusion ANDRO-IVF allows intra-ovarian androgenization by increasing serum and
intra-follicular androgen levels and preventing androgen aromatization. This
protocol apparently improved clinical outcomes of poor responders in
parameters such as number of oocytes retrieved and clinical pregnancy rates.
Further randomized controlled trials are needed to confirm these
findings.
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Affiliation(s)
| | | | | | - Vanessa R Alves
- IVF Centre - Hospital Pérola Byington, São Paulo - SP, Brazil
| | - Nilka Donadio
- IVF Centre - Hospital Pérola Byington, São Paulo - SP, Brazil
| | - Artur Dzik
- IVF Centre - Hospital Pérola Byington, São Paulo - SP, Brazil
| | - Mario Cavagna
- IVF Centre - Hospital Pérola Byington, São Paulo - SP, Brazil
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9
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Apolloni LB, Bruno JB, Alves BG, Ferreira ACA, Paes VM, Moreno JDLRC, de Aguiar FLN, Brandão FZ, Smitz J, Apgar G, de Figueiredo JR. Accelerated follicle growth during the culture of isolated caprine preantral follicles is detrimental to follicular survival and oocyte meiotic resumption. Theriogenology 2016; 86:1530-1540. [DOI: 10.1016/j.theriogenology.2016.05.012] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2015] [Revised: 04/14/2016] [Accepted: 05/13/2016] [Indexed: 11/17/2022]
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10
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Prinz J, Vogt I, Adornetto G, Campillos M. A Novel Drug-Mouse Phenotypic Similarity Method Detects Molecular Determinants of Drug Effects. PLoS Comput Biol 2016; 12:e1005111. [PMID: 27673331 PMCID: PMC5038975 DOI: 10.1371/journal.pcbi.1005111] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2016] [Accepted: 08/20/2016] [Indexed: 12/24/2022] Open
Abstract
The molecular mechanisms that translate drug treatment into beneficial and unwanted effects are largely unknown. We present here a novel approach to detect gene-drug and gene-side effect associations based on the phenotypic similarity of drugs and single gene perturbations in mice that account for the polypharmacological property of drugs. We scored the phenotypic similarity of human side effect profiles of 1,667 small molecules and biologicals to profiles of phenotypic traits of 5,384 mouse genes. The benchmarking with known relationships revealed a strong enrichment of physical and indirect drug-target connections, causative drug target-side effect links as well as gene-drug links involved in pharmacogenetic associations among phenotypically similar gene-drug pairs. The validation by in vitro assays and the experimental verification of an unknown connection between oxandrolone and prokineticin receptor 2 reinforces the ability of this method to provide new molecular insights underlying drug treatment. Thus, this approach may aid in the proposal of novel and personalized treatments. In order to avoid unwanted effects of current drug interventions, it is necessary to expand the knowledge of the molecular mechanisms related to drug action. Side effects offer insight into drug action, as for example similar side effects of unrelated drugs can be caused by their common off-targets. Moreover, the phenotypes of systematic single gene perturbation screenings in mice strongly contribute to the comprehension of gene function. Here, we present a novel approach that detects molecular interactions of drugs based on the phenotypic similarity of drugs and mouse models. The method is benchmarked with diverse data sets including drug-target interactions as well as gene-drug links of pharmacogenetic associations and validated by in vitro assays.
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Affiliation(s)
- Jeanette Prinz
- Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, Neuherberg, Germany
- German Center for Diabetes Research, Helmholtz Zentrum München, Neuherberg, Germany
| | - Ingo Vogt
- Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, Neuherberg, Germany
- German Center for Diabetes Research, Helmholtz Zentrum München, Neuherberg, Germany
| | - Gianluca Adornetto
- Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, Neuherberg, Germany
- German Center for Diabetes Research, Helmholtz Zentrum München, Neuherberg, Germany
| | - Mónica Campillos
- Institute of Bioinformatics and Systems Biology, Helmholtz Zentrum München, Neuherberg, Germany
- German Center for Diabetes Research, Helmholtz Zentrum München, Neuherberg, Germany
- * E-mail:
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11
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Du X, Li Q, Pan Z, Li Q. Androgen receptor and miRNA-126* axis controls follicle-stimulating hormone receptor expression in porcine ovarian granulosa cells. Reproduction 2016; 152:161-9. [PMID: 27222597 DOI: 10.1530/rep-15-0517] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2015] [Accepted: 05/23/2016] [Indexed: 12/31/2022]
Abstract
Androgen, which acts via the androgen receptor (AR), plays crucial roles in mammalian ovarian function. Recent studies showed that androgen/AR signaling regulates follicle-stimulating hormone receptor (FSHR) expression in follicles; however, the detailed mechanism underlying this regulation remained unknown. Here, we demonstrate that AR and miR-126* cooperate to inhibit FSHR expression and function in pig follicular granulosa cells (pGCs). In pGCs, overexpression of AR decreased, whereas knockdown increased, FSHR mRNA and protein expression; however, neither manipulation affected FSHR promoter activity. Using a dual-luciferase reporter assay, we found that the FSHR gene is a direct target of miR-126*, which inhibits FSHR expression and increases the rate of AR-induced apoptosis in pGCs. Collectively, our data show for the first time that the AR/miR-126* axis exerts synergetic effects in the regulation of FSHR expression and apoptosis in pGCs. Our findings thus define a novel pathway, AR/miR-126*/FSHR, that regulates mammalian GC functions.
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Affiliation(s)
- Xing Du
- College of Animal Science and TechnologyNanjing Agricultural University, Nanjing, China
| | - Qiqi Li
- College of Animal Science and TechnologyNanjing Agricultural University, Nanjing, China
| | - Zengxiang Pan
- College of Animal Science and TechnologyNanjing Agricultural University, Nanjing, China
| | - Qifa Li
- College of Animal Science and TechnologyNanjing Agricultural University, Nanjing, China
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12
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Bramble MS, Goldstein EH, Lipson A, Ngun T, Eskin A, Gosschalk JE, Roach L, Vashist N, Barseghyan H, Lee E, Arboleda VA, Vaiman D, Yuksel Z, Fellous M, Vilain E. A novel follicle-stimulating hormone receptor mutation causing primary ovarian failure: a fertility application of whole exome sequencing. Hum Reprod 2016; 31:905-14. [PMID: 26911863 DOI: 10.1093/humrep/dew025] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 01/28/2016] [Indexed: 12/11/2022] Open
Abstract
STUDY QUESTION Can whole exome sequencing (WES) and in vitro validation studies be used to find the causative genetic etiology in a patient with primary ovarian failure and infertility? SUMMARY ANSWER A novel follicle-stimulating hormone receptor (FSHR) mutation was found by WES and shown, via in vitro flow cytometry studies, to affect membrane trafficking. WHAT IS KNOWN ALREADY WES may diagnose up to 25-35% of patients with suspected disorders of sex development (DSD). FSHR mutations are an extremely rare cause of 46, XX gonadal dysgenesis with primary amenorrhea due to hypergonadotropic ovarian failure. STUDY DESIGN, SIZE, DURATION A WES study was followed by flow cytometry studies of mutant protein function. PARTICIPANTS/MATERIALS, SETTING, METHODS The study subjects were two Turkish sisters with hypergonadotropic primary amenorrhea, their parents and two unaffected sisters. The affected siblings and both parents were sequenced (trio-WES). Transient transfection of HEK 293T cells was performed with a vector containing wild-type FSHR as well as the novel FSHR variant that was discovered by WES. Cellular localization of FSHR protein as well as FSH-stimulated cyclic AMP (cAMP) production was evaluated using flow cytometry. MAIN RESULTS AND THE ROLE OF CHANCE Both affected sisters were homozygous for a previously unreported missense mutation (c.1222G>T, p.Asp408Tyr) in the second transmembrane domain of FSHR. Modeling predicted disrupted secondary structure. Flow cytometry demonstrated an average of 48% reduction in cell-surface signal detection (P < 0.01). The mean fluorescent signal for cAMP (second messenger of FSHR), stimulated by FSH, was reduced by 50% in the mutant-transfected cells (P < 0.01). LIMITATIONS, REASONS FOR CAUTION This is an in vitro validation. All novel purported genetic variants can be clinically reported only as 'variants of uncertain significance' until more patients with a similar phenotype are discovered with the same variant. WIDER IMPLICATIONS OF THE FINDINGS We report the first WES-discovered FSHR mutation, validated by quantitative flow cytometry. WES is a valuable tool for diagnosis of rare genetic diseases, and flow cytometry allows for quantitative characterization of purported variants. WES-assisted diagnosis allows for treatments aimed at the underlying molecular etiology of disease. Future studies should focus on pharmacological and assisted reproductive treatments aimed at the disrupted FSHR, so that patients with FSH resistance can be treated by personalized medicine. STUDY FUNDING/COMPETING INTERESTS E.V. is partially funded by the DSD Translational Research Network (NICHD 1R01HD068138). M.S.B. is funded by the Neuroendocrinology, Sex Differences and Reproduction training grant (NICHD 5T32HD007228). The authors have no competing interests to disclose.
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Affiliation(s)
- Matthew S Bramble
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Ellen H Goldstein
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA Division of Reproductive Endocrinology and Infertility, Department of Obstetrics and Gynecology, University of California Los Angeles, 10833 Le Conte Avenue, Room 24-130 CHS, Los Angeles, CA 90095, USA
| | - Allen Lipson
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Tuck Ngun
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Ascia Eskin
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Jason E Gosschalk
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Lara Roach
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Neerja Vashist
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Hayk Barseghyan
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Eric Lee
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Valerie A Arboleda
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
| | - Daniel Vaiman
- Department of Development, Reproduction, and Cancer, Institut Cochin, U1016 Inserm, University Sorbonne Paris, CNRS UMR8104, Paris, France
| | - Zafer Yuksel
- Department of Medical Genetics, Women and Children Hospital, Halkkent Mh. Fatih Sultan Mehmet Boulevard No. 23, Mersin 33240, Turkey
| | - Marc Fellous
- Department of Development, Reproduction, and Cancer, Institut Cochin, U1016 Inserm, University Sorbonne Paris, CNRS UMR8104, Paris, France
| | - Eric Vilain
- Department of Human Genetics, David Geffen School of Medicine at the University of California Los Angeles, 695 Charles E Young Drive South, Los Angeles, CA 90095, USA
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Garcia-Velasco J. Response: poor responders and androgen adjuvant treatment: "still haven't found what I'm looking for…". Reprod Biomed Online 2014; 29:653-4. [PMID: 25246125 DOI: 10.1016/j.rbmo.2014.07.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2014] [Accepted: 07/24/2014] [Indexed: 11/30/2022]
Affiliation(s)
- Juan Garcia-Velasco
- Instituto Valenciano de Infertilidad, IVI-Madrid, Av del Talgo 68, 28023 Madrid, Spain.
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14
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Poor responders and androgen adjuvant treatment: "Still haven't found what I'm looking for...". Reprod Biomed Online 2014; 28:661-2. [PMID: 24899085 DOI: 10.1016/j.rbmo.2014.04.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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15
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Sun B, Wang F, Sun J, Yu W, Sun Y. Basal serum testosterone levels correlate with ovarian response but do not predict pregnancy outcome in non-PCOS women undergoing IVF. J Assist Reprod Genet 2014; 31:829-35. [PMID: 24849376 DOI: 10.1007/s10815-014-0246-8] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2013] [Accepted: 05/05/2014] [Indexed: 01/13/2023] Open
Abstract
PURPOSE To evaluate basal testosterone (T) levels in women undergoing in vitro fertilization (IVF) cycles and examine the association between basal T levels and ovarian response or IVF pregnancy outcome. METHODS We retrospectively analyzed 1413 infertile Chinese women undergoing their first IVF treatment at our institution's reproductive center from March 2011 to May 2013. The basal testosterone (T) levels in women undergoing in vitro fertilization (IVF) and the relationship between basal T levels and ovarian response or IVF pregnancy outcome were determined. These patients did not have polycystic ovary syndrome (PCOS) or endometriosis, and were treated with a long luteal down-regulation protocol. Subjects were divided into 2 groups according to basal testosterone (T) levels: Group 1, basal T values <20 ng/dl (n = 473), and Group 2, basal T values >20 ng/dl (n = 940). We evaluated the association of basal T levels with ovarian response and IVF outcome in the two groups. RESULTS In this study, BMI, basal follicle-stimulating hormone (FSH) levels, basal luteinizing hormone (LH) levels, antral follicle count (AFC), days of stimulation, total gonadotrophin dose, basal FSH/LH ratio, and the number of follicles >14 mm were significantly different (P < 0.05) between the two groups. Basal T level positively correlated with ovarian reserve function, number of follicles >14 mm on human chorionic gonadotrophin (HCG) day, and total gonadotropin dose. However, basal T levels play no role in predicting IVF pregnancy outcome. CONCLUSION Basal T level can be used as a good predictor for ovarian response and the number of large follicles on HCG day. Additionally, we may use basal T level as a marker to predict FSH dosage. In general women, lower level of T might relate with potential poor ovarian response. However, based on our data, basal T levels do not predict pregnancy outcome.
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Affiliation(s)
- Bo Sun
- Reproductive Medical Center, First Affiliated Hospital of Zhengzhou University, Henan, China
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Androgens regulate ovarian follicular development by increasing follicle stimulating hormone receptor and microRNA-125b expression. Proc Natl Acad Sci U S A 2014; 111:3008-13. [PMID: 24516121 DOI: 10.1073/pnas.1318978111] [Citation(s) in RCA: 215] [Impact Index Per Article: 19.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023] Open
Abstract
Although androgen excess is considered detrimental to women's health and fertility, global and ovarian granulosa cell-specific androgen-receptor (AR) knockout mouse models have been used to show that androgen actions through ARs are actually necessary for normal ovarian function and female fertility. Here we describe two AR-mediated pathways in granulosa cells that regulate ovarian follicular development and therefore female fertility. First, we show that androgens attenuate follicular atresia through nuclear and extranuclear signaling pathways by enhancing expression of the microRNA (miR) miR-125b, which in turn suppresses proapoptotic protein expression. Second, we demonstrate that, independent of transcription, androgens enhance follicle-stimulating hormone (FSH) receptor expression, which then augments FSH-mediated follicle growth and development. Interestingly, we find that the scaffold molecule paxillin regulates both processes, making it a critical regulator of AR actions in the ovary. Finally, we report that low doses of exogenous androgens enhance gonadotropin-induced ovulation in mice, further demonstrating the critical role that androgens play in follicular development and fertility. These data may explain reported positive effects of androgens on ovulation rates in women with diminished ovarian reserve. Furthermore, this study demonstrates mechanisms that might contribute to the unregulated follicle growth seen in diseases of excess androgens such as polycystic ovary syndrome.
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Garcia-Velasco JA. The use of aromatase inhibitors in in vitro fertilization. Fertil Steril 2012; 98:1356-8. [PMID: 23062732 DOI: 10.1016/j.fertnstert.2012.09.042] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2012] [Revised: 09/23/2012] [Accepted: 09/24/2012] [Indexed: 11/16/2022]
Abstract
The use of aromatase inhibitors (AIs) in IVF patients remains controversial. AIs can be considered for ovulation induction for IVF in women who are normal and poor responders, are at risk of ovarian hyperstimulation syndrome or thrombosis, who have endometriosis, and/or are undergoing fertility preservation procedures as a result of estrogen-dependent cancers, primarily breast and endometrial cancers. Although the biologic plausibility of the capacity of AIs in IVF patients is promising, results should be interpreted with caution, because the efficacy of AIs needs to be proven in randomized trials.
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