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Lee S, Arffman RK, Komsi EK, Lindgren O, Kemppainen J, Kask K, Saare M, Salumets A, Piltonen TT. Dynamic changes in AI-based analysis of endometrial cellular composition: Analysis of PCOS and RIF endometrium. J Pathol Inform 2024; 15:100364. [PMID: 38445292 PMCID: PMC10914580 DOI: 10.1016/j.jpi.2024.100364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Revised: 01/24/2024] [Accepted: 01/24/2024] [Indexed: 03/07/2024] Open
Abstract
Background The human endometrium undergoes a monthly cycle of tissue growth and degeneration. During the mid-secretory phase, the endometrium establishes an optimal niche for embryo implantation by regulating cellular composition (e.g., epithelial and stromal cells) and differentiation. Impaired endometrial development observed in conditions such as polycystic ovary syndrome (PCOS) and recurrent implantation failure (RIF) contributes to infertility. Surprisingly, despite the importance of the endometrial lining properly developing prior to pregnancy, precise measures of endometrial cellular composition in these two infertility-associated conditions are entirely lacking. Additionally, current methods for measuring the epithelial and stromal area have limitations, including intra- and inter-observer variability and efficiency. Methods We utilized a deep-learning artificial intelligence (AI) model, created on a cloud-based platform and developed in our previous study. The AI model underwent training to segment both areas populated by epithelial and stromal endometrial cells. During the training step, a total of 28.36 mm2 areas were annotated, comprising 2.56 mm2 of epithelium and 24.87 mm2 of stroma. Two experienced pathologists validated the performance of the AI model. 73 endometrial samples from healthy control women were included in the sample set to establish cycle phase-dependent dynamics of the endometrial epithelial-to-stroma ratio from the proliferative (PE) to secretory (SE) phases. In addition, 91 samples from PCOS cases, accounting for the presence or absence of ovulation and representing all menstrual cycle phases, and 29 samples from RIF patients on day 5 after progesterone administration in the hormone replacement treatment cycle were also included and analyzed in terms of cellular composition. Results Our AI model exhibited reliable and reproducible performance in delineating epithelial and stromal compartments, achieving an accuracy of 92.40% and 99.23%, respectively. Moreover, the performance of the AI model was comparable to the pathologists' assessment, with F1 scores exceeding 82% for the epithelium and >96% for the stroma. Next, we compared the endometrial epithelial-to-stromal ratio during the menstrual cycle in women with PCOS and in relation to endometrial receptivity status in RIF patients. The ovulatory PCOS endometrium exhibited epithelial cell proportions similar to those of control and healthy women's samples in every cycle phase, from the PE to the late SE, correlating with progesterone levels (control SE, r2 = 0.64, FDR < 0.001; PCOS SE, r2 = 0.52, FDR < 0.001). The mid-SE endometrium showed the highest epithelial percentage compared to both the early and late SE endometrium in both healthy women and PCOS patients. Anovulatory PCOS cases showed epithelial cellular fractions comparable to those of PCOS cases in the PE (Anovulatory, 14.54%; PCOS PE, 15.56%, p = 1.00). We did not observe significant differences in the epithelial-to-stroma ratio in the hormone-induced endometrium in RIF patients with different receptivity statuses. Conclusion The AI model rapidly and accurately identifies endometrial histology features by calculating areas occupied by epithelial and stromal cells. The AI model demonstrates changes in epithelial cellular proportions according to the menstrual cycle phase and reveals no changes in epithelial cellular proportions based on PCOS and RIF conditions. In conclusion, the AI model can potentially improve endometrial histology assessment by accelerating the analysis of the cellular composition of the tissue and by ensuring maximal objectivity for research and clinical purposes.
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Affiliation(s)
- Seungbaek Lee
- Department of Obstetrics and Gynaecology, Research Unit of Clinical Medicine, Medical Research Center, Oulu University Hospital, University of Oulu, Oulu 90220, Finland
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu 50406, Estonia
| | - Riikka K. Arffman
- Department of Obstetrics and Gynaecology, Research Unit of Clinical Medicine, Medical Research Center, Oulu University Hospital, University of Oulu, Oulu 90220, Finland
| | - Elina K. Komsi
- Department of Obstetrics and Gynaecology, Research Unit of Clinical Medicine, Medical Research Center, Oulu University Hospital, University of Oulu, Oulu 90220, Finland
| | - Outi Lindgren
- Department of Pathology, Oulu University Hospital, Cancer and Translational Medicine Research Unit, University of Oulu, Oulu 90220, Finland
| | - Janette Kemppainen
- Department of Pathology, Oulu University Hospital, Cancer and Translational Medicine Research Unit, University of Oulu, Oulu 90220, Finland
| | - Keiu Kask
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu 50406, Estonia
- Competence Centre on Health Technologies, Tartu 51014, Estonia
| | - Merli Saare
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu 50406, Estonia
- Competence Centre on Health Technologies, Tartu 51014, Estonia
| | - Andres Salumets
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu 50406, Estonia
- Competence Centre on Health Technologies, Tartu 51014, Estonia
- Division of Obstetrics and Gynaecology, Department of Clinical Science, Intervention and Technology, Karolinska Institute and Karolinska University Hospital, Stockholm 14152, Sweden
| | - Terhi T. Piltonen
- Department of Obstetrics and Gynaecology, Research Unit of Clinical Medicine, Medical Research Center, Oulu University Hospital, University of Oulu, Oulu 90220, Finland
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Pathare ADS, Loid M, Saare M, Gidlöf SB, Zamani Esteki M, Acharya G, Peters M, Salumets A. Endometrial receptivity in women of advanced age: an underrated factor in infertility. Hum Reprod Update 2023; 29:773-793. [PMID: 37468438 PMCID: PMC10628506 DOI: 10.1093/humupd/dmad019] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 05/24/2023] [Indexed: 07/21/2023] Open
Abstract
BACKGROUND Modern lifestyle has led to an increase in the age at conception. Advanced age is one of the critical risk factors for female-related infertility. It is well known that maternal age positively correlates with the deterioration of oocyte quality and chromosomal abnormalities in oocytes and embryos. The effect of age on endometrial function may be an equally important factor influencing implantation rate, pregnancy rate, and overall female fertility. However, there are only a few published studies on this topic, suggesting that this area has been under-explored. Improving our knowledge of endometrial aging from the biological (cellular, molecular, histological) and clinical perspectives would broaden our understanding of the risks of age-related female infertility. OBJECTIVE AND RATIONALE The objective of this narrative review is to critically evaluate the existing literature on endometrial aging with a focus on synthesizing the evidence for the impact of endometrial aging on conception and pregnancy success. This would provide insights into existing gaps in the clinical application of research findings and promote the development of treatment options in this field. SEARCH METHODS The review was prepared using PubMed (Medline) until February 2023 with the keywords such as 'endometrial aging', 'receptivity', 'decidualization', 'hormone', 'senescence', 'cellular', 'molecular', 'methylation', 'biological age', 'epigenetic', 'oocyte recipient', 'oocyte donation', 'embryo transfer', and 'pregnancy rate'. Articles in a language other than English were excluded. OUTCOMES In the aging endometrium, alterations occur at the molecular, cellular, and histological levels suggesting that aging has a negative effect on endometrial biology and may impair endometrial receptivity. Additionally, advanced age influences cellular senescence, which plays an important role during the initial phase of implantation and is a major obstacle in the development of suitable senolytic agents for endometrial aging. Aging is also accountable for chronic conditions associated with inflammaging, which eventually can lead to increased pro-inflammation and tissue fibrosis. Furthermore, advanced age influences epigenetic regulation in the endometrium, thus altering the relation between its epigenetic and chronological age. The studies in oocyte donation cycles to determine the effect of age on endometrial receptivity with respect to the rates of implantation, clinical pregnancy, miscarriage, and live birth have revealed contradictory inferences indicating the need for future research on the mechanisms and corresponding causal effects of women's age on endometrial receptivity. WIDER IMPLICATIONS Increasing age can be accountable for female infertility and IVF failures. Based on the complied observations and synthesized conclusions in this review, advanced age has been shown to have a negative impact on endometrial functioning. This information can provide recommendations for future research focusing on molecular mechanisms of age-related cellular senescence, cellular composition, and transcriptomic changes in relation to endometrial aging. Additionally, further prospective research is needed to explore newly emerging therapeutic options, such as the senolytic agents that can target endometrial aging without affecting decidualization. Moreover, clinical trial protocols, focusing on oocyte donation cycles, would be beneficial in understanding the direct clinical implications of endometrial aging on pregnancy outcomes.
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Affiliation(s)
- Amruta D S Pathare
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Marina Loid
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
| | - Merli Saare
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
| | - Sebastian Brusell Gidlöf
- Division of Obstetrics and Gynaecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden
- Department of Gynecology and Reproductive Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Masoud Zamani Esteki
- Division of Obstetrics and Gynaecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden
- Department of Clinical Genetics, Maastricht University Medical Centre+, Maastricht, The Netherlands
- Department of Genetics and Cell Biology, GROW School for Oncology and Reproduction, Maastricht University, Maastricht, The Netherlands
| | - Ganesh Acharya
- Division of Obstetrics and Gynaecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden
- Department of Clinical Medicine, Women’s Health and Perinatology Research Group, UiT The Arctic University of Norway, Tromsø, Norway
| | - Maire Peters
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
| | - Andres Salumets
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
- Division of Obstetrics and Gynaecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute and Karolinska University Hospital, Stockholm, Sweden
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Meltsov A, Saare M, Teder H, Paluoja P, Arffman RK, Piltonen T, Laudanski P, Wielgoś M, Gianaroli L, Koel M, Peters M, Salumets A, Krjutškov K, Palta P. Targeted gene expression profiling for accurate endometrial receptivity testing. Sci Rep 2023; 13:13959. [PMID: 37633957 PMCID: PMC10460380 DOI: 10.1038/s41598-023-40991-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Accepted: 08/20/2023] [Indexed: 08/28/2023] Open
Abstract
Expressional profiling of the endometrium enables the personalised timing of the window of implantation (WOI). This study presents and evaluates a novel analytical pipeline based on a TAC-seq (Targeted Allele Counting by sequencing) method for endometrial dating. The expressional profiles were clustered, and differential expression analysis was performed on the model development group, using 63 endometrial biopsies spanning over proliferative (PE, n = 18), early-secretory (ESE, n = 18), mid-secretory (MSE, n = 17) and late-secretory (LSE, n = 10) endometrial phases of the natural cycle. A quantitative predictor model was trained on the development group and validated on sequenced samples from healthy women, consisting of 52 paired samples taken from ESE and MSE phases and five LSE phase samples from 31 individuals. Finally, the developed test was applied to 44 MSE phase samples from a study group of patients diagnosed with recurrent implantation failure (RIF). In validation samples (n = 57), we detected displaced WOI in 1.8% of the samples from fertile women. In the RIF study group, we detected a significantly higher proportion of the samples with shifted WOI than in the validation set of samples from fertile women, 15.9% and 1.8% (p = 0.012), respectively. The developed model was evaluated with an average cross-validation accuracy of 98.8% and an accuracy of 98.2% in the validation group. The developed beREADY screening model enables sensitive and dynamic detection of selected transcriptome biomarkers, providing a quantitative and accurate prediction of endometrial receptivity status.
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Affiliation(s)
- Alvin Meltsov
- Competence Centre On Health Technologies, 50411, Tartu, Estonia
- Department of Genetics and Cell Biology, GROW School for Oncology and Developmental Biology, Maastricht University, 6200 MD, Maastricht, The Netherlands
| | - Merli Saare
- Competence Centre On Health Technologies, 50411, Tartu, Estonia.
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 50406, Tartu, Estonia.
| | - Hindrek Teder
- Competence Centre On Health Technologies, 50411, Tartu, Estonia
- Institute of Biomedicine and Translational Medicine, University of Tartu, 50411, Tartu, Estonia
| | - Priit Paluoja
- Competence Centre On Health Technologies, 50411, Tartu, Estonia
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 50406, Tartu, Estonia
| | - Riikka K Arffman
- Department of Obstetrics and Gynecology, PEDEGO Research Unit, Medical Research Center, Oulu University Hospital, University of Oulu, FI-90014, Oulu, Finland
| | - Terhi Piltonen
- Department of Obstetrics and Gynecology, PEDEGO Research Unit, Medical Research Center, Oulu University Hospital, University of Oulu, FI-90014, Oulu, Finland
| | - Piotr Laudanski
- Oviklinika Infertility Center, 01-377, Warsaw, Poland
- Women's Health Research Institute, Calisia University, 62-800, Kalisz, Poland
- Department of Obstetrics, Gynecology and Gynaecological Oncology, Medical University of Warsaw, 02-091, Warsaw, Poland
| | | | - Luca Gianaroli
- SISMeR, Reproductive Medicine Institute, 40138, Bologna, Italy
| | - Mariann Koel
- Institute of Genomics, University of Tartu, 51010, Tartu, Estonia
| | - Maire Peters
- Competence Centre On Health Technologies, 50411, Tartu, Estonia
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 50406, Tartu, Estonia
| | - Andres Salumets
- Competence Centre On Health Technologies, 50411, Tartu, Estonia
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 50406, Tartu, Estonia
- Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet and Karolinska University Hospital, SE-141 52, Stockholm, Sweden
| | - Kaarel Krjutškov
- Competence Centre On Health Technologies, 50411, Tartu, Estonia
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 50406, Tartu, Estonia
| | - Priit Palta
- Competence Centre On Health Technologies, 50411, Tartu, Estonia
- Institute of Genomics, University of Tartu, 51010, Tartu, Estonia
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, FI-00014, Helsinki, Finland
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Pathare ADS, Saare M, Meltsov A, Lawarde A, Modhukur V, Kalinina A, Sekavin A, Kukushkina V, Karro H, Salumets A, Peters M. The cervical transcriptome changes during the menstrual cycle but does not predict the window of implantation. Front Reprod Health 2023; 5:1224919. [PMID: 37519341 PMCID: PMC10375708 DOI: 10.3389/frph.2023.1224919] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 07/04/2023] [Indexed: 08/01/2023] Open
Abstract
Introduction The expression of genes in female reproductive organs is influenced by the cyclic changes in hormone levels during the menstrual cycle. While the molecular changes in the endometrium that facilitate embryo implantation have been extensively studied, there is limited knowledge about the impact of the menstrual cycle on cervical cells. Cervical cells can be easily and routinely collected using a cytobrush during gynecological examination, offering a standardized approach for diagnostic testing. In this study we investigated how the transcriptome of cervical cells changes during the menstrual cycle and assessed the utility of these cells to determine endometrial receptivity. Methods Endocervical cells were collected with cytobrushes from 16 healthy women at different menstrual cycle phases in natural cycles and from four women undergoing hormonal replacement cycles. RNA sequencing was applied to gain insight into the transcriptome of cervical cells. Results Transcriptome analysis identified four differentially expressed genes (DEGs) between early- and mid-secretory samples, suggesting that the transcriptome of cervical cells does not change significantly during the opening of the implantation window. The most differences appeared during the transition to the late secretory phase (2136 DEGs) before the onset of menstruation. Cervical cells collected during hormonal replacement cycles showed 1899 DEGs enriched in immune system processes. Conclusions The results of our study suggested that cervical cells undergo moderate transcriptomic changes throughout the menstrual cycle; however, these changes do not reflect the gene expression pattern of endometrial tissue and offer little or no potential for endometrial receptivity diagnostics.
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Affiliation(s)
- Amruta D. S. Pathare
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Merli Saare
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
| | - Alvin Meltsov
- Competence Centre on Health Technologies, Tartu, Estonia
- Department of Genetics and Cell Biology, GROW School for Oncology and Developmental Biology, Maastricht University, Maastricht, Netherlands
| | - Ankita Lawarde
- Competence Centre on Health Technologies, Tartu, Estonia
- Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Vijayachitra Modhukur
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
| | | | - Aire Sekavin
- Women’s Clinic, Tartu University Hospital, Tartu, Estonia
| | | | - Helle Karro
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Women’s Clinic, Tartu University Hospital, Tartu, Estonia
| | - Andres Salumets
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
- Institute of Genomics, University of Tartu, Tartu, Estonia
- Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, and Karolinska University Hospital, Stockholm, Sweden
| | - Maire Peters
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
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Kovács Z, Reidy F, Glover L, McAuliffe FM, Stockmann H, Kilbane MT, Twomey PJ, Peters M, Saare M, Rudd PM, Utt M, Wingfield M, Salumets A, Saldova R. N-glycans from serum IgG and total serum glycoproteins specific for endometriosis. Sci Rep 2023; 13:10480. [PMID: 37380737 DOI: 10.1038/s41598-023-37421-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 06/21/2023] [Indexed: 06/30/2023] Open
Abstract
Endometriosis is a chronic inflammatory gynaecological disease characterized by the growth of endometrial tissue outside the uterine cavity. There are currently no definitive non-invasive diagnostic tools. Glycosylation is the most common posttranslational modification of proteins and altered glycosylation has been found in many diseases, including chronic inflammatory conditions and cancer. Sialylation and galactosylation on serum IgG have previously been found to be altered in endometriosis and serum sialylation changed after Zoladex (Goserelin Acetate) therapy. Using IgG and whole serum glycoproteins, we investigated N-glycosylation in two clinical cohorts of women with and without endometriosis. PNGase F-digested serum samples were fluorescently labelled and N-glycans were profiled by ultra-performance liquid chromatography. Clinical data was collected to link glycomic findings with metabolic and hormonal profiles. Total serum glycoprotein and IgG glycosylation differed in patients with endometriosis compared to control cases. The most significantly altered was glycan peak 3 from IgG, containing bisected biantennary glycans, which was decreased in the endometriosis cohorts (p = 0.0000005-0.018). In conclusion, this is the first pilot study to identify changes in N-glycans from whole serum glycoproteins associated with endometriosis. A larger validation study is now warranted and such studies should include the follow-up of surgically and pharmacologically treated patients.
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Affiliation(s)
- Zsuzsanna Kovács
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Belfield, Blackrock, Dublin, A94 X099, Co. Dublin, Ireland
| | - Fiona Reidy
- Merrion Fertility Clinic and National Maternity Hospital, Dublin, Ireland
| | - Louise Glover
- Merrion Fertility Clinic and National Maternity Hospital, Dublin, Ireland
- Obstetrics and Gynaecology, UCD Perinatal Research Centre, School of Medicine, University College Dublin, National Maternity Hospital, Dublin, Ireland
| | - Fionnuala M McAuliffe
- Obstetrics and Gynaecology, UCD Perinatal Research Centre, School of Medicine, University College Dublin, National Maternity Hospital, Dublin, Ireland
| | - Henning Stockmann
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Belfield, Blackrock, Dublin, A94 X099, Co. Dublin, Ireland
| | - Mark T Kilbane
- Department of Clinical Chemistry, St. Vincent's University Hospital, Dublin, Ireland
| | - Patrick J Twomey
- Department of Clinical Chemistry, St. Vincent's University Hospital, Dublin, Ireland
- UCD School of Medicine and Medical Science, University College Dublin, Dublin, Ireland
| | - Maire Peters
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre On Health Technologies, Tartu, Estonia
| | - Merli Saare
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre On Health Technologies, Tartu, Estonia
| | - Pauline M Rudd
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Belfield, Blackrock, Dublin, A94 X099, Co. Dublin, Ireland
| | - Meeme Utt
- Department of Immunology, Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Mary Wingfield
- Merrion Fertility Clinic and National Maternity Hospital, Dublin, Ireland
- Obstetrics and Gynaecology, UCD Perinatal Research Centre, School of Medicine, University College Dublin, National Maternity Hospital, Dublin, Ireland
| | - Andres Salumets
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Competence Centre On Health Technologies, Tartu, Estonia
- Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology, Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden
| | - Radka Saldova
- NIBRT GlycoScience Group, National Institute for Bioprocessing Research and Training, Belfield, Blackrock, Dublin, A94 X099, Co. Dublin, Ireland.
- College of Health and Agricultural Science (CHAS), UCD School of Medicine, University College Dublin (UCD), Dublin, D07 A8NN, Ireland.
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6
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Rahmioglu N, Mortlock S, Ghiasi M, Møller PL, Stefansdottir L, Galarneau G, Turman C, Danning R, Law MH, Sapkota Y, Christofidou P, Skarp S, Giri A, Banasik K, Krassowski M, Lepamets M, Marciniak B, Nõukas M, Perro D, Sliz E, Sobalska-Kwapis M, Thorleifsson G, Topbas-Selcuki NF, Vitonis A, Westergaard D, Arnadottir R, Burgdorf KS, Campbell A, Cheuk CSK, Clementi C, Cook J, De Vivo I, DiVasta A, Dorien O, Donoghue JF, Edwards T, Fontanillas P, Fung JN, Geirsson RT, Girling JE, Harkki P, Harris HR, Healey M, Heikinheimo O, Holdsworth-Carson S, Hostettler IC, Houlden H, Houshdaran S, Irwin JC, Jarvelin MR, Kamatani Y, Kennedy SH, Kepka E, Kettunen J, Kubo M, Kulig B, Kurra V, Laivuori H, Laufer MR, Lindgren CM, MacGregor S, Mangino M, Martin NG, Matalliotaki C, Matalliotakis M, Murray AD, Ndungu A, Nezhat C, Olsen CM, Opoku-Anane J, Padmanabhan S, Paranjpe M, Peters M, Polak G, Porteous DJ, Rabban J, Rexrode KM, Romanowicz H, Saare M, Saavalainen L, Schork AJ, Sen S, Shafrir AL, Siewierska-Górska A, Słomka M, Smith BH, Smolarz B, Szaflik T, Szyłło K, Takahashi A, Terry KL, Tomassetti C, Treloar SA, Vanhie A, Vincent K, Vo KC, Werring DJ, Zeggini E, Zervou MI, Adachi S, Buring JE, Ridker PM, D’Hooghe T, Goulielmos GN, Hapangama DK, Hayward C, Horne AW, Low SK, Martikainen H, Chasman DI, Rogers PAW, Saunders PT, Sirota M, Spector T, Strapagiel D, Tung JY, Whiteman DC, Giudice LC, Velez-Edwards DR, Uimari O, Kraft P, Salumets A, Nyholt DR, Mägi R, Stefansson K, Becker CM, Yurttas-Beim P, Steinthorsdottir V, Nyegaard M, Missmer SA, Montgomery GW, Morris AP, Zondervan KT. The genetic basis of endometriosis and comorbidity with other pain and inflammatory conditions. Nat Genet 2023; 55:423-436. [PMID: 36914876 PMCID: PMC10042257 DOI: 10.1038/s41588-023-01323-z] [Citation(s) in RCA: 40] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Accepted: 01/27/2023] [Indexed: 03/16/2023]
Abstract
Endometriosis is a common condition associated with debilitating pelvic pain and infertility. A genome-wide association study meta-analysis, including 60,674 cases and 701,926 controls of European and East Asian descent, identified 42 genome-wide significant loci comprising 49 distinct association signals. Effect sizes were largest for stage 3/4 disease, driven by ovarian endometriosis. Identified signals explained up to 5.01% of disease variance and regulated expression or methylation of genes in endometrium and blood, many of which were associated with pain perception/maintenance (SRP14/BMF, GDAP1, MLLT10, BSN and NGF). We observed significant genetic correlations between endometriosis and 11 pain conditions, including migraine, back and multisite chronic pain (MCP), as well as inflammatory conditions, including asthma and osteoarthritis. Multitrait genetic analyses identified substantial sharing of variants associated with endometriosis and MCP/migraine. Targeted investigations of genetically regulated mechanisms shared between endometriosis and other pain conditions are needed to aid the development of new treatments and facilitate early symptomatic intervention.
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Affiliation(s)
- Nilufer Rahmioglu
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Sally Mortlock
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Marzieh Ghiasi
- Department of Epidemiology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA
| | - Peter L Møller
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
| | | | | | - Constance Turman
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Rebecca Danning
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston MA, USA
| | - Matthew H Law
- Statistical Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Health, and Institute of health and Biomedical Innovation, Queensland University of Technology, Kelvin Grove, Queensland, Australia
| | - Yadav Sapkota
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Paraskevi Christofidou
- Department of Twin Research and Genetic Epidemiology, St. Thomas’ Hospital, Kings College London, London, UK
| | - Sini Skarp
- Northern Finland Birth Cohorts, Faculty of Medicine, University of Oulu, Oulu, Finland
| | - Ayush Giri
- Department of Obstetrics and Gynecology, Institute of Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Karina Banasik
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Michal Krassowski
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Maarja Lepamets
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Błażej Marciniak
- Biobank Lab, Department of Oncobiology and Epigenetics, Faculty of Biology and Environmental Protection, University of Lodz, Łódź, Poland
| | - Margit Nõukas
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Danielle Perro
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Eeva Sliz
- Computational Medicine and Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Oulu, Finland
| | - Marta Sobalska-Kwapis
- Biobank Lab, Department of Oncobiology and Epigenetics, Faculty of Biology and Environmental Protection, University of Lodz, Łódź, Poland
| | | | - Nura F Topbas-Selcuki
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Allison Vitonis
- Boston Center for Endometriosis, Boston Children’s Hospital and Brigham and Women’s Hospital, Boston, MA, USA
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - David Westergaard
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Ragnheidur Arnadottir
- Department of Obstetrics and Gynecology, Landspitali University Hospital, Reykjavik, Iceland
| | - Kristoffer S Burgdorf
- Department of Clinical Immunology, Copenhagen University Hospital, Copenhagen, Denmark
| | - Archie Campbell
- Centre for Genomic and Experimental Medicine, Institute of Genetics & Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Cecilia SK Cheuk
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | | | - James Cook
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - Immaculata De Vivo
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Amy DiVasta
- Boston Center for Endometriosis, Boston Children’s Hospital and Brigham and Women’s Hospital, Boston, MA, USA
- Division of Adolescent and Young Adult Medicine, Department of Medicine, Boston Children’s Hospital and Harvard Medical School, Boston, MA, USA
| | - O Dorien
- Department of Obstetrics and Gynaecology, Leuven University Fertility Centre, University Hospital Leuven, Leuven, Belgium
- KULeuven (University of Leuven), Department of Development and Regeneration, Organ systems, Leuven, Belgium
| | - Jacqueline F Donoghue
- University of Melbourne Department of Obstetrics and Gynaecology, Royal Women’s Hospital, Melbourne, Australia
| | - Todd Edwards
- Department of Obstetrics and Gynecology, Institute of Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Jenny N Fung
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Reynir T Geirsson
- Department of Obstetrics and Gynecology, Landspitali University Hospital, Reykjavik, Iceland
| | - Jane E Girling
- University of Melbourne Department of Obstetrics and Gynaecology, Royal Women’s Hospital, Melbourne, Australia
- Department of Anatomy, School of Biomedical Sciences, University of Otago, New Zealand
| | - Paivi Harkki
- Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Holly R Harris
- Program in Epidemiology, Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Martin Healey
- University of Melbourne Department of Obstetrics and Gynaecology, Royal Women’s Hospital, Melbourne, Australia
| | - Oskari Heikinheimo
- Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Sarah Holdsworth-Carson
- University of Melbourne Department of Obstetrics and Gynaecology, Royal Women’s Hospital, Melbourne, Australia
| | - Isabel C Hostettler
- Stroke Research Centre, University College London, Institute of Neurology, London, UK
- Neurogenetics Laboratory, The National Hospital of Neurology and Neurosurgery, London, UK
- Department of Neurosurgery, Klinikum rechts der Isar, Technical University Munich, Munich, Germany
| | - Henry Houlden
- Neurogenetics Laboratory, The National Hospital of Neurology and Neurosurgery, London, UK
| | - Sahar Houshdaran
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Juan C Irwin
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Marjo-Riitta Jarvelin
- Department of Epidemiology and Cancer Control, St. Jude Children’s Research Hospital, Memphis, TN, USA
- Computational Medicine and Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Unit of Primary Health Care, Oulu University Hospital, Oulu, Finland
- Department of Life Sciences, College of Health and Life Sciences, Brunel University London, Uxbridge, Middlesex, UK
| | | | - Stephen H Kennedy
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Ewa Kepka
- Biobank Lab, Department of Oncobiology and Epigenetics, Faculty of Biology and Environmental Protection, University of Lodz, Łódź, Poland
| | - Johannes Kettunen
- Computational Medicine and Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
- Biocenter Oulu, University of Oulu, Oulu, Finland
- Institute for Health and Welfare, Helsinki, Finland
| | - Michiaki Kubo
- Center for Integrative Medical Sciences, RIKEN, Yokohama, Japan
| | - Bartosz Kulig
- Department of Operative Gynecology and Oncological Gynecology, Polish Mother’s Memorial Hospital - Research Institute, Łódź, Poland
| | - Venla Kurra
- Department of Obstetrics and Gynecology, Tampere University Hospital, Tampere, Finland
- Faculty of Medicine and Health Technology, University of Tampere, Tampere, Finland
| | - Hannele Laivuori
- Department of Obstetrics and Gynecology, Tampere University Hospital, Tampere, Finland
- Faculty of Medicine and Health Technology, University of Tampere, Tampere, Finland
- Medical and Clinical Genetics, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Institute for Molecular Medicine Finland, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland
| | - Marc R Laufer
- Boston Center for Endometriosis, Boston Children’s Hospital and Brigham and Women’s Hospital, Boston, MA, USA
- Division of Adolescent and Young Adult Medicine, Department of Medicine, Boston Children’s Hospital and Harvard Medical School, Boston, MA, USA
- Division of Gynecology, Boston Children’s Hospital and Harvard Medical School, Boston, MA, USA
- Department of Obstetrics, Gynecology, and Reproductive Biology, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Cecilia M Lindgren
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
- Big Data Institute at the Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
| | - Stuart MacGregor
- Statistical Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- Faculty of Medicine, University of Queensland, Queensland, Australia
| | - Massimo Mangino
- Department of Twin Research and Genetic Epidemiology, St. Thomas’ Hospital, Kings College London, London, UK
- NIHR Biomedical Research Centre at Guy’s and St Thomas’ Foundation Trust, London, UK
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Charoula Matalliotaki
- Third Department of Obstetrics and Gynecology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Michail Matalliotakis
- Third Department of Obstetrics and Gynecology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Alison D Murray
- The Institute of Medical Sciences, Aberdeen Biomedical Imaging Centre, University of Aberdeen, Aberdeen, UK
| | - Anne Ndungu
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Camran Nezhat
- Center For Special Minimally Invasive and Robotic Surgery, Camran Nezhat Institute, Palo Alto, CA, USA
| | - Catherine M Olsen
- Department of Population Health, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Jessica Opoku-Anane
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Sandosh Padmanabhan
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, UK
| | - Manish Paranjpe
- Bakar Computational Health Sciences Institute, University of California, San Francisco, CA, USA
| | - Maire Peters
- Institute of Clinical Medicine, Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
| | - Grzegorz Polak
- 1st Department of Oncological Gynecology and Gynecology, Medical University of Lublin, Poland
| | - David J Porteous
- Centre for Genomic and Experimental Medicine, Institute of Genetics & Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Joseph Rabban
- Department of Pathology, University of California, San Francisco, CA, USA
| | - Kathyrn M Rexrode
- Division of Women’s Health, Brigham and Women’s Hospital, Boston MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Hanna Romanowicz
- Laboratory of Cancer Genetics, Department of Clinical Pathomorphology, Polish Mother’s Memorial Hospital - Research Institute, Łódź, Poland
| | - Merli Saare
- Institute of Clinical Medicine, Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
| | - Liisu Saavalainen
- Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Andrew J Schork
- Institute of Biological Psychiatry, Mental Health Center, Sct. Hans, Mental Health Services, Copenhagen, Denmark
- The Lundbeck Foundation Initiative for Integrative Psychiatric Research, Copenhagen, Denmark
- Neurogenomics Division, The Translational Genomics Research Institute (TGEN), Phoenix, AZ, USA
| | - Sushmita Sen
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Amy L Shafrir
- Boston Center for Endometriosis, Boston Children’s Hospital and Brigham and Women’s Hospital, Boston, MA, USA
- Division of Adolescent and Young Adult Medicine, Department of Medicine, Boston Children’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Anna Siewierska-Górska
- Computational Medicine and Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
| | - Marcin Słomka
- Computational Medicine and Center for Life Course Health Research, Faculty of Medicine, University of Oulu, Oulu, Finland
| | - Blair H Smith
- Division of Population Health and Genomics, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK
| | - Beata Smolarz
- Laboratory of Cancer Genetics, Department of Clinical Pathomorphology, Polish Mother’s Memorial Hospital - Research Institute, Łódź, Poland
| | - Tomasz Szaflik
- Department of Operative Gynecology and Oncological Gynecology, Polish Mother’s Memorial Hospital - Research Institute, Łódź, Poland
| | - Krzysztof Szyłło
- Department of Operative Gynecology and Oncological Gynecology, Polish Mother’s Memorial Hospital - Research Institute, Łódź, Poland
| | - Atsushi Takahashi
- Center for Integrative Medical Sciences, RIKEN, Yokohama, Japan
- Research Institute, National Cerebral and Cardiovascular Center, Osaka, Japan
| | - Kathryn L Terry
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Boston Center for Endometriosis, Boston Children’s Hospital and Brigham and Women’s Hospital, Boston, MA, USA
- Obstetrics and Gynecology Epidemiology Center, Brigham and Women’s Hospital and Harvard Medical School, Boston, MA, USA
| | - Carla Tomassetti
- Department of Obstetrics and Gynaecology, Leuven University Fertility Centre, University Hospital Leuven, Leuven, Belgium
- KULeuven (University of Leuven), Department of Development and Regeneration, Organ systems, Leuven, Belgium
| | - Susan A Treloar
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Arne Vanhie
- Department of Obstetrics and Gynaecology, Leuven University Fertility Centre, University Hospital Leuven, Leuven, Belgium
- KULeuven (University of Leuven), Department of Development and Regeneration, Organ systems, Leuven, Belgium
| | - Katy Vincent
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Kim C Vo
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - David J Werring
- Stroke Research Centre, University College London, Institute of Neurology, London, UK
| | - Eleftheria Zeggini
- Institute of Translational Genomics, Helmholtz Zentrum München - German Research Center for Environmental Health, Neuherberg, Germany
- Wellcome Sanger Institute, Hinxton, United Kingdom
- TUM School of Medicine, Technical University of Munich and Klinikum Rechts der Isar, Munich, Germany
| | - Maria I Zervou
- Section of Molecular Pathology and Human Genetics, Department of Internal Medicine, School of Medicine, University of Crete, Heraklion, Greece
| | | | | | | | | | - Sosuke Adachi
- Department of Obstetrics and Gynecology, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Julie E Buring
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Paul M Ridker
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Thomas D’Hooghe
- KULeuven (University of Leuven), Department of Development and Regeneration, Organ systems, Leuven, Belgium
- Global Medical Affairs Fertility, Research and Development, Merck, Darmstadt, Germany
- Department of Obstetrics, Gynecology and Reproductive Sciences, Yale School of Medicine, New Haven, CT, USA
| | - George N Goulielmos
- Section of Molecular Pathology and Human Genetics, Department of Internal Medicine, School of Medicine, University of Crete, Heraklion, Greece
| | - Dharani K Hapangama
- Department of Women’s and Children’s Health, Institute of Life Course and Medical Sciences, University of Liverpool, Liverpool, UK
| | - Caroline Hayward
- MRC Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Western General Hospital, Edinburgh, UK
| | - Andrew W Horne
- MRC Centre for Reproductive Health, University of Edinburgh, Institute for Regeneration and Repair, Edinburgh, UK
| | - Siew-Kee Low
- Cancer Precision Medicine Center, Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Hannu Martikainen
- Department of Obstetrics and Gynecology, Oulu University Hospital, Oulu, Finland
- Research Unit of Clinical Medicine, University of Oulu, Oulu, Finland
- Medical Research Center Oulu, Oulu University Hospital, Oulu, Finland
| | - Daniel I Chasman
- Division of Preventive Medicine, Brigham and Women’s Hospital, Boston MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Peter AW Rogers
- University of Melbourne Department of Obstetrics and Gynaecology, Royal Women’s Hospital, Melbourne, Australia
| | - Philippa T Saunders
- Centre for Inflammation Research, University of Edinburgh, Institute for Regeneration and Repair, Edinburgh, UK
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, University of California, San Francisco, CA, USA
- Department of Pediatrics, University of California, San Francisco, CA, USA
| | - Tim Spector
- Department of Twin Research and Genetic Epidemiology, St. Thomas’ Hospital, Kings College London, London, UK
| | - Dominik Strapagiel
- Biobank Lab, Department of Oncobiology and Epigenetics, Faculty of Biology and Environmental Protection, University of Lodz, Łódź, Poland
| | | | - David C Whiteman
- Department of Population Health, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
| | - Linda C Giudice
- Center for Reproductive Sciences, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Francisco, San Francisco, CA, USA
| | - Digna R Velez-Edwards
- Department of Obstetrics and Gynecology, Institute of Medicine and Public Health, Vanderbilt Genetics Institute, Vanderbilt Epidemiology Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Outi Uimari
- Department of Obstetrics and Gynecology, Oulu University Hospital, Oulu, Finland
- Research Unit of Clinical Medicine, University of Oulu, Oulu, Finland
- Medical Research Center Oulu, Oulu University Hospital, Oulu, Finland
| | - Peter Kraft
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Program in Genetic Epidemiology and Statistical Genetics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Andres Salumets
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
- Institute of Clinical Medicine, Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- Competence Centre on Health Technologies, Tartu, Estonia
- Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet and Karolinska University Hospital, Stockholm, Sweden
| | - Dale R Nyholt
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Queensland, Australia
- School of Biomedical Sciences, Faculty of Health, and Centre for Genomics and Personalised Health, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Reedik Mägi
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Kari Stefansson
- deCODE genetics/Amgen, Reykjavik, Iceland
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Christian M Becker
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | | | | | - Mette Nyegaard
- Department of Biomedicine, Aarhus University, Aarhus, Denmark
- Department of Health, Science and Technology, Aalborg University, Aalborg, Denmark
| | - Stacey A Missmer
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Boston Center for Endometriosis, Boston Children’s Hospital and Brigham and Women’s Hospital, Boston, MA, USA
- Division of Adolescent and Young Adult Medicine, Department of Medicine, Boston Children’s Hospital and Harvard Medical School, Boston, MA, USA
- Department of Obstetrics, Gynecology, and Reproductive Biology, College of Human Medicine, Michigan State University, Grand Rapids, MI, USA
| | - Grant W Montgomery
- The Institute for Molecular Bioscience, The University of Queensland, Brisbane, Queensland, Australia
| | - Andrew P Morris
- Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, The University of Manchester, Manchester, UK
| | - Krina T Zondervan
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Endometriosis CaRe Centre, Nuffield Department of Women’s and Reproductive Health, John Radcliffe Hospital, University of Oxford, Oxford, UK
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7
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Mändar R, Sõerunurk G, Štšepetova J, Smidt I, Rööp T, Kõljalg S, Saare M, Ausmees K, Le DD, Jaagura M, Piiskop S, Tamm H, Salumets A. Impact of Lactobacillus crispatus-containing oral and vaginal probiotics on vaginal health: a randomised double-blind placebo controlled clinical trial. Benef Microbes 2023; 14:143-152. [PMID: 36856121 DOI: 10.3920/bm2022.0091] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2023]
Abstract
Health of reproductive tract is tightly associated with balance of microbial communities in this area. Bacterial vaginosis (BV) and vulvovaginal candidiasis (VVC) represent common disturbances of vaginal communities. Vaginal discharge due to BV or VVC is a very frequent reason for visiting gynaecologist. We aimed to evaluate the impact of the novel evidence-based probiotics on BV and VVC patients. The study group included 89 BV and 93 VVC patients (aged 18-50 years) who were recruited into randomised double-blind placebo-controlled two-arm parallel trial. The patients of each diagnosis group received oral or vaginal probiotic capsules, or placebo capsules during 3 months. A probiotic capsule contained two (DSM32717 and DSM32720, in case of BV) or three (DSM32720, DSM32718 and DSM32716, in case of VVC) Lactobacillus crispatus strains. Vaginal, intestinal and general health was monitored weekly by questionnaire. Blood analyses were done in the beginning and at the end of trial. Vaginal samples were collected monthly, microscopic and molecular analyses were performed. The study revealed that both oral and vaginal capsules reduced the signs and symptoms in BV patients. Remarkable improvement was noted in Nugent score, amount and smell of discharge, but also in itching/irritation. Consumption of vaginal probiotics significantly increased the lactobacilli counts in their vagina while mean proportion of some BV-related bacteria decreased. In VVC patients, both oral and vaginal capsules lowered the combined score of two most important symptoms, amount of discharge and itching/irritation. In conclusion, the novel formulations of evidence-based well-focused probiotic L. crispatus strains are effective against BV and VVC being suitable for both vaginal and oral administration. Clinical trial registration: ISRCTN34840624, BioMed Central.
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Affiliation(s)
- R Mändar
- Department of Microbiology, Institute of Biomedicine and Translational Medicine, University of Tartu, Ravila 19, 50411 Tartu, Estonia.,Competence Center on Health Technologies, Teaduspargi tn 13, 50411 Tartu, Estonia
| | - G Sõerunurk
- Department of Microbiology, Institute of Biomedicine and Translational Medicine, University of Tartu, Ravila 19, 50411 Tartu, Estonia
| | - J Štšepetova
- Department of Microbiology, Institute of Biomedicine and Translational Medicine, University of Tartu, Ravila 19, 50411 Tartu, Estonia
| | - I Smidt
- Department of Microbiology, Institute of Biomedicine and Translational Medicine, University of Tartu, Ravila 19, 50411 Tartu, Estonia.,Competence Center on Health Technologies, Teaduspargi tn 13, 50411 Tartu, Estonia
| | - T Rööp
- Department of Microbiology, Institute of Biomedicine and Translational Medicine, University of Tartu, Ravila 19, 50411 Tartu, Estonia
| | - S Kõljalg
- Department of Microbiology, Institute of Biomedicine and Translational Medicine, University of Tartu, Ravila 19, 50411 Tartu, Estonia
| | - M Saare
- MediTA Clinic, Teguri 37b, 51013 Tartu, Estonia
| | - K Ausmees
- MediTA Clinic, Teguri 37b, 51013 Tartu, Estonia
| | - D D Le
- Faculty of Public Health, University of Medicine and Pharmacy, Hue University, 06 Ngo Quyen, Hue 53000, Vietnam
| | - M Jaagura
- Institute of Genomics, University of Tartu, Riia 23b, 51010 Tartu, Estonia
| | - S Piiskop
- Chemi-Pharm AS, Tänassilma tee 11, Tänassilma, 76406 Harju maakond, Estonia
| | - H Tamm
- Competence Center on Health Technologies, Teaduspargi tn 13, 50411 Tartu, Estonia
| | - A Salumets
- Competence Center on Health Technologies, Teaduspargi tn 13, 50411 Tartu, Estonia.,Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology, Karolinska Institutet and Karolinska University Hospital, 171 77 Stockholm, Sweden.,Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, L. Puusepa 8, 50406 Tartu, Estonia
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8
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Koel M, Krjutškov K, Saare M, Samuel K, Lubenets D, Katayama S, Einarsdottir E, Vargas E, Sola-Leyva A, Lalitkumar PG, Gemzell-Danielsson K, Blesa D, Simon C, Lanner F, Kere J, Salumets A, Altmäe S. Human endometrial cell-type-specific RNA sequencing provides new insights into the embryo-endometrium interplay. Hum Reprod Open 2022; 2022:hoac043. [PMID: 36339249 PMCID: PMC9632455 DOI: 10.1093/hropen/hoac043] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 09/21/2022] [Indexed: 08/17/2023] Open
Abstract
STUDY QUESTION Which genes regulate receptivity in the epithelial and stromal cellular compartments of the human endometrium, and which molecules are interacting in the implantation process between the blastocyst and the endometrial cells? SUMMARY ANSWER A set of receptivity-specific genes in the endometrial epithelial and stromal cells was identified, and the role of galectins (LGALS1 and LGALS3), integrin β1 (ITGB1), basigin (BSG) and osteopontin (SPP1) in embryo-endometrium dialogue among many other protein-protein interactions were highlighted. WHAT IS KNOWN ALREADY The molecular dialogue taking place between the human embryo and the endometrium is poorly understood due to ethical and technical reasons, leaving human embryo implantation mostly uncharted. STUDY DESIGN SIZE DURATION Paired pre-receptive and receptive phase endometrial tissue samples from 16 healthy women were used for RNA sequencing. Trophectoderm RNA sequences were from blastocysts. PARTICIPANTS/MATERIALS SETTING METHODS Cell-type-specific RNA-seq analysis of freshly isolated endometrial epithelial and stromal cells using fluorescence-activated cell sorting (FACS) from 16 paired pre-receptive and receptive tissue samples was performed. Endometrial transcriptome data were further combined in silico with trophectodermal gene expression data from 466 single cells originating from 17 blastocysts to characterize the first steps of embryo implantation. We constructed a protein-protein interaction network between endometrial epithelial and embryonal trophectodermal cells, and between endometrial stromal and trophectodermal cells, thereby focusing on the very first phases of embryo implantation, and highlighting the molecules likely to be involved in the embryo apposition, attachment and invasion. MAIN RESULTS AND THE ROLE OF CHANCE In total, 499 epithelial and 581 stromal genes were up-regulated in the receptive phase endometria when compared to pre-receptive samples. The constructed protein-protein interactions identified a complex network of 558 prioritized protein-protein interactions between trophectodermal, epithelial and stromal cells, which were grouped into clusters based on the function of the involved molecules. The role of galectins (LGALS1 and LGALS3), integrin β1 (ITGB1), basigin (BSG) and osteopontin (SPP1) in the embryo implantation process were highlighted. LARGE SCALE DATA RNA-seq data are available at www.ncbi.nlm.nih.gov/geo under accession number GSE97929. LIMITATIONS REASONS FOR CAUTION Providing a static snap-shot of a dynamic process and the nature of prediction analysis is limited to the known interactions available in databases. Furthermore, the cell sorting technique used separated enriched epithelial cells and stromal cells but did not separate luminal from glandular epithelium. Also, the use of biopsies taken from non-pregnant women and using spare IVF embryos (due to ethical considerations) might miss some of the critical interactions characteristic of natural conception only. WIDER IMPLICATIONS OF THE FINDINGS The findings of our study provide new insights into the molecular embryo-endometrium interplay in the first steps of implantation process in humans. Knowledge about the endometrial cell-type-specific molecules that coordinate successful implantation is vital for understanding human reproduction and the underlying causes of implantation failure and infertility. Our study results provide a useful resource for future reproductive research, allowing the exploration of unknown mechanisms of implantation. We envision that those studies will help to improve the understanding of the complex embryo implantation process, and hopefully generate new prognostic and diagnostic biomarkers and therapeutic approaches to target both infertility and fertility, in the form of new contraceptives. STUDY FUNDING/COMPETING INTERESTS This research was funded by the Estonian Research Council (grant PRG1076); Horizon 2020 innovation grant (ERIN, grant no. EU952516); Enterprise Estonia (grant EU48695); the EU-FP7 Marie Curie Industry-Academia Partnerships and Pathways (IAPP, grant SARM, EU324509); Spanish Ministry of Economy, Industry and Competitiveness (MINECO) and European Regional Development Fund (FEDER) (grants RYC-2016-21199, ENDORE SAF2017-87526-R, and Endo-Map PID2021-127280OB-100); Programa Operativo FEDER Andalucía (B-CTS-500-UGR18; A-CTS-614-UGR20), Junta de Andalucía (PAIDI P20_00158); Margarita Salas program for the Requalification of the Spanish University system (UJAR01MS); the Knut and Alice Wallenberg Foundation (KAW 2015.0096); Swedish Research Council (2012-2844); and Sigrid Jusélius Foundation; Academy of Finland. A.S.-L. is funded by the Spanish Ministry of Science, Innovation and Universities (PRE2018-085440). K.G.-D. has received consulting fees and/or honoraria from RemovAid AS, Norway Bayer, MSD, Gedeon Richter, Mithra, Exeltis, MedinCell, Natural cycles, Exelgyn, Vifor, Organon, Campus Pharma and HRA-Pharma and NIH support to the institution; D.B. is an employee of IGENOMIX. The rest of the authors declare no conflict of interest.
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Affiliation(s)
- Mariann Koel
- Competence Centre on Health Technologies, Tartu, Estonia
- Department of Cell Biology, Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Kaarel Krjutškov
- Competence Centre on Health Technologies, Tartu, Estonia
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Merli Saare
- Competence Centre on Health Technologies, Tartu, Estonia
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
| | - Külli Samuel
- Competence Centre on Health Technologies, Tartu, Estonia
| | - Dmitri Lubenets
- Department of Cell Biology, Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Shintaro Katayama
- Stem Cells and Metabolism Research Program, Research Programs Unit, University of Helsinki, and Folkhälsan Research Center, Helsinki, Finland
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Elisabet Einarsdottir
- Stem Cells and Metabolism Research Program, Research Programs Unit, University of Helsinki, and Folkhälsan Research Center, Helsinki, Finland
- Science for Life Laboratory, Department of Gene Technology, KTH-Royal Institute of Technology, Solna, Sweden
| | - Eva Vargas
- Department of Biochemistry and Molecular Biology, Faculty of Sciences, University of Granada, Granada, Spain
- Instituto de Investigación Biosanitaria ibs.GRANADA, Granada, Spain
- Systems Biology Unit, Department of Experimental Biology, Faculty of Experimental Sciences, University of Jaén, Jaén, Spain
| | - Alberto Sola-Leyva
- Department of Biochemistry and Molecular Biology, Faculty of Sciences, University of Granada, Granada, Spain
- Instituto de Investigación Biosanitaria ibs.GRANADA, Granada, Spain
| | - Parameswaran Grace Lalitkumar
- Department of Women’s and Children’s Health, Division of Obstetrics and Gynecology, Karolinska Institutet, and Karolinska Univeristy Hospital, Stockholm,Sweden
| | - Kristina Gemzell-Danielsson
- Department of Women’s and Children’s Health, Division of Obstetrics and Gynecology, Karolinska Institutet, and Karolinska Univeristy Hospital, Stockholm,Sweden
| | - David Blesa
- Department of Product Development, IGENOMIX, Valencia, Spain
| | - Carlos Simon
- Department of Obstetrics and Gynecology, Valencia University and INCLIVA in Valencia, Valencia, Spain
- Department of Obstetrics and Gynecology, BIDMC, Harvard University, Boston, MA, USA
| | - Fredrik Lanner
- Department of Clinical Science, Intervention and Technology, Division of Obstetrics and Gynecology, Karolinska Institutet, Stockholm,Sweden
- Ming Wai Lau Center for Reparative Medicine, Stockholm node, Karolinska Institutet, Stockholm, Sweden
| | - Juha Kere
- Stem Cells and Metabolism Research Program, Research Programs Unit, University of Helsinki, and Folkhälsan Research Center, Helsinki, Finland
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Andres Salumets
- Competence Centre on Health Technologies, Tartu, Estonia
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia
- Department of Clinical Science, Intervention and Technology, Division of Obstetrics and Gynecology, Karolinska Institutet, Stockholm,Sweden
| | - Signe Altmäe
- Competence Centre on Health Technologies, Tartu, Estonia
- Department of Biochemistry and Molecular Biology, Faculty of Sciences, University of Granada, Granada, Spain
- Instituto de Investigación Biosanitaria ibs.GRANADA, Granada, Spain
- Department of Clinical Science, Intervention and Technology, Division of Obstetrics and Gynecology, Karolinska Institutet, Stockholm,Sweden
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9
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Loid M, Obukhova D, Derks K, Meltsov A, Kask K, Altmäe S, Saare M, Peters M, Esteki MZ, Salumets A. P-322 Does endometrium age? The endometrial transcriptome of advanced reproductive age patients reveals the signs of cellular ageing, altered immune response and compromised receptivity. Hum Reprod 2022. [DOI: 10.1093/humrep/deac104.074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Study question
What changes occur in the endometrium during ageing and how they may affect fertility?
Summary answer
The endometrial transcriptome of women of advanced maternal age is significantly different from the young women, indicating specific pathways involved in endometrial ageing.
What is known already
A woman’s peak reproductive years are considered in her twenties. Trending postponed family planning, unfortunately, brings more women in their late forties to fertility specialists to seek for assisted conception. In vitro fertilization (IVF) using donated oocytes is a common approach to overcome the impact of maternal age on ovarian reserve. However, even with the implementation of embryo that underwent pre-implantation genetic testing, the IVF success rate drops significantly in the late forties. It still remains unclear which age-related molecular processes take place in the endometrium and whether it may impact the ability to support embryo implantation.
Study design, size, duration
Endometrial transcriptome profiling was done in 44 women undergoing endometrial receptivity evaluation at hormonal replacement therapy before IVF. Patients younger than 29 were considered as young maternal age group (YMA, age 23-27) and women older than 45 were considered as advanced maternal age group (AMA, age 47-50).
Participants/materials, setting, methods
Endometrial biopsies were obtained on day 5 of progesterone treatment and RNA was extracted. All endometrial samples were evaluated as receptive based on the expression of 57 common endometrial receptivity markers. Study group samples (12 YMA + 12 AMA) were subject to Illumina RNA sequencing. The sequences were annotated using the RefSeq database and differential expression analysis was performed using DeSeq2.We validated our results (10 YMA + 10 AMA) usingquantitative-PCR and histological validation.
Main results and the role of chance
A total of 37228 mRNA transcripts were expressed in the analyzed endometrial samples. After multiple testing corrections, 144 significantly differentially expressed(DE) transcripts (92 up-regulated, 52 down-regulated) were identified in the endometrium of the AMA versus YMAgroup. Overexpressed genes were associated with decidualization (ALDH3A1), endometrial receptivity (EML5, GALNT12), cell cycle (CDKN2A) and signal transduction, while down-regulated genes included sugar metabolism and inflammation (C2CD4B, NFKB), cellular motility (SPAG6)and progesterone signaling (RPL9). The pathways most affected by age were cellular remodeling, cell motility and migration, and immune response. Interestingly, some of the identified DE genes have been previously associated with ageing. Our results suggest the involvement of p16-associated cellular senescence and the suppression of metabolic and inflammatory processes essential for endometrial preparation for embryo transfer.
Limitations, reasons for caution
The study includes only patients undergoing hormonal replacement therapy and it is unclear whether the same processes are affected by age in the natural cycles.
Wider implications of the findings
These findings allow us to explain the age-related molecular changes that take place in the endometrial tissue. Understanding these alterations and using them in assisted reproductive technology may help to improve infertility management in women with advanced reproductive age.
Trial registration number
None
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Affiliation(s)
- M Loid
- University of Tartu, Department of Obstetrics and Gynecology- Institute of Clinical Medicine , Tartu, Estonia
- Competence Centre on Health Technologies, Competence Centre on Health Technologies , Tartu, Estonia
| | - D Obukhova
- Maastricht University Medical Center+, Department of Clinical Genetics , Maastricht, The Netherlands
| | - K Derks
- Maastricht University Medical Center+, Department of Clinical Genetics , Maastricht, The Netherlands
| | - A Meltsov
- Competence Centre on Health Technologies, Competence Centre on Health Technologies , Tartu, Estonia
| | - K Kask
- University of Tartu, Department of Obstetrics and Gynecology- Institute of Clinical Medicine , Tartu, Estonia
- Competence Centre on Health Technologies, Competence Centre on Health Technologies , Tartu, Estonia
| | - S Altmäe
- Competence Centre on Health Technologies, Competence Centre on Health Technologies , Tartu, Estonia
- University of Granada, Department of Biochemistry and Molecular Biology , Granada, Spain
| | - M Saare
- University of Tartu, Department of Obstetrics and Gynecology- Institute of Clinical Medicine , Tartu, Estonia
- Competence Centre on Health Technologies, Competence Centre on Health Technologies , Tartu, Estonia
| | - M Peters
- University of Tartu, Department of Obstetrics and Gynecology- Institute of Clinical Medicine , Tartu, Estonia
- Competence Centre on Health Technologies, Competence Centre on Health Technologies , Tartu, Estonia
| | - M Z Esteki
- Maastricht University Medical Center+, Department of Clinical Genetics , Maastricht, The Netherlands
| | - A Salumets
- University of Tartu, Department of Obstetrics and Gynecology- Institute of Clinical Medicine , Tartu, Estonia
- Competence Centre on Health Technologies, Competence Centre on Health Technologies , Tartu, Estonia
- University of Tartu, Estonian Genome Center- Institute of Genomics , Tartu, Estonia
- Division of Obstetrics and Gynecology- Department of Clinical Science- Intervention and Technology CLINTEC, Karolinska Institutet , Stockholm, Sweden
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10
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Peters M, Mikeltadze I, Karro H, Saare M, Salumets A, Mägi R, Laisk T. Endometriosis and irritable bowel syndrome: similarities and differences in the spectrum of comorbidities. Hum Reprod 2022; 37:2186-2196. [PMID: 35713579 DOI: 10.1093/humrep/deac140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 05/31/2022] [Indexed: 11/12/2022] Open
Abstract
STUDY QUESTION Do the spectrum and prevalence of comorbidities of endometriosis and irritable bowel syndrome (IBS) overlap? SUMMARY ANSWER Despite several overlapping symptoms, the most significantly associated comorbidities of endometriosis and IBS are different and are rather related to the organ systems primarily involved in the index diagnosis. WHAT IS KNOWN ALREADY Endometriosis and IBS both have several similar unspecific symptoms, such as recurrent abdominal pain, cramping and anxiety, and both diseases affect young women and are associated with a number of comorbidities causing a poor quality of life. However, a detailed study, revealing the full spectrum of endometriosis and IBS comorbidities in the same study population, is lacking. STUDY DESIGN, SIZE, DURATION This article presents a retrospective in silico analysis of the data from a large nationwide biobank-based cohort consisting of 121 773 women. After excluding all first- and second-degree relatives, the data of up to 65 421 women were analyzed. PARTICIPANTS/MATERIALS, SETTING, METHODS International Classification of Disease-10 diagnosis main codes associated with endometriosis (N80) and IBS (K58) diagnoses were identified from the Estonian Biobank dataset by linking with the Estonian Health Insurance Fund and other relevant registries. The associations between N80 and K58 and other diagnosis codes were tested using logistic regression, adjusting for age at recruitment and 10 genetic principal components to account for potential population stratification. Bonferroni correction was applied to account for multiple testing. MAIN RESULTS AND THE ROLE OF CHANCE Both women with endometriosis and IBS suffered from more conditions compared to the control group, with 226 and 428 diagnosis codes statistically significantly more frequent in women with respective diagnosis compared to controls. Women suffering from both conditions had 275 significantly associated comorbidities. A remarkable proportion of women with IBS or endometriosis suffered also from endometriosis (9.0%) or IBS (13.6%), respectively. In endometriosis, the most prevalent diagnoses were related to diseases of the genitourinary system (33 N-category codes) and in women with IBS, the most associated diagnoses were related to digestive disorders and gastrointestinal tract (52 codes from K-category). Among the most significant diagnoses in endometriosis were uterine leiomyomas (D25), menstrual disorders (N92) and infertility (N97) (P < 1 × 10-315 for all), and in IBS, lactose intolerance (E73), gastritis and duodenitis (K29) and functional dyspepsia (K30) were in the top list of most significant comorbidities (P < 1 × 10-315 for all). LIMITATIONS, REASONS FOR CAUTION The information about the severity stages of endometriosis and subtypes of IBS was not available for analysis. The findings may not be fully extrapolated to all female populations, because all participants were from one geographic area and had good access to health services. WIDER IMPLICATIONS OF THE FINDINGS These findings support previous studies that have found a high prevalence of pre-selected comorbidities in women with endometriosis and IBS. However, taking into account the differences in the full spectrum of comorbidities of endometriosis and IBS may aid in diagnosing these disorders. Women and healthcare providers need to be aware that women with endometriosis are at high risks of complications during pregnancy and should be carefully monitored. STUDY FUNDING/COMPETING INTEREST(S) This research was funded by the Estonian Research Council (grant PRG1076), Horizon 2020 innovation grant (ERIN, grant no. EU952516), Enterprise Estonia (grant no. EU48695), MSCA-RISE-2020 project TRENDO (grant no. 101008193) and by the European Union through the European Regional Development Fund (Projects no. 2014-2020.4.01.15-0012 and no. 2014-2020.4.01.16-0125). The authors have no conflicts of interest to declare. TRIAL REGISTRATION NUMBER N/A.
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Affiliation(s)
- M Peters
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Centre on Health Technologies, Tartu, Estonia
| | - I Mikeltadze
- Department of Oncosurgery, Tartu University Hospital Haematology and Oncology Clinic, Tartu, Estonia
| | - H Karro
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Tartu University Hospital Women's Clinic, Tartu, Estonia
| | - M Saare
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Centre on Health Technologies, Tartu, Estonia
| | | | - A Salumets
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Centre on Health Technologies, Tartu, Estonia.,Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia.,Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institute, Stockholm, Sweden
| | - R Mägi
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - T Laisk
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia
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11
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Lüll K, Saare M, Peters M, Kakhiani E, Zhdanova A, Salumets A, Boyarsky K, Org E. Differences in microbial profile of endometrial fluid and tissue samples in women with in vitro fertilization failure are driven by Lactobacillus abundance. Acta Obstet Gynecol Scand 2022; 101:212-220. [PMID: 35092013 DOI: 10.1111/aogs.14297] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 10/08/2021] [Accepted: 11/10/2021] [Indexed: 12/12/2022]
Abstract
INTRODUCTION The endometrial microbiota has been linked to several gynecological disorders, including infertility. It has been shown that the microbial profile of endometrium could have a role in fertilization and pregnancy outcomes. In this study we aim to assess the microbial community of endometrial tissue (ET) and endometrial fluid (EF) samples in women receiving in vitro fertilization (IVF) treatment. We also search for possible associations between chronic endometritis (CE) and endometrial microbiota. MATERIAL AND METHODS This was a cohort study involving 25 women aged between 28 and 42 years with both primary and secondary infertility and with at least one IVF failure. The ET and EF sample collection was carried out between September 2016 and November 2018. Each of the participants provided two types of samples-tissue and fluid samples (50 samples in total). A 16S rRNA sequencing was performed on both of the sample types for microbial profile evaluation. CE was diagnosed based on a CD138 immunohistochemistry where CE diagnosis was confirmed in the presence of one or more plasma cells. Microbial profiles of women with and without CE were compared in both sample types separately. RESULTS We report no differences in the microbial composition and alpha diversity (pObserved = 0.07, pShannon = 0.65, pInverse Simpson = 0.59) between the EF and ET samples of IVF patients. We show that the abundance of the genus Lactobacillus influences the variation in microbial beta diversity between and fluid samples (r2 = 0.34; false discovery rate [FDR] <9.9 × 10-5 ). We report that 32% (8/25) of the participants had differences in Lactobacillus dominance in the paired samples and these samples also present a different microbial diversity (pShannon = 0.06, FDRweighted UniFrac = 0.01). These results suggest that the microbial differences between ET and fluid samples are driven by the abundance of genus Lactobacillus. The microbiome of CE and without CE (ie non-CE) women in our sample set of IVF patients was similar. CONCLUSIONS Our findings show that genus Lactobacillus dominance is an important factor influencing the microbial composition of ET and fluid samples.
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Affiliation(s)
- Kreete Lüll
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Merli Saare
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Center on Health Technologies, Tartu, Estonia
| | - Maire Peters
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Center on Health Technologies, Tartu, Estonia
| | - Ekaterina Kakhiani
- Faculty of Pediatrics, North-Western State Medical University I.I. Mechnikov, St. Petersburg, Russia
| | - Anastasia Zhdanova
- Medical Faculty, The Pavlov First Saint-Petersburg State Medical University, St. Petersburg, Russia
| | - Andres Salumets
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Center on Health Technologies, Tartu, Estonia.,Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Stockholm, Sweden
| | - Konstantin Boyarsky
- Center of Human Reproduction "Genesis", St. Petersburg, Russia.,Department of Obstetrics and Gynecology, State Pediatric Medical University, St. Petersburg, Russia
| | - Elin Org
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
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12
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Simón-Gracia L, Kiisholts K, Petrikaitė V, Tobi A, Saare M, Lingasamy P, Peters M, Salumets A, Teesalu T. Homing Peptide-Based Targeting of Tenascin-C and Fibronectin in Endometriosis. Nanomaterials (Basel) 2021; 11:3257. [PMID: 34947606 PMCID: PMC8708492 DOI: 10.3390/nano11123257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 11/19/2021] [Accepted: 11/20/2021] [Indexed: 11/16/2022]
Abstract
The current diagnostic and therapeutic strategies for endometriosis are limited. Although endometriosis is a benign condition, some of its traits, such as increased cell invasion, migration, tissue inflammation, and angiogenesis are similar to cancer. Here we explored the application of homing peptides for precision delivery of diagnostic and therapeutic compounds to endometriotic lesions. First, we audited a panel of peptide phages for the binding to the cultured immortalized endometriotic epithelial 12Z and eutopic stromal HESC cell lines. The bacteriophages displaying PL1 peptide that engages with angiogenic extracellular matrix overexpressed in solid tumors showed the strongest binding to both cell lines. The receptors of PL1 peptide, tenascin C domain C (TNC-C) and fibronectin Extra Domain-B (Fn-EDB), were expressed in both cells. Silver nanoparticles functionalized with synthetic PL1 peptide showed specific internalization in 12Z and HESC cells. Treatment with PL1-nanoparticles loaded with the potent antimitotic drug monomethyl auristatin E decreased the viability of endometriotic cells in 2D and 3D cultures. Finally, PL1-nanoparticless bound to the cryosections of clinical peritoneal endometriotic lesions in the areas positive for TNC-C and Fn-EDB immunoreactivities and not to sections of normal endometrium. Our findings suggest potential applications for PL1-guided nanoparticles in precision diagnosis and therapy of endometriosis.
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Affiliation(s)
- Lorena Simón-Gracia
- Laboratory of Precision and Nanomedicine, Department of Biomedicine and Translational Medicine, University of Tartu, 50411 Tartu, Estonia; (L.S.-G.); (A.T.); (P.L.)
| | - Kristina Kiisholts
- Competence Centre on Health Technologies, 50411 Tartu, Estonia; (K.K.); (M.S.); (M.P.); (A.S.)
| | - Vilma Petrikaitė
- Laboratory of Drug Target Histopathology, Institute of Cardiology, Lithuanian University of Health Sciences, 44307 Kaunas, Lithuania;
- Life Sciences Center, Institute of Biotechnology, Vilnius University, 10257 Vilnius, Lithuania
| | - Allan Tobi
- Laboratory of Precision and Nanomedicine, Department of Biomedicine and Translational Medicine, University of Tartu, 50411 Tartu, Estonia; (L.S.-G.); (A.T.); (P.L.)
| | - Merli Saare
- Competence Centre on Health Technologies, 50411 Tartu, Estonia; (K.K.); (M.S.); (M.P.); (A.S.)
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 50406 Tartu, Estonia
| | - Prakash Lingasamy
- Laboratory of Precision and Nanomedicine, Department of Biomedicine and Translational Medicine, University of Tartu, 50411 Tartu, Estonia; (L.S.-G.); (A.T.); (P.L.)
| | - Maire Peters
- Competence Centre on Health Technologies, 50411 Tartu, Estonia; (K.K.); (M.S.); (M.P.); (A.S.)
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 50406 Tartu, Estonia
| | - Andres Salumets
- Competence Centre on Health Technologies, 50411 Tartu, Estonia; (K.K.); (M.S.); (M.P.); (A.S.)
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 50406 Tartu, Estonia
- Institute of Genomics, University of Tartu, 51010 Tartu, Estonia
- Division of Obstetrics and Gynecology, Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, 14152 Stockholm, Sweden
| | - Tambet Teesalu
- Laboratory of Precision and Nanomedicine, Department of Biomedicine and Translational Medicine, University of Tartu, 50411 Tartu, Estonia; (L.S.-G.); (A.T.); (P.L.)
- Center for Nanomedicine, Department of Cell, Molecular and Developmental Biology, University of California at Santa Barbara, Santa Barbara, CA 93106, USA
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13
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Nikolova M, Naydenov M, Apostolov A, Glogovitis I, Saare M, Salumets A, Baev V, Yahubyan G. P–290 Time-course analysis of endometrial miR/isomiR expression dynamics during hCG-primed menstrual-cycle phase transitions. Hum Reprod 2021. [DOI: 10.1093/humrep/deab130.289] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Study question
What is the qualitative and quantitative profile of microRNAs (miR) and their sequence variants - isomiRs, and how it changes during the menstrual-cycle phase transitions?
Summary answer
Time-course analysis of endometrial miR/isomiR profiles has shown that menstrual-phase transitions cause widespread and complex changes in miR gene expression and processing.
What is known already
Embryo implantation depends on the receptivity of the endometrium during the window of implantation, when ovarian hormones and genetic factors coordinate the development of the uterine lining and prepare it for embryo implantation. The most important factors for successful implantation studied so far are the embryo itself, the histological dating of the endometrium and its molecular genetic characteristics, including miRs. With the rapid development of next-generation sequencing technologies, it has become clear that miR genes have the potential to produce not only miR but also variants (isomiRs) thereof, which can differ in sequence and length and can be functionally significant.
Study design, size, duration
miR/isomiR landscape was assessed by small RNA sequencing of endometrial biopsy samples at 4 time points of endometrial cycle covering the proliferative and secretory phases. Healthy, fertile, female volunteers took part in the study lasting one and a half years. For accurate phase dating, human chorionic gonadotropin (hCG) was administrated, and ultrasonic, histological and hormonal assessments were done at each time point. Statistically significant data of miR/isomiR identification and expression dynamics was considered for analysis.
Participants/materials, setting, methods
Participant choice criteria - at least one child born, problem-free pregnancies, no diseases or allergies; hCG application time determined according follicle and endometrium ultrasound scanning, and ovarian hormone levels; endometrial biopsies taken at hGC (before hormone application), hGC+2, hGC+7, hGC+9 time points; small RNAseq completed by Karolinska Institute, Sweden; miR/isomiR identified using local Galaxy instance with an in-built workflow and tools developed by our laboratory; differential expression and target prediction evaluated with DESeq2 and miRDB,resp.
Main results and the role of chance
Within the cohort of patients, across the four study time points, the small RNAseq data revealed numbers of miRs and isomiRs to be changed. The largest statistically significant changes in their expression were found at LH + 9. The miR families that showed the largest number of members with altered expression were miR125a, miR30d, miR449c, miR92a/b and miR99a. The expression levels tended to decrease in the miR125a and miR92a families and to increase in the miR10a and miR449c families during the three studied time points of the cycle compared to the proliferative phase. Among those affected, the number of isomiRs, including templated and non-templated isomiRs, was much higher than that of miRs. For example, the ratio of the significantly altered miRs/templated isomiRs/non-templated isomiRs was 6/16/11 at LH + 9. Templated isomiRs of hsa-miR–148a–3p, hsa-miR–30d–5p and hsa-miR–449c–5p were among the most upregulated, while several templated and non-templated isomiRs of hsa-miR–125–5p were the most downregulated at LH + 9. Of particular interest are those isomiRs, in which the seed site is shifted compared to the reference miRs and results in altered target transcripts. Target prediction of the most affected isomiR of hsa-miR–449c–5p identified new targets of target scores much higher than of the reference miR.
Limitations, reasons for caution
IsomiRs are a source of novel biomarkers for clinical diagnosis. An important next step is the validation of the in-silico predicted miRs/isomiRs and their target transcripts by RT-qPCR in larger number of individuals. Expression profiles should be associated with the dominant cell type in the endometrial biopsy preparation.
Wider implications of the findings: MiR/isomiR signatures, together with those of their target mRNAs, can be applied to distinguish the endometrial phases, especially the implantation window, as well as for diagnosing endometrial dysfunction. It is worth investigating the possibility of miRs/isomiRs being used as biomarkers not only in endometrial biopsy but also in liquid biopsy.
Trial registration number
The Bulgarian National Science Fund КП–06 Н31/2
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Affiliation(s)
- M Nikolova
- University of Plovdiv, Faculty of Biology, Plovdiv, Bulgaria
- Center for Women’s Health, Plovdiv, Bulgaria
| | - M Naydenov
- University of Plovdiv, Faculty of Biology, Plovdiv, Bulgaria
| | - A Apostolov
- University of Plovdiv, Faculty of Biology, Plovdiv, Bulgaria
| | - I Glogovitis
- University of Plovdiv, Faculty of Biology, Plovdiv, Bulgaria
| | - M Saare
- Competence Center on Health Technologies, Competence Center on Health Technologies, Tartu, Estonia
- University of Tartu, Department of Obstetrics and Gynecology-Institute of Clinical Medicine, Tartu, Estonia
| | - A Salumets
- Competence Center on Health Technologies, Competence Center on Health Technologies, Tartu, Estonia
- University of Tartu, Department of Obstetrics and Gynecology-Institute of Clinical Medicine, Tartu, Estonia
| | - V Baev
- University of Plovdiv, Faculty of Biology, Plovdiv, Bulgaria
| | - G Yahubyan
- University of Plovdiv, Faculty of Biology, Plovdiv, Bulgaria
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14
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Ponandai-Srinivasan S, Saare M, Boggavarapu NR, Frisendahl C, Ehrström S, Riethmüller C, García-Uribe PA, Rettkowski J, Iyengar A, Salumets A, Lalitkumar PGL, Götte M, Gemzell-Danielsson K. Syndecan-1 modulates the invasive potential of endometrioma via TGF-β signalling in a subgroup of women with endometriosis. Hum Reprod 2021; 35:2280-2293. [PMID: 32897364 DOI: 10.1093/humrep/deaa164] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Revised: 05/19/2020] [Indexed: 12/19/2022] Open
Abstract
STUDY QUESTION What is the physiological role of transforming growth factor-beta (TGF-β1) and syndecans (SDC1, SDC4) in endometriotic cells in women with endometriosis? SUMMARY ANSWER We observed an abnormal, pro-invasive phenotype in a subgroup of samples with ovarian endometriosis, which was reversed by combining gene silencing of SDC1 with the TGF-β1 treatment. WHAT IS KNOWN ALREADY Women with endometriosis express high levels of TGF-β1 and the proteoglycan co-receptors SDC1 and SDC4 within endometriotic cysts. However, how SDC1 and SDC4 expression is regulated by TGF-β1 and the physiological significance of the high expression in endometriotic cysts remains unknown as does the potential role in disease severity. STUDY DESIGN, SIZE, DURATION We utilized a pre-validated panel of stem- and cancer cell-associated markers on endometriotic tissue (n = 15) to stratify subgroups of women with endometriosis. Furthermore, CD90+CD73+CD105+ (SC+) endometriotic stromal cells from these patient subgroups were explored for their invasive behaviour in vitro by transient gene inhibition of SDC1 or SDC4, both in the presence or absence of TGF-β1 treatment. PARTICIPANTS/MATERIALS, SETTING, METHODS Endometriotic cyst biopsies (n = 15) were obtained from women diagnosed with ovarian endometriosis (ASRM Stage III-IV). Gene expression variability was assessed on tissue samples by applying gene clustering tools for the dataset generated from the pre-validated panel of markers. Three-dimensional (3D) spheroids from endometriotic SC+ were treated in vitro with increasing doses of TGF-β1 or the TGFBRI/II inhibitor Ly2109761 and assessed for SDC1, SDC4 expression and in vitro 3D-spheroid invasion. Transcriptomic signatures from the invaded 3D spheroids were evaluated upon combining transient gene silencing of SDC1 or SDC4, both in presence or absence of TGF-β1 treatment. Furthermore, nanoscale changes on the surface of endometriotic cells were analysed after treatment with TGF-β1 or TGFBRI/II inhibitor using atomic force microscopy. MAIN RESULTS AND THE ROLE OF CHANCE Gene clustering analysis revealed that endometriotic tissues displayed variability in their gene expression patterns; a small subgroup of samples (2/15, Endo-hi) exhibited high levels of SDC1, SDC4 and molecules involved in TGF-β signalling (TGF-β1, ESR1, CTNNB1, SNAI1, BMI1). The remaining endometriotic samples (Endo-lo) showed a uniform, low gene expression profile. Three-dimensional spheroids derived from Endo-hi SC+ but not Endo-lo SC+ samples showed an aberrant expression of SDC1 and exhibited enhanced 3D-spheroid invasion in vitro, upon rhTGF-β1 treatment. However, this abnormal, pro-invasive response of Endo-hi SC+ was reversed upon gene silencing of SDC1 with the TGF-β1 treatment. Interestingly, transcriptomic signatures of 3D spheroids silenced for SDC1 and consecutively treated with TGF-β1, showed a down-regulation of cancer-associated pathways such as WNT and GPCR signalling. LARGE SCALE DATA Transcriptomic data were deposited in NCBI's Gene Expression Omnibus (GEO) and could be retrieved using GEO series accession number: GSE135122. LIMITATIONS, REASONS FOR CAUTION It is estimated that about 2.5% of endometriosis patients have a potential risk for developing ovarian cancer later in life. It is possible that the pro-oncogenic molecular changes observed in this cohort of endometriotic samples may not correlate with clinical occurrence of ovarian cancer later in life, thus a validation will be required. WIDER IMPLICATIONS OF THE FINDINGS This study emphasizes the importance of interactions between syndecans and TGF-β1 in the pathophysiology of endometriosis. We believe that this knowledge could be important in order to better understand endometriosis-associated complications such as ovarian cancer or infertility. STUDY FUNDING/COMPETING INTEREST(S) This study was funded by Cancerfonden (CAN 2016/696), Radiumhemmets Forskningsfonder (Project no. 154143 and 184033), EU MSCA-RISE-2015 project MOMENDO (691058), Estonian Ministry of Education and Research (IUT34-16), Enterprise Estonia (EU48695) and Karolinska Institute. Authors do not have any conflict of interest.
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Affiliation(s)
- Sakthivignesh Ponandai-Srinivasan
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, S-171 76 Stockholm, Sweden
| | - Merli Saare
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 51014 Tartu, Estonia.,Competence Centre on Health Technologies, 50411 Tartu, Estonia
| | - Nageswara Rao Boggavarapu
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, S-171 76 Stockholm, Sweden
| | - Caroline Frisendahl
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, S-171 76 Stockholm, Sweden
| | - Sophia Ehrström
- Department of Clinical Sciences, Karolinska Institutet, Danderyd Hospital, 171 77 Stockholm, Sweden.,UltraGyn Clinic, Sophiahemmet, Stockholm, Sweden
| | - Christoph Riethmüller
- Laboratory at Nanoanalytics in the Center for Nanotechnology, Serend-ip GmbH, CenTech, 48149 Münster, Germany
| | - Pablo Angel García-Uribe
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, S-171 76 Stockholm, Sweden
| | - Jasmin Rettkowski
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, S-171 76 Stockholm, Sweden
| | - Aditi Iyengar
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, S-171 76 Stockholm, Sweden
| | - Andres Salumets
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, 51014 Tartu, Estonia.,Competence Centre on Health Technologies, 50411 Tartu, Estonia.,Department of Obstetrics and Gynaecology, University of Helsinki and Helsinki University Hospital, 00290 Helsinki, Finland.,Institute of Genomics, University of Tartu, 51010 Tartu, Estonia
| | - Parameswaran Grace Luther Lalitkumar
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, S-171 76 Stockholm, Sweden
| | - Martin Götte
- Department of Gynecology and Obstetrics, Muenster University, Medical Center, D-48149 Muenster, Germany
| | - Kristina Gemzell-Danielsson
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Karolinska University Hospital, S-171 76 Stockholm, Sweden
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15
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Saare M, Laisk T, Teder H, Paluoja P, Palta P, Koel M, Kirss F, Karro H, Sõritsa D, Salumets A, Krjutškov K, Peters M. A molecular tool for menstrual cycle phase dating of endometrial samples in endometriosis transcriptome studies†. Biol Reprod 2020; 101:1-3. [PMID: 31004479 DOI: 10.1093/biolre/ioz072] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2019] [Accepted: 04/18/2019] [Indexed: 01/30/2023] Open
Affiliation(s)
- Merli Saare
- Competence Centre on Health Technologies; Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu; Tartu, Estonia
| | - Triin Laisk
- Competence Centre on Health Technologies; Tartu, Estonia.,Estonian Genome Center Science Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Hindrek Teder
- Competence Centre on Health Technologies; Tartu, Estonia.,Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Priit Paluoja
- Competence Centre on Health Technologies; Tartu, Estonia.,Institute of Computer Science, University of Tartu, Estonia
| | - Priit Palta
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Finland
| | - Mariann Koel
- Competence Centre on Health Technologies; Tartu, Estonia.,Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Fred Kirss
- Tartu University Hospital, Women's Clinic, Tartu, Estonia
| | - Helle Karro
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu; Tartu, Estonia.,Tartu University Hospital, Women's Clinic, Tartu, Estonia
| | - Deniss Sõritsa
- Competence Centre on Health Technologies; Tartu, Estonia.,Elite Clinic, Tartu, Estonia
| | - Andres Salumets
- Competence Centre on Health Technologies; Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu; Tartu, Estonia.,Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Kaarel Krjutškov
- Competence Centre on Health Technologies; Tartu, Estonia.,Research Program of Molecular Neurology, Research Programs Unit, University of Helsinki, and Folkhälsan Institute of Genetics, Helsinki, Finland
| | - Maire Peters
- Competence Centre on Health Technologies; Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu; Tartu, Estonia
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16
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Saare M, Laisk T, Teder H, Paluoja P, Palta P, Koel M, Kirss F, Karro H, Sõritsa D, Salumets A, Krjutškov K, Peters M. A molecular tool for menstrual cycle phase dating of endometrial samples in endometriosis transcriptome studies†. Biol Reprod 2019; 101:868. [PMID: 31687746 DOI: 10.1093/biolre/ioz092] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- Merli Saare
- Competence Centre on Health Technologies; Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu; Tartu, Estonia
| | - Triin Laisk
- Competence Centre on Health Technologies; Tartu, Estonia.,Estonian Genome Center Science Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Hindrek Teder
- Competence Centre on Health Technologies; Tartu, Estonia.,Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Priit Paluoja
- Competence Centre on Health Technologies; Tartu, Estonia.,Institute of Computer Science, University of Tartu, Estonia
| | - Priit Palta
- Institute for Molecular Medicine Finland (FIMM), University of Helsinki, Finland
| | - Mariann Koel
- Competence Centre on Health Technologies; Tartu, Estonia.,Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Fred Kirss
- Tartu University Hospital, Women's Clinic, Tartu, Estonia
| | - Helle Karro
- Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu; Tartu, Estonia.,Tartu University Hospital, Women's Clinic, Tartu, Estonia
| | - Deniss Sõritsa
- Competence Centre on Health Technologies; Tartu, Estonia.,Elite Clinic, Tartu, Estonia
| | - Andres Salumets
- Competence Centre on Health Technologies; Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu; Tartu, Estonia.,Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Kaarel Krjutškov
- Competence Centre on Health Technologies; Tartu, Estonia.,Research Program of Molecular Neurology, Research Programs Unit, University of Helsinki, and Folkhälsan Institute of Genetics, Helsinki, Finland
| | - Maire Peters
- Competence Centre on Health Technologies; Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu; Tartu, Estonia
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17
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Saare M, Krigul KL, Laisk-Podar T, Ponandai-Srinivasan S, Rahmioglu N, Lalit Kumar PG, Zondervan K, Salumets A, Peters M. DNA methylation alterations-potential cause of endometriosis pathogenesis or a reflection of tissue heterogeneity? Biol Reprod 2019; 99:273-282. [PMID: 29796617 DOI: 10.1093/biolre/ioy067] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2018] [Accepted: 03/20/2018] [Indexed: 01/10/2023] Open
Abstract
Alterations in the DNA methylation pattern of endometriotic lesions and endometrium of endometriosis patients have been proposed as one potential factor accompanying the endometriosis development. Although many differentially methylated genes have been associated with the pathogenesis of this disease, the overlap between the results of different studies has remained small. Among other potential confounders, the impact of tissue heterogeneity on the outcome of DNA methylation studies should be considered, as tissues are mixtures of different cell types with their own specific DNA methylation signatures. This review focuses on the results of DNA methylation studies in endometriosis from the cellular heterogeneity perspective. We consider both the studies using highly heterogeneous whole-lesion biopsies and endometrial tissue, as well as pure cell fractions isolated from lesions and endometrium to understand the potential impact of the cellular composition to the results of endometriosis DNA methylation studies. Also, future perspectives on how to diminish the impact of tissue heterogeneity in similar studies are provided.
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Affiliation(s)
- Merli Saare
- Competence Centre on Health Technologies, Tartu, Estonia.,Institute of Clinical Medicine, Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
| | - Kertu Liis Krigul
- Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Triin Laisk-Podar
- Competence Centre on Health Technologies, Tartu, Estonia.,Institute of Clinical Medicine, Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
| | | | - Nilufer Rahmioglu
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK.,Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Parameswaran Grace Lalit Kumar
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden
| | - Krina Zondervan
- Wellcome Centre for Human Genetics, University of Oxford, Oxford, UK.,Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology, John Radcliffe Hospital, University of Oxford, Oxford, UK
| | - Andres Salumets
- Competence Centre on Health Technologies, Tartu, Estonia.,Institute of Clinical Medicine, Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia.,Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.,Insitute of Bio- and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Maire Peters
- Competence Centre on Health Technologies, Tartu, Estonia.,Institute of Clinical Medicine, Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
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18
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Stepanjuk A, Koel M, Pook M, Saare M, Jääger K, Peters M, Krjutškov K, Ingerpuu S, Salumets A. MUC20 expression marks the receptive phase of the human endometrium. Reprod Biomed Online 2019; 39:725-736. [PMID: 31519421 DOI: 10.1016/j.rbmo.2019.05.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2019] [Revised: 04/20/2019] [Accepted: 05/08/2019] [Indexed: 11/19/2022]
Abstract
RESEARCH QUESTION How does mucin MUC20 expression change during the menstrual cycle in different cell types of human endometrium? DESIGN Study involved examination of MUC20 expression in two previously published RNA-seq datasets in whole endometrial tissue (n = 10), sorted endometrial epithelial (n = 44) or stromal (n = 42) cell samples. RNA-Seq results were validated by quantitative reverse transcription polymerase chain reaction (qRT-PCR) in whole tissue (n = 10), sorted epithelial (n = 17) and stromal (n = 17) cell samples. MUC20 protein localization and expression were analysed in human endometrium by immunohistochemical analysis of intact endometrial tissue (n = 6) and also Western blot of cultured stromal and epithelial cells (n = 2). RESULTS MUC20 is differentially expressed in the endometrium between the pre-receptive and receptive phases. We show that MUC20 is predominantly expressed by epithelial cells of the receptive endometrium, both at the mRNA (RNA-Seq, P = 0.005; qRT-PCR, P = 0.039) and protein levels (Western blot; immunohistochemistry, P = 0.029). CONCLUSION Our results indicate MUC20 as a novel marker of mid-secretory endometrial biology. We propose a model of MUC20 function in the hepatocyte growth factor (HGF)-activated mesenchymal-epithelial transition (MET) receptor signalling specifically in the receptive phase. Further investigations should reveal the precise function of MUC20 in human endometrium and the possible connection between MUC20 and HGF-activated MET receptor signalling. MUC20 could potentially be included in the list of endometrial receptivity markers after further clinical validation.
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Affiliation(s)
- Artjom Stepanjuk
- Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu 51010, Estonia
| | - Mariann Koel
- Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu 51010, Estonia; Competence Centre on Health Technologies, Tiigi 61b, Tartu 50410, Estonia
| | - Martin Pook
- Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu 51010, Estonia
| | - Merli Saare
- Competence Centre on Health Technologies, Tiigi 61b, Tartu 50410, Estonia; Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, L. Puusepa 8, Tartu 50406, Estonia
| | - Kersti Jääger
- Competence Centre on Health Technologies, Tiigi 61b, Tartu 50410, Estonia
| | - Maire Peters
- Competence Centre on Health Technologies, Tiigi 61b, Tartu 50410, Estonia; Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, L. Puusepa 8, Tartu 50406, Estonia
| | - Kaarel Krjutškov
- Competence Centre on Health Technologies, Tiigi 61b, Tartu 50410, Estonia; Research Program of Molecular Neurology, Research Programs Unit, University of Helsinki, and Folkhälsan Institute of Genetics, Haartmaninkatu 8, Helsinki 00290, Finland
| | - Sulev Ingerpuu
- Institute of Molecular and Cell Biology, University of Tartu, Riia 23, Tartu 51010, Estonia
| | - Andres Salumets
- Competence Centre on Health Technologies, Tiigi 61b, Tartu 50410, Estonia; Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, L. Puusepa 8, Tartu 50406, Estonia; Department of Biomedicine, Institute of Biomedicine and Translational Medicine, University of Tartu, Ravila 19, Tartu 50411, Estonia; Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Hospital, Haartmaninkatu 2, Helsinki 00014, Finland.
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19
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Ponandai-Srinivasan S, Andersson KL, Nister M, Saare M, Hassan HA, Varghese SJ, Peters M, Salumets A, Gemzell-Danielsson K, Lalitkumar PGL. Aberrant expression of genes associated with stemness and cancer in endometria and endometrioma in a subset of women with endometriosis. Hum Reprod 2019; 33:1924-1938. [PMID: 30020448 DOI: 10.1093/humrep/dey241] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2017] [Accepted: 06/30/2018] [Indexed: 12/20/2022] Open
Abstract
STUDY QUESTION Is there molecular evidence for a link between endometriosis and endometriosis-associated ovarian cancers (EAOC)? STUDY ANSWER We identified aberrant gene expression signatures associated with malignant transformation in a small subgroup of women with ovarian endometriosis. WHAT IS KNOWN ALREADY Epidemiological studies have shown an increased risk of EAOC in women with ovarian endometriosis. However, the cellular and molecular changes leading to EAOC are largely unexplored. STUDY DESIGN, SIZE, DURATION CD73+CD90+CD105+ multipotent stem cells/progenitors (SC cohort) were isolated from endometrium (n = 18) and endometrioma (n = 11) of endometriosis patients as well as from the endometrium of healthy women (n = 14). Extensive phenotypic and functional analyses were performed in vitro on expanded multipotent stem cells/progenitors to confirm their altered characteristics. Aberrant gene signatures were also validated in paired-endometrium and -endometrioma tissue samples from another cohort (Tissue cohort, n = 19) of endometriosis patients. PARTICIPANTS/MATERIALS, SETTINGS, METHODS Paired-endometrial and -endometriotic biopsies were obtained from women with endometriosis (ASRM stage III-IV) undergoing laparoscopic surgery. Control endometria were obtained from healthy volunteers. Isolated CD73+CD90+CD105+ SC were evaluated for the presence of known endometrial surface markers, colony forming efficiency, multi-lineage differentiation, cell cycle distribution and 3D-spheroid formation capacity. Targeted RT-PCR arrays, along with hierarchical and multivariate clustering tools, were used to determine both intergroup and intragroup gene expression variability for stem cell and cancer-associated markers, in both SC+ and tissue cohorts. MAIN RESULTS AND THE ROLE OF CHANCE Isolated and expanded SC+ from both control and patient groups showed significantly higher surface expression of W5C5+, clonal expansion and 3D-spheroid formation capacity (P < 0.05) compared with SC-. The SC+ cells also undergo mesenchymal lineage differentiation, unlike SC-. Gene expression from paired-endometriosis samples showed significant downregulation of PTEN, ARID1A and TNFα (P < 0.05) in endometrioma compared with paired-endometrium SC+ samples. Hierarchical and multivariate clustering from both SC+ and tissue cohorts together identified 4 out of 30 endometrioma samples with aberrant expression of stem cell and cancer-associated genes, such as KIT, HIF2α and E-cadherin, altered expression ratio of ER-β/ER-α and downregulation of tumour suppressor genes (PTEN and ARID1A). Thus, we speculate that above changes may be potentially relevant to the development of EAOC. LARGE-SCALE DATA N/A. LIMITATIONS, REASON FOR CAUTION As the reported frequency of EAOC is very low, we did not have access to those samples in our study. Moreover, by adopting a targeted gene array approach, we might have missed several other potentially-relevant genes associated with EAOC pathogenesis. The above panel of markers should be further validated in archived tissue samples from women with endometriosis who later in life developed EAOC. WIDER IMPLICATIONS OF THE FINDINGS Knowledge gained from this study, with further confirmation on EAOC cases, may help in developing screening methods to identify women with increased risk of EAOC. STUDY FUNDING/COMPETING INTEREST(S) The study is funded by the Swedish Research Council (2012-2844), a joint grant from Stockholm County and Karolinska Institutet (ALF), RGD network at Karolinska Institutet, Karolinska Institutet for doctoral education (KID), Estonian Ministry of Education and Research (IUT34-16), Enterprise Estonia (EU48695), Horizon 2020 innovation program (WIDENLIFE, 692065), European Union's FP7 Marie Curie Industry-Academia Partnerships and Pathways funding (IAPP, SARM, EU324509) and MSCA-RISE-2015 project MOMENDO (691058). All authors have no competing interest.
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Affiliation(s)
- Sakthivignesh Ponandai-Srinivasan
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, and Karolinska University Hospital, Stockholm, Sweden
| | - Karin L Andersson
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, and Karolinska University Hospital, Stockholm, Sweden.,Department of Territorial Health, Central Tuscany Healthcare, Piero Palagi Hospital, Florence, Italy
| | - Monica Nister
- Department of Oncology-Pathology, Karolinska Institutet, and Clinical Pathology/Cytology, Karolinska University Hospital, Stockholm, Sweden
| | - Merli Saare
- Competence Centre on Health Technologies, Tiigi 61b, Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, L. Puusepa 8, Tartu, Estonia
| | - Halima A Hassan
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, and Karolinska University Hospital, Stockholm, Sweden
| | - Suby J Varghese
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, and Karolinska University Hospital, Stockholm, Sweden
| | - Maire Peters
- Competence Centre on Health Technologies, Tiigi 61b, Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, L. Puusepa 8, Tartu, Estonia
| | - Andres Salumets
- Competence Centre on Health Technologies, Tiigi 61b, Tartu, Estonia.,Department of Obstetrics and Gynecology, Institute of Clinical Medicine, University of Tartu, L. Puusepa 8, Tartu, Estonia.,Department of Obstetrics and Gynaecology, University of Helsinki and Helsinki University Hospital, Haartmaninkatu 2, Helsinki, Finland
| | - Kristina Gemzell-Danielsson
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, and Karolinska University Hospital, Stockholm, Sweden
| | - Parameswaran Grace Luther Lalitkumar
- Division of Obstetrics and Gynecology, Department of Women's and Children's Health, Karolinska Institutet, and Karolinska University Hospital, Stockholm, Sweden
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20
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Rahmioglu N, Drong AW, Lockstone H, Tapmeier T, Hellner K, Saare M, Laisk-Podar T, Dew C, Tough E, Nicholson G, Peters M, Morris AP, Lindgren CM, Becker CM, Zondervan KT. Variability of genome-wide DNA methylation and mRNA expression profiles in reproductive and endocrine disease related tissues. Epigenetics 2017; 12:897-908. [PMID: 29099281 PMCID: PMC5750814 DOI: 10.1080/15592294.2017.1367475] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Genome-wide association studies in the fields of reproductive medicine and endocrinology are yielding robust genetic variants associated with disease. Integrated genomic, transcriptomic, and epigenomic molecular profiling studies are common methodologies used to understand the biologic pathways perturbed by these variants. However, molecular profiling resources do not include the tissue most relevant to many female reproductive traits, the endometrium, while the parameters influencing variability of results from its molecular profiling are unclear. We investigated the sources of DNA methylation and RNA expression profile variability in endometrium (n = 135), endometriotic disease tissue (endometriosis), and subcutaneous abdominal fat samples from 24 women, quantifying between-individual, within-tissue (cellular heterogeneity), and technical variation. DNA samples (n = 96) were analyzed using Illumina HumanMethlylation450 BeadChip arrays; RNA samples (n = 39) were analyzed using H12-expression arrays. Variance-component analyses showed that, for the top 10–50% variable DNA methylation/RNA expression sites, between-individual variation far exceeded within-tissue and technical variation. Menstrual-phase accounted for most variability in methylation/expression patterns in endometrium (Pm = 7.8 × 10−3, Pe = 8.4 × 10−5) but not in fat and endometriotic tissue; age was significantly associated with DNA methylation profile of endometrium (Pm = 9 × 10−5) and endometriotic disease tissue (Pm = 2.4 × 10−5); and smoking was significantly associated with DNA methylation in adipose tissue (Pm = 1.8 × 10−3). Hierarchical cluster analysis showed significantly different methylation signatures between endometrium and endometriotic tissue enriched for WNT signaling, angiogenesis, cadherin signaling, and gonadotropin-releasing-hormone-receptor pathways. Differential DNA methylation/expression analyses suggested detection of a limited number of sites with large fold changes (FC > 4), but power calculations accounting for different sources of variability showed that for robust detection >500 tissue samples are required. These results enable appropriate study design for large-scale expression and methylation tissue-based profiling relevant to many reproductive and endocrine traits.
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Affiliation(s)
- Nilufer Rahmioglu
- a Wellcome Centre for Human Genetics, University of Oxford , Roosevelt Drive, Oxford , OX3 7BN , UK
| | - Alexander W Drong
- a Wellcome Centre for Human Genetics, University of Oxford , Roosevelt Drive, Oxford , OX3 7BN , UK
| | - Helen Lockstone
- a Wellcome Centre for Human Genetics, University of Oxford , Roosevelt Drive, Oxford , OX3 7BN , UK
| | - Thomas Tapmeier
- b Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology , John Radcliffe Hospital, University of Oxford , Oxford , OX3 7BN , UK
| | - Karin Hellner
- b Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology , John Radcliffe Hospital, University of Oxford , Oxford , OX3 7BN , UK
| | - Merli Saare
- c Competence Centre on Health Technologies, Tartu, Estonia and Women's Clinic, Institute of Clinical Medicine, University of Tartu , Tartu , Estonia
| | - Triin Laisk-Podar
- c Competence Centre on Health Technologies, Tartu, Estonia and Women's Clinic, Institute of Clinical Medicine, University of Tartu , Tartu , Estonia
| | - Christine Dew
- b Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology , John Radcliffe Hospital, University of Oxford , Oxford , OX3 7BN , UK
| | - Emily Tough
- b Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology , John Radcliffe Hospital, University of Oxford , Oxford , OX3 7BN , UK
| | - George Nicholson
- a Wellcome Centre for Human Genetics, University of Oxford , Roosevelt Drive, Oxford , OX3 7BN , UK
| | - Maire Peters
- c Competence Centre on Health Technologies, Tartu, Estonia and Women's Clinic, Institute of Clinical Medicine, University of Tartu , Tartu , Estonia
| | - Andrew P Morris
- a Wellcome Centre for Human Genetics, University of Oxford , Roosevelt Drive, Oxford , OX3 7BN , UK.,d Department of Biostatistics , University of Liverpool , Liverpool , OX3 7BN , UK
| | - Cecilia M Lindgren
- a Wellcome Centre for Human Genetics, University of Oxford , Roosevelt Drive, Oxford , OX3 7BN , UK
| | - Christian M Becker
- b Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology , John Radcliffe Hospital, University of Oxford , Oxford , OX3 7BN , UK
| | - Krina T Zondervan
- a Wellcome Centre for Human Genetics, University of Oxford , Roosevelt Drive, Oxford , OX3 7BN , UK.,b Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology , John Radcliffe Hospital, University of Oxford , Oxford , OX3 7BN , UK
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21
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Altmäe S, Koel M, Võsa U, Adler P, Suhorutšenko M, Laisk-Podar T, Kukushkina V, Saare M, Velthut-Meikas A, Krjutškov K, Aghajanova L, Lalitkumar PG, Gemzell-Danielsson K, Giudice L, Simón C, Salumets A. Meta-signature of human endometrial receptivity: a meta-analysis and validation study of transcriptomic biomarkers. Sci Rep 2017; 7:10077. [PMID: 28855728 PMCID: PMC5577343 DOI: 10.1038/s41598-017-10098-3] [Citation(s) in RCA: 140] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2016] [Accepted: 07/28/2017] [Indexed: 12/21/2022] Open
Abstract
Previous transcriptome studies of the human endometrium have revealed hundreds of simultaneously up- and down-regulated genes that are involved in endometrial receptivity. However, the overlap between the studies is relatively small, and we are still searching for potential diagnostic biomarkers. Here we perform a meta-analysis of endometrial-receptivity associated genes on 164 endometrial samples (76 from 'pre-receptive' and 88 from mid-secretory, 'receptive' phase endometria) using a robust rank aggregation (RRA) method, followed by enrichment analysis, and regulatory microRNA prediction. We identify a meta-signature of endometrial receptivity involving 57 mRNA genes as putative receptivity markers, where 39 of these we confirm experimentally using RNA-sequencing method in two separate datasets. The meta-signature genes highlight the importance of immune responses, the complement cascade pathway and the involvement of exosomes in mid-secretory endometrial functions. Bioinformatic prediction identifies 348 microRNAs that could regulate 30 endometrial-receptivity associated genes, and we confirm experimentally the decreased expression of 19 microRNAs with 11 corresponding up-regulated meta-signature genes in our validation experiments. The 57 identified meta-signature genes and involved pathways, together with their regulatory microRNAs could serve as promising and sought-after biomarkers of endometrial receptivity, fertility and infertility.
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Affiliation(s)
- Signe Altmäe
- Department of Women's and Children's Health, Division of Obstetrics and Gynecology, Karolinska Institutet, and Karolinska University Hospital, 17176, Stockholm, Sweden.
- Competence Centre on Health Technologies, 50410, Tartu, Estonia.
- Department of Biochemistry and Molecular Biology, Faculty of Sciences, University of Granada, 18016, Granada, Spain.
| | - Mariann Koel
- Competence Centre on Health Technologies, 50410, Tartu, Estonia
- Department of Biosciences and Nutrition, and Center for Innovative Medicine, Karolinska Institutet, 14183, Huddinge, Sweden
- Department of Cell Biology, Institute of Molecular and Cell Biology, University of Tartu, 51010, Tartu, Estonia
| | - Urmo Võsa
- Estonian Genome Center, University of Tartu, 51010, Tartu, Estonia
| | - Priit Adler
- Institute of Computer Science, University of Tartu, Tartu, 50409, Estonia
| | - Marina Suhorutšenko
- Competence Centre on Health Technologies, 50410, Tartu, Estonia
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, 51014, Tartu, Estonia
| | - Triin Laisk-Podar
- Competence Centre on Health Technologies, 50410, Tartu, Estonia
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, 51014, Tartu, Estonia
| | | | - Merli Saare
- Competence Centre on Health Technologies, 50410, Tartu, Estonia
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, 51014, Tartu, Estonia
| | | | - Kaarel Krjutškov
- Competence Centre on Health Technologies, 50410, Tartu, Estonia
- Department of Biosciences and Nutrition, and Center for Innovative Medicine, Karolinska Institutet, 14183, Huddinge, Sweden
| | - Lusine Aghajanova
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Francisco, San Francisco, 94143-0132, CA, USA
| | - Parameswaran G Lalitkumar
- Department of Women's and Children's Health, Division of Obstetrics and Gynecology, Karolinska Institutet, and Karolinska University Hospital, 17176, Stockholm, Sweden
| | - Kristina Gemzell-Danielsson
- Department of Women's and Children's Health, Division of Obstetrics and Gynecology, Karolinska Institutet, and Karolinska University Hospital, 17176, Stockholm, Sweden
| | - Linda Giudice
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Francisco, San Francisco, 94143-0132, CA, USA
| | - Carlos Simón
- Department of Obstetrics and Gynaecology, Valencia University & INCLIVA, Igenomix & Fundación IVI, 46021, Valencia, Spain
| | - Andres Salumets
- Competence Centre on Health Technologies, 50410, Tartu, Estonia
- Department of Obstetrics and Gynaecology, Institute of Clinical Medicine, University of Tartu, 51014, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Helsinki and Helsinki University Hospital, Helsinki, FI-00029, HUS, Finland
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22
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Rekker K, Saare M, Eriste E, Tasa T, Kukuškina V, Roost AM, Anderson K, Samuel K, Karro H, Salumets A, Peters M. High-throughput mRNA sequencing of stromal cells from endometriomas and endometrium. Reproduction 2017; 154:93-100. [PMID: 28495852 DOI: 10.1530/rep-17-0092] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2017] [Revised: 04/07/2017] [Accepted: 05/11/2017] [Indexed: 12/15/2022]
Abstract
The aetiology of endometriosis is still unclear and to find mechanisms behind the disease development, it is important to study each cell type from endometrium and ectopic lesions independently. The objective of this study was to uncover complete mRNA profiles in uncultured stromal cells from paired samples of endometriomas and eutopic endometrium. High-throughput mRNA sequencing revealed over 1300 dysregulated genes in stromal cells from ectopic lesions, including several novel genes in the context of endometriosis. Functional annotation analysis of differentially expressed genes highlighted pathways related to cell adhesion, extracellular matrix-receptor interaction and complement and coagulation cascade. Most importantly, we found a simultaneous upregulation of complement system components and inhibitors, indicating major imbalances in complement regulation in ectopic stromal cells. We also performed in vitro experiments to evaluate the effect of endometriosis patients' peritoneal fluid (PF) on complement system gene expression levels, but no significant impact of PF on C3, CD55 and CFH levels was observed. In conclusion, the use of isolated stromal cells enables to determine gene expression levels without the background interference of other cell types. In the future, a new standard design studying all cell types from endometriotic lesions separately should be applied to reveal novel mechanisms behind endometriosis pathogenesis.
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Affiliation(s)
- Kadri Rekker
- Department of Obstetrics and GynecologyInstitute of Clinical Medicine, University of Tartu, Tartu, Estonia .,Competence Centre on Health TechnologiesTartu, Estonia
| | - Merli Saare
- Department of Obstetrics and GynecologyInstitute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Centre on Health TechnologiesTartu, Estonia
| | - Elo Eriste
- Competence Centre on Health TechnologiesTartu, Estonia
| | - Tõnis Tasa
- Institute of Computer ScienceUniversity of Tartu, Tartu, Estonia.,Estonian Genome CenterUniversity of Tartu, Tartu, Estonia
| | - Viktorija Kukuškina
- Estonian Genome CenterUniversity of Tartu, Tartu, Estonia.,Institute of Molecular and Cell BiologyUniversity of Tartu, Tartu, Estonia
| | | | | | - Külli Samuel
- Competence Centre on Health TechnologiesTartu, Estonia
| | - Helle Karro
- Department of Obstetrics and GynecologyInstitute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Tartu University Hospital's Women's ClinicTartu, Estonia
| | - Andres Salumets
- Department of Obstetrics and GynecologyInstitute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Centre on Health TechnologiesTartu, Estonia.,Department of BiomedicineInstitute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia.,Department of Obstetrics and GynecologyUniversity of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Maire Peters
- Department of Obstetrics and GynecologyInstitute of Clinical Medicine, University of Tartu, Tartu, Estonia.,Competence Centre on Health TechnologiesTartu, Estonia
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23
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Krjutškov K, Katayama S, Saare M, Vera-Rodriguez M, Lubenets D, Samuel K, Laisk-Podar T, Teder H, Einarsdottir E, Salumets A, Kere J. Single-cell transcriptome analysis of endometrial tissue. Hum Reprod 2016; 31:844-53. [PMID: 26874359 PMCID: PMC4791917 DOI: 10.1093/humrep/dew008] [Citation(s) in RCA: 72] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2015] [Accepted: 01/11/2016] [Indexed: 12/22/2022] Open
Abstract
STUDY QUESTION How can we study the full transcriptome of endometrial stromal and epithelial cells at the single-cell level? SUMMARY ANSWER By compiling and developing novel analytical tools for biopsy, tissue cryopreservation and disaggregation, single-cell sorting, library preparation, RNA sequencing (RNA-seq) and statistical data analysis. WHAT IS KNOWN ALREADY Although single-cell transcriptome analyses from various biopsied tissues have been published recently, corresponding protocols for human endometrium have not been described. STUDY DESIGN, SIZE, DURATION The frozen-thawed endometrial biopsies were fluorescence-activated cell sorted (FACS) to distinguish CD13-positive stromal and CD9-positive epithelial cells and single-cell transcriptome analysis performed from biopsied tissues without culturing the cells. We studied gene transcription, applying a modern and efficient RNA-seq protocol. In parallel, endometrial stromal cells were cultured and global expression profiles were compared with uncultured cells. PARTICIPANTS/MATERIALS, SETTING, METHODS For method validation, we used two endometrial biopsies, one from mid-secretory phase (Day 21, LH+8) and another from late-secretory phase (Day 25). The samples underwent single-cell FACS sorting, single-cell RNA-seq library preparation and Illumina sequencing. MAIN RESULTS AND THE ROLE OF CHANCE Here we present a complete pipeline for single-cell gene-expression studies, from clinical sampling to statistical data analysis. Tissue manipulation, starting from disaggregation and cell-type-specific labelling and ending with single-cell automated sorting, is managed within 90 min at low temperature to minimize changes in the gene expression profile. The single living stromal and epithelial cells were sorted using CD13- and CD9-specific antibodies, respectively. Of the 8622 detected genes, 2661 were more active in cultured stromal cells than in biopsy cells. In the comparison of biopsy versus cultured cells, 5603 commonly expressed genes were detected, with 241 significantly differentially expressed genes. Of these, 231 genes were up- and 10 down-regulated in cultured cells, respectively. In addition, we performed a gene ontology analysis of the differentially expressed genes and found that these genes are mainly related to cell cycle, translational processes and metabolism. LIMITATIONS, REASONS FOR CAUTION Although CD9-positive single epithelial cells sorting was successfully established in our laboratory, the amount of transcriptome data per individual epithelial cell was low, complicating further analysis. This step most likely failed due to the high dose of RNases that are released by the cells' natural processes, or due to rapid turnaround time or the apoptotic conditions in freezing- or single-cell solutions. Since only the cells from the late-secretory phase were subject to more focused analysis, further studies including larger sample size from the different time-points of the natural menstrual cycle are needed. The methodology also needs further optimization to examine different cell types at high quality. WIDER IMPLICATIONS OF THE FINDINGS The symbiosis between clinical biopsy and the sophisticated laboratory and bioinformatic protocols described here brings together clinical diagnostic needs and modern laboratory and bioinformatic solutions, enabling us to implement a precise analytical toolbox for studying the endometrial tissue even at the single-cell level.
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Affiliation(s)
- K Krjutškov
- Competence Centre on Health Technologies, Tartu 50410, Estonia Department of Biosciences and Nutrition, and Center for Innovative Medicine, Karolinska Institutet, Huddinge 141 83, Sweden
| | - S Katayama
- Department of Biosciences and Nutrition, and Center for Innovative Medicine, Karolinska Institutet, Huddinge 141 83, Sweden
| | - M Saare
- Competence Centre on Health Technologies, Tartu 50410, Estonia Department of Obstetrics and Gynaecology, University of Tartu, Tartu 51014, Estonia
| | | | - D Lubenets
- Institute of Molecular and Cell Biology, University of Tartu, Tartu 51010, Estonia
| | - K Samuel
- Competence Centre on Health Technologies, Tartu 50410, Estonia
| | - T Laisk-Podar
- Competence Centre on Health Technologies, Tartu 50410, Estonia Department of Obstetrics and Gynaecology, University of Tartu, Tartu 51014, Estonia
| | - H Teder
- Competence Centre on Health Technologies, Tartu 50410, Estonia
| | - E Einarsdottir
- Department of Biosciences and Nutrition, and Center for Innovative Medicine, Karolinska Institutet, Huddinge 141 83, Sweden Molecular Neurology Research Program, University of Helsinki and Folkhälsan Institute of Genetics, Helsinki 00014, Finland
| | - A Salumets
- Competence Centre on Health Technologies, Tartu 50410, Estonia Department of Obstetrics and Gynaecology, University of Tartu, Tartu 51014, Estonia Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu 50411, Estonia
| | - J Kere
- Department of Biosciences and Nutrition, and Center for Innovative Medicine, Karolinska Institutet, Huddinge 141 83, Sweden Molecular Neurology Research Program, University of Helsinki and Folkhälsan Institute of Genetics, Helsinki 00014, Finland
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24
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Saare M, Modhukur V, Suhorutshenko M, Rajashekar B, Rekker K, Sõritsa D, Karro H, Soplepmann P, Sõritsa A, Lindgren CM, Rahmioglu N, Drong A, Becker CM, Zondervan KT, Salumets A, Peters M. The influence of menstrual cycle and endometriosis on endometrial methylome. Clin Epigenetics 2016; 8:2. [PMID: 26759613 PMCID: PMC4710036 DOI: 10.1186/s13148-015-0168-z] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2015] [Accepted: 12/30/2015] [Indexed: 12/29/2022] Open
Abstract
Background Alterations in endometrial DNA methylation profile have been proposed as one potential mechanism initiating the development of endometriosis. However, the normal endometrial methylome is influenced by the cyclic hormonal changes, and the menstrual cycle phase-dependent epigenetic signature should be considered when studying endometrial disorders. So far, no studies have been performed to evaluate the menstrual cycle influences and endometriosis-specific endometrial methylation pattern at the same time. Results Infinium HumanMethylation 450K BeadChip arrays were used to explore DNA methylation profiles of endometrial tissues from various menstrual cycle phases from 31 patients with endometriosis and 24 healthy women. The DNA methylation profile of patients and controls was highly similar and only 28 differentially methylated regions (DMRs) between patients and controls were found. However, the overall magnitude of the methylation differences between patients and controls was rather small (Δβ ranging from –0.01 to –0.16 and from 0.01 to 0.08, respectively, for hypo- and hypermethylated CpGs). Unsupervised hierarchical clustering of the methylation data divided endometrial samples based on the menstrual cycle phase rather than diseased/non-diseased status. Further analysis revealed a number of menstrual cycle phase-specific epigenetic changes with largest changes occurring during the late-secretory and menstrual phases when substantial rearrangements of endometrial tissue take place. Comparison of cycle phase- and endometriosis-specific methylation profile changes revealed that 13 out of 28 endometriosis-specific DMRs were present in both datasets. Conclusions The results of our study accentuate the importance of considering normal cyclic epigenetic changes in studies investigating endometrium-related disease-specific methylation patterns. Electronic supplementary material The online version of this article (doi:10.1186/s13148-015-0168-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Merli Saare
- Competence Centre on Health Technologies Tartu, Tartu, Estonia.,Tartu University Women's Clinic, Tartu, Estonia.,Institute of Bio- and Translational Medicine, University of Tartu, Tartu, Estonia
| | | | | | | | - Kadri Rekker
- Competence Centre on Health Technologies Tartu, Tartu, Estonia.,Tartu University Women's Clinic, Tartu, Estonia
| | - Deniss Sõritsa
- Competence Centre on Health Technologies Tartu, Tartu, Estonia.,Tartu University Women's Clinic, Tartu, Estonia.,Elite Clinic, Tartu, Estonia.,Women's Clinic, Tartu University Hospital, Tartu, Estonia
| | - Helle Karro
- Tartu University Women's Clinic, Tartu, Estonia.,Women's Clinic, Tartu University Hospital, Tartu, Estonia
| | | | | | - Cecilia M Lindgren
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Nilufer Rahmioglu
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Alexander Drong
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK
| | - Christian M Becker
- Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology, University of Oxford, Oxford, UK
| | - Krina T Zondervan
- Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, UK.,Endometriosis CaRe Centre, Nuffield Department of Obstetrics & Gynaecology, University of Oxford, Oxford, UK
| | - Andres Salumets
- Competence Centre on Health Technologies Tartu, Tartu, Estonia.,Tartu University Women's Clinic, Tartu, Estonia.,Institute of Bio- and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Maire Peters
- Competence Centre on Health Technologies Tartu, Tartu, Estonia.,Tartu University Women's Clinic, Tartu, Estonia
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25
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Saare M, Rekker K, Laisk-Podar T, Sõritsa D, Roost AM, Simm J, Velthut-Meikas A, Samuel K, Metsalu T, Karro H, Sõritsa A, Salumets A, Peters M. High-throughput sequencing approach uncovers the miRNome of peritoneal endometriotic lesions and adjacent healthy tissues. PLoS One 2014; 9:e112630. [PMID: 25386850 PMCID: PMC4227690 DOI: 10.1371/journal.pone.0112630] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2014] [Accepted: 10/09/2014] [Indexed: 12/20/2022] Open
Abstract
Accumulating data have shown the involvement of microRNAs (miRNAs) in endometriosis pathogenesis. In this study, we used a novel approach to determine the endometriotic lesion-specific miRNAs by high-throughput small RNA sequencing of paired samples of peritoneal endometriotic lesions and matched healthy surrounding tissues together with eutopic endometria of the same patients. We found five miRNAs specific to epithelial cells – miR-34c, miR-449a, miR-200a, miR-200b and miR-141 showing significantly higher expression in peritoneal endometriotic lesions compared to healthy peritoneal tissues. We also determined the expression levels of miR-200 family target genes E-cadherin, ZEB1 and ZEB2 and found that the expression level of E-cadherin was significantly higher in endometriotic lesions compared to healthy tissues. Further evaluation verified that studied miRNAs could be used as diagnostic markers for confirming the presence of endometrial cells in endometriotic lesion biopsy samples. Furthermore, we demonstrated that the miRNA profile of peritoneal endometriotic lesion biopsies is largely masked by the surrounding peritoneal tissue, challenging the discovery of an accurate lesion-specific miRNA profile. Taken together, our findings indicate that only particular miRNAs with a significantly higher expression in endometriotic cells can be detected from lesion biopsies, and can serve as diagnostic markers for endometriosis.
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Affiliation(s)
- Merli Saare
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- Institute of Bio- and Translational Medicine, University of Tartu, Tartu, Estonia
- * E-mail:
| | - Kadri Rekker
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
| | - Triin Laisk-Podar
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
| | - Deniss Sõritsa
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Tartu University Hospital's Women's Clinic, Tartu, Estonia
- Elite Clinic, Sangla 63, Tartu, Estonia
| | - Anne Mari Roost
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
| | - Jaak Simm
- Department of Electrical Engineering (ESAT), STADIUS Center for Dynamical Systems, Signal Processing and Data Analytics, KU Leuven, Leuven, Belgium
- iMinds Medical IT, Leuven, Belgium
- Centre for Biology of Integrated Systems, Tallinn University of Technology, Tallinn, Estonia
| | - Agne Velthut-Meikas
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Centre for Biology of Integrated Systems, Tallinn University of Technology, Tallinn, Estonia
| | - Külli Samuel
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
| | - Tauno Metsalu
- Institute of Computer Science, University of Tartu, Tartu, Estonia
| | - Helle Karro
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- Tartu University Hospital's Women's Clinic, Tartu, Estonia
| | | | - Andres Salumets
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- Institute of Bio- and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Maire Peters
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
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Sõritsa D, Saare M, Laisk-Podar T, Peters M, Sõritsa A, Matt K, Karro H, Salumets A. Pregnancy rate in endometriosis patients according to the severity of the disease after using a combined approach of laparoscopy, GnRH agonist treatment and in vitro fertilization. Gynecol Obstet Invest 2014; 79:34-9. [PMID: 25277802 DOI: 10.1159/000365329] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2014] [Accepted: 06/18/2014] [Indexed: 11/19/2022]
Abstract
AIM To evaluate the effects of combined treatment approaches on endometriosis-associated infertility in different stages of endometriosis using laparoscopy, gonadotropin-releasing hormone (GnRH) agonist (GnRHa) therapy and in vitro fertilization (IVF). METHODS This retrospective study was carried out on 179 women with surgically confirmed endometriosis. Patients were divided into subgroups: group 1 (stage I-II, n = 121) and group 2 (stage III-IV, n = 58). Patients eligible for IVF, who were found to have adenomyosis or moderate to severe endometriosis, were also given postoperative GnRHa. Pregnancy and delivery rates were cumulatively calculated during 5 years according to the severity of the disease. RESULTS The overall pregnancy, delivery and miscarriage rates were 66.5, 56.4 and 15.1%, respectively, for all patients following spontaneous and assisted conception. There were no significant differences in reproductive outcomes between the study groups. The pregnancy and delivery rates were also comparable within group 1 between the patients with and without GnRHa treatment. CONCLUSION Pregnancy and delivery rates at different stages of endometriosis were not affected by the different approaches used for infertility treatment, with >60 and >50% of patients having conceived and delivered a baby, respectively, in both groups. The usefulness of GnRHa treatment for endometriosis patients with minimal to mild forms is questionable and deserves further studies.
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Affiliation(s)
- Deniss Sõritsa
- Women's Clinic of Tartu University Hospital, Tartu, Estonia
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Rekker K, Saare M, Roost AM, Kubo AL, Zarovni N, Chiesi A, Salumets A, Peters M. Comparison of serum exosome isolation methods for microRNA profiling. Clin Biochem 2014; 47:135-8. [DOI: 10.1016/j.clinbiochem.2013.10.020] [Citation(s) in RCA: 214] [Impact Index Per Article: 21.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2013] [Revised: 10/15/2013] [Accepted: 10/21/2013] [Indexed: 12/15/2022]
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Abstract
Normal physiological variables, such as age and gender, contribute to alterations in circulating microRNA (miRNA) expression levels. The changes in the female body during the menstrual cycle can also be reflected in plasma miRNA expression levels. Therefore, this study aimed to determine the plasma miRNA profile of healthy women during the menstrual cycle and to assess which circulating miRNAs are derived from blood cells. The plasma miRNA expression profiles in nine healthy women were determined by quantitative real time PCR using Exiqon Human Panel I assays from four time-points of the menstrual cycle. This platform was also used for studying miRNAs from pooled whole blood RNA samples at the same four time-points. Our results indicated that circulating miRNA expression levels in healthy women were not significantly altered by the processes occurring during the menstrual cycle. No significant differences in plasma miRNA expression levels were observed between the menstrual cycle time-points, but the number of detected miRNAs showed considerable variation among the studied individuals. miRNA analysis from whole blood samples revealed that majority of miRNAs in plasma are derived from blood cells. The most abundant miRNA in plasma and blood was hsa-miR-451a, but a number of miRNAs were only detected in one or the other sample type. In conclusion, our data suggest that the changes in the female body during the menstrual cycle do not affect the expression of circulating miRNAs at measurable levels.
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Affiliation(s)
- Kadri Rekker
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- * E-mail:
| | - Merli Saare
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Anne Mari Roost
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
| | - Andres Salumets
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
- Institute of Biomedicine and Translational Medicine, University of Tartu, Tartu, Estonia
| | - Maire Peters
- Competence Centre on Reproductive Medicine and Biology, Tartu, Estonia
- Department of Obstetrics and Gynecology, University of Tartu, Tartu, Estonia
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Saare M, Soritsa D, Vaidla K, Palta P, Remm M, Laan M, Karro H, Soritsa A, Salumets A, D'Hooghe T, Peters M. No evidence of somatic DNA copy number alterations in eutopic and ectopic endometrial tissue in endometriosis. Hum Reprod 2012; 27:1857-64. [DOI: 10.1093/humrep/des125] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
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Kanta Goswami S, Banerjee S, Saha P, Chakraborty P, Kabir SN, Karimzadeh MA, Mohammadian F, Mashayekhy M, Saldeen P, Kallen K, Karlstrom PO, Rodrigues-Wallberg KA, Salerno A, Nazzaro A, Di Iorio L, Marino S, Granato C, Landino G, Pastore E, Ghoshdastidar B, Chakraborty C, Ghoshdastidar BN, Ghoshdastidar S, Partsinevelos GA, Papamentzelopoulou M, Mavrogianni D, Marinopoulos S, Dinopoulou V, Theofanakis C, Anagnostou E, Loutradis D, Franz C, Nieuwland R, Montag M, Boing A, Rosner S, Germeyer A, Strowitzki T, Toth B, Mohamed M, Vlismas A, Sabatini L, Caragia A, Collins B, Leach A, Zosmer A, Al-Shawaf T, Beyhan Z, Fisch JD, Danner C, Keskintepe L, Aydin Y, Ayca P, Oge T, Hassa H, Papanikolaou E, Pados G, Grimbizis G, Bili H, Karastefanou K, Fatemi H, Kyrou D, Humaidan P, Tarlatzis B, Gungor F, Karamustafaoglu B, Iyibozkurt AC, Ozsurmeli M, Bastu E, Buyru F, Di Emidio G, Vitti M, Mancini A, Baldassarra T, D'Alessandro AM, Polsinelli F, Tatone C, Leperlier F, Lammers J, Dessolle L, Lattes S, Barriere P, Freour T, Elodie P, Assou S, Van den Abbeel E, Arce JC, Hamamah S, Assou S, Dechaud H, Haouzi D, Van den Abbeel E, Arce JC, Hamamah S, Tiplady S, Johnson S, Jones G, Ledger W, Eizadyar N, Ahmad Nia S, Seyed Mirzaie M, Azin SA, Yazdani Safa M, Onaran Y, Iltemir Duvan C, Keskin E, Ayrim A, Kafali H, Kadioglu N, Guler B, Var T, Cicek MN, Batioglu AS, Lichtblau I, Olivennes F, de Mouzon J, Dumont M, Junca AM, Cohen-Bacrie M, Hazout A, Belloc S, Cohen-Bacrie P, Allegra A, Marino A, Sammartano F, Coffaro F, Scaglione P, Gullo S, Volpes A, Cohen-Bacrie P, Cohen-Bacrie M, Hazout A, Lichtblau I, Dumont M, Junca AM, Belloc S, Prisant N, de Mouzon J, Saare M, Vaidla K, Salumets A, Peters M, Jindal UN, Thakur M, Shvell V, Diamond MP, Awonuga AO, Veljkovic M, Macanovic B, Milacic I, Borogovac D, Arsic B, Pavlovic D, Lekic D, Bojovic Jovic D, Garalejic E, Jayaprakasan K, Eljabu H, Hopkisson J, Campbell B, Raine-Fenning N, Kop P, van Wely M, Mol BW, Melker AA, Janssens PMW, Nap A, Arends B, Roovers JPWR, Ruis H, Repping S, van der Veen F, Mochtar MH, Sargin A, Yilmaz N, Gulerman C, Guven A, Polat B, Ozel M, Bardakci Y, Vidal C, Giles J, Remohi J, Pellicer A, Garrido N, Javdani M, Fallahzadeh H, Davar R, Sheibani H, Leary C, Killick S, Sturmey RG, Kim SG, Lee KH, Park IH, Sun HG, Lee JH, Kim YY, Choi EM, Van Loendersloot LL, Van Wely M, Repping S, Bossuyt PMM, Van Der Veen F, Roychoudhury Sarkar M, Roy D, Sahu R, Bhattacharya J, Eguiluz Gutierrez- Barquin I, Sanchez Sanchez V, Torres Afonso A, Alvarez Sanchez M, De Leon Socorro S, Molina Cabrillana J, Seara Fernandez S, Garcia Hernandez JA, Ozkan ZS, Simsek M, Kumbak B, Atilgan R, Sapmaz E, Agirregoikoa JA, DePablo JL, Abanto E, Gonzalez M, Anarte C, Barrenetxea G, Aleyasin A, Mahdavi A, Agha Hosseini M, Safdarian L, Fallahi P, Bahmaee F, Guler B, Kadioglu N, Sarikaya E, Cicek MN, Batioglu AS, Segawa T, Teramoto S, Tsuchiyama S, Miyauchi O, Watanabe Y, Ohkubo T, Shozu M, Ishikawa H, Yelian F, Papaioannou S, Knowles T, Aslam M, Milnes R, Takashima A, Takeshita N, Kinoshita T, Chapman MG, Kilani S, Ledger W, Dadras N, Parsanezhad ME, Zolghadri J, Younesi M, Floehr J, Dietzel E, Wessling J, Neulen J, Rosing B, Tan S, Jahnen-Dechent W, Lee KS, Joo JK, Son JB, Joo BS, Risquez F, Confino E, Llavaneras F, Marval I, D'Ommar G, Gil M, Risquez M, Lozano L, Paublini A, Piras M, Risquez A, Prochazka R, Blaha M, Nemcova L, Weghofer A, Kim A, Barad DH, Gleicher N, Kilic Y, Bastu E, Ergun B, Howard B, Weiss H, Doody K, Dietzel E, Wessling J, Floehr J, Schafer C, Ensslen S, Denecke B, Neulen J, Veitinger T, Spehr M, Tropartz T, Tolba R, Egert A, Schorle H, Jahnen-Dechent W, Bastu E, Alanya S, Yumru H, Ergun B. FEMALE (IN)FERTILITY. Hum Reprod 2012. [DOI: 10.1093/humrep/27.s2.80] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Altmäe S, Reimand J, Hovatta O, Zhang P, Kere J, Laisk T, Saare M, Peters M, Vilo J, Stavreus-Evers A, Salumets A. Research resource: interactome of human embryo implantation: identification of gene expression pathways, regulation, and integrated regulatory networks. Mol Endocrinol 2011; 26:203-17. [PMID: 22074951 DOI: 10.1210/me.2011-1196] [Citation(s) in RCA: 81] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
A prerequisite for successful embryo implantation is adequate preparation of receptive endometrium and the establishment and maintenance of a viable embryo. The success of implantation further relies upon a two-way dialogue between the embryo and uterus. However, molecular bases of these preimplantation and implantation processes in humans are not well known. We performed genome expression analyses of human embryos (n = 128) and human endometria (n = 8). We integrated these data with protein-protein interactions in order to identify molecular networks within the endometrium and the embryo, and potential embryo-endometrium interactions at the time of implantation. For that, we applied a novel network profiling algorithm HyperModules, which combines topological module identification and functional enrichment analysis. We found a major wave of transcriptional down-regulation in preimplantation embryos. In receptive-stage endometrium, several genes and signaling pathways were identified, including JAK-STAT signaling and inflammatory pathways. The main curated embryo-endometrium interaction network highlighted the importance of cell adhesion molecules in the implantation process. We also identified cytokine-cytokine receptor interactions involved in implantation, where osteopontin (SPP1), leukemia inhibitory factor (LIF) and leptin (LEP) pathways were intertwining. Further, we identified a number of novel players in human embryo-endometrium interactions, such as apolipoprotein D (APOD), endothelin 1 (END1), fibroblast growth factor 7 (FGF7), gastrin (GAST), kringle containing trnasmembrane protein 1 (KREMEN1), neuropilin 1 (NRP1), serpin peptidase inhibitor clade A member 3 (SERPINA3), versican (VCAN), and others. Our findings provide a fundamental resource for better understanding of the genetic network that leads to successful embryo implantation. We demonstrate the first systems biology approach into the complex molecular network of the implantation process in humans.
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Affiliation(s)
- Signe Altmäe
- Department of Clinical Science Intervention, and Technology, Division of Obstetrics and Gynaecology, Karolinska Institutet, Karolinska University Hospital Huddinge, 14186 Stockholm, Sweden.
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Palial KK, Drury J, Heathcote L, Valentijin A, Farquharson RG, Gazvani R, Rudland PS, Hapangama DK, Celik N, Celik O, Aktan E, Ozerol E, Celik E, Bozkurt K, Paran H, Hascalik S, Ozerol I, Arase T, Maruyama T, Uchida H, Miyazaki K, Oda H, Uchida-Nishikawa S, Kagami M, Yamazaki A, Tamaki K, Yoshimura Y, De Vos M, Ortega C, Smitz J, Van Vaerenbergh I, Bourgain C, Devroey P, Luciano D, Exacoustos C, Zupi E, Luciano AA, Arduini D, Palomino WA, Argandona F, Kohen P, Azua R, Scarella A, Devoto L, McKinnon B, Bersinger NA, Mueller MD, Bonavita M, Mattila M, Ferreira FP, Maia-Filho V, Rocha AM, Serafini P, Motta ELA, Kim H, Kim CH, You RM, Nah HY, Lee JW, Kang HJ, Kang BM, Letur - Koenirsch H, Haouzi D, Olivennes F, Rouleau C, Cohen-Bacri P, Dechaud H, Hamamah S, D'Hooghe T, Hummelshoj L, Dunselman GAJ, Dirksen CD, EndoCost Consortium WERF, Simoens S, Novembri R, Luisi S, Carrarelli P, Rocha ALL, Toti P, Reis FM, Florio P, Petraglia F, Bruce KD, Sadek KH, Macklon N, Cagampang FR, Cheong Y, Goudakou M, Kalogeraki A, Matalliotakis I, Papatheodorou A, Pasadaki T, Karkanaki A, Prapas I, Prapas I, Kalogeraki A, Matalliotakis I, Panagiotidis I, Kasapi E, Karkanaki A, Goudakou M, Barlow D, Oliver J, Loumaye E, Khanmohammadi M, kazemnejad S, darzi S, Khanjani S, Zarnani A, Akhondi M, Tan CW, Ng CP, Loh SF, Tan HH, Choolani M, Griffith L, Chan J, Andersson KL, Sundqvist J, Scarselli G, Gemzell-Danielsson K, Lalitkumar PG, Jana S, Chattopadhyay R, Datta Ray C, Chaudhury K, Chakravarty BN, Hannan N, Evans J, Hincks C, Rombauts LJF, Salamonsen LA, Choi D, Lee J, Park J, Chang H, Kim M, Hwang K, Takeuchi K, Kurematsu T, Fukumoto Y, Yuki Y, Kuroki Y, Homan Y, Sata Y, Takeuchi M, Munoz Munoz E, Ortiz Olivera G, Fernandez Lopez I, Martinez Martinez B, Aguilar Prieto J, Portela Perez S, Pellicer Martinez A, Keltz M, Sauerbrun M, Breborowicz A, Gonzales E, Vicente-Munoz S, Puchades-Carrasco L, Morcillo I, Hidalgo JJ, Gilabert-Estelles J, Novella-Maestre E, Pellicer A, Pineda-Lucena A, Yavorovskaya KA, Okhtyrskaya TA, Demura TA, Faizulina NM, Ezhova LS, Kogan EA, Bilibio JP, Souza CAB, Rodini GP, Genro V, Andreoli CG, de Conto E, Cunha-Filho JSL, Saare M, Soritsa D, Jarva L, Vaidla K, Palta P, Laan M, Karro H, Soritsa A, Salumets A, Peters M, Miskova A, Pilmane M, Rezeberga D, Haouzi D, Dechaud H, Assou S, Letur H, Olivennes F, Hamamah S, Piomboni P, Stendardi A, Gambera L, De Leo V, Petraglia F, Focarelli R, Tamm K, Simm J, Salumets A, Metsis M, Vodolazkaia A, Fassbender A, Kyama CM, Bokor A, Schols D, Huskens D, Meuleman C, Peeraer K, Tomassetti C, D'Hooghe TM, Machens K, Afhuppe W, Schulz A, Diefenbach K, Schutt B, Faustmann T, Reischl J, Peters M, Altmae S, Reimand J, Laisk T, Saare M, Hovatta O, Kolde R, Vilo J, Stavreus-Evers A, Salumets A, Lee JH, Kim SG, Kim YY, Park IH, Sun HG, Lee KH, Ezoe K, Kawano H, Yabuuchi A, Ochiai K, Nagashima H, Osada H, Kagawa N, Kato O, Tamura I, Asada H, Taketani T, Tamura H, Sugino N, Garcia Velasco J, Prieto L, Quesada JF, Cambero O, Toribio M, Pellicer A, Hur CY, Lim KS, Lee WD, Lim JH, Germeyer A, Nelson L, Graham A, Jauckus J, Strowitzki T, Lessey B, Gyulmamedova I, Illina O, Illin I, Mogilevkina I, Chaika A, Nosenko O, Boykova I, Gulmamedova E, Isik H, Moraloglu O, Seven ALI, Kilic S, Erkayiran U, Caydere M, Batioglu S, Alhalabi M, Samawi S, Taha A, Kafri N, Modi S, Khatib A, Sharif J, Othman A, Lancuba S, Branzini C, Lopez M, Baricalla A, Cristina C, Chen J, Jiang Y, Zhen X, Hu Y, Yan G, Sun H, Mizumoto J, Ueno J, Carvalho FM, Casals G, Ordi J, Guimera M, Creus M, Fabregues F, Casamitjana R, Carmona F, Balasch J, Choi YS, Kim KC, Lee WD, Kim KH, Lee BS, Kim SH, Fassbender A, Overbergh L, Verdrengh E, Kyama C, Vodolazkaia A, Bokor A, Meuleman C, Peeraer K, Tomassetti C, Waelkens E, Mathieu C, D'Hooghe T, Iwasa T, Hatano K, Hasegawa E, Ito H, Isaka K, L. Rocha AL, Luisi S, Carrarelli P, Novembri R, Florio P, Reis F, Petraglia F, Lee KS, Joo JK, Son JB, Choi JR, Vidali A, Barad DH, Gleicher N, Jiang Y, Chen J, Zhen X, Hu Y, Sun H, Yan G, Sayyah-Melli M, Kazemi-Shishvan M. POSTER VIEWING SESSION - ENDOMETRIOSIS, ENDOMETRIUM, IMPLANTATION AND FALLOPIAN TUBE. Hum Reprod 2011. [DOI: 10.1093/humrep/26.s1.80] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Laisk T, Peters M, Saare M, Haller-Kikkatalo K, Karro H, Salumets A. Association of CCR5, TLR2, TLR4 and MBL genetic variations with genital tract infections and tubal factor infertility. J Reprod Immunol 2010; 87:74-81. [DOI: 10.1016/j.jri.2010.06.001] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2010] [Revised: 06/01/2010] [Accepted: 06/02/2010] [Indexed: 10/19/2022]
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Lamp M, Saare M, Laisk T, Karro H, Kadastik Ü, Metspalu A, Peters M, Salumets A. Genetic variations in vascular endothelial growth factor but not in angiotensin I-converting enzyme genes are associated with endometriosis in Estonian women. Eur J Obstet Gynecol Reprod Biol 2010; 153:85-9. [DOI: 10.1016/j.ejogrb.2010.07.021] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2010] [Revised: 06/04/2010] [Accepted: 07/07/2010] [Indexed: 12/14/2022]
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Peters M, Saare M, Kaart T, Haller-Kikkatalo K, Lend AK, Punab M, Metspalu A, Salumets A. Analysis of polymorphisms in the SRD5A2 gene and semen parameters in Estonian men. ACTA ACUST UNITED AC 2009; 31:372-8. [PMID: 19926884 DOI: 10.2164/jandrol.109.008714] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Spermatogenesis is an androgen-dependent process and polymorphisms in genes encoding androgen-metabolizing enzymes may be associated with impaired male fertility. The enzyme steroid 5α-reductase converts testosterone into dihydrotestosterone. We analyzed genotype frequencies of 5 single-nucleotide polymorphisms (SNPs 1-5) (rs632148, rs523349, rs2300701, rs2268797, and rs12470143) in the steroid 5α-reductase type 2 gene (SRD5A2) in 132 azoospermic or oligozoospermic and 211 normozoospermic men. We found no association between investigated genotypes and the occurrence of male infertility. Linear regression analysis revealed a significant correlation between certain alleles of SNP1 and SNP5 and testicular volume among control men. Normozoospermic men carrying the minor allele of all but SNP5 polymorphism exhibited a significantly higher proportion of progressively motile spermatozoa, compared with major homozygotes. However, SRD5A2 genotypes did not influence sperm concentration, serum testosterone, or follicle-stimulating hormone levels in controls. Our results suggest that polymorphisms examined in SRD5A2 exhibit no adverse effect on semen parameters in Estonian men.
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Affiliation(s)
- Maire Peters
- Department of Obstetrics and Gynecology, University of Tartu, L. Puusepa 8, Tartu 51014, Estonia.
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Altmäe S, Haller K, Peters M, Saare M, Hovatta O, Stavreus-Evers A, Velthut A, Karro H, Metspalu A, Salumets A. Aromatase gene (CYP19A1) variants, female infertility and ovarian stimulation outcome: a preliminary report. Reprod Biomed Online 2009; 18:651-7. [PMID: 19549443 DOI: 10.1016/s1472-6483(10)60009-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Progress has been made towards ascertaining the genetic predictors of ovarian stimulation in IVF. Aromatase cytochrome P450, encoded by the CYP19A1 gene, catalyses a key step in ovarian oestrogen biosynthesis. Hence, the aromatase gene is an attractive candidate for genetic studies. This study aimed to examine the genetic influences of CYP19A1 TCT trinucleotide insertion/deletion (Ins/Del) and (TTTA)(n) microsatellite intronic polymorphisms on ovarian stimulation outcome and aetiology of female infertility. IVF patients (n = 152) underwent ovarian stimulation according to recombinant FSH and gonadotrophin releasing hormone antagonist protocol. Del/Del homozygous patients with shorter TTTA repeats exhibited decreased ovarian FSH sensitivity in ovarian stimulation, which may reflect variations in aromatase gene expression during early antral follicle development. Accordingly, this study demonstrates correlations between Del allele and shorter (TTTA)(n) repeat sizes with smaller ovaries (r = -0.70, P = 0.047) and fewer antral follicles (r = 0.21, P = 0.018) on days 3-5 of spontaneous menstrual cycle, respectively. Furthermore, Del variation linked with low-repeat-number (TTTA)(n) alleles are involved in enhanced genetic susceptibility to unexplained infertility (adjusted OR = 4.33, P = 0.039) and endometriosis (r = -0.88, P = 0.026), which corroborates evidence on the overlapping patient profiles of ovarian dysfunction in both types of female infertility.
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Affiliation(s)
- Signe Altmäe
- Department of Biotechnology, Institute of Molecular and Cell Biology, Estonian Genome Foundation, University of Tartu, Estonia
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Saare M, Belousova A, Punab M, Peters M, Haller K, Ausmees K, Poolamets O, Karro H, Metspalu A, Salumets A. Androgen receptor gene haplotype is associated with male infertility. ACTA ACUST UNITED AC 2008; 31:395-402. [PMID: 17651405 DOI: 10.1111/j.1365-2605.2007.00782.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The purpose of the current study was to evaluate the importance of androgen receptor (AR) gene haplotypes and polymorphic CAG/GGN microsatellites in the aetiology of male infertility. We genotyped six haplotype-tagging single nucleotide polymorphisms and CAG/GGN microsatellites of the AR gene in 112 infertile and 212 control Estonian men. A total of 13 AR haplotypes (HAP1-13) were identified, among which HAP4 was found to confer increased risk for male infertility (OR = 5.15, 95% CI = 1.75-15.15, p = 0.003). However, infertile patients and controls had similar lengths and distributions of both AR CAG (mean +/- SD number of repeats 21.1 +/- 2.5 vs. 21.2 +/- 2.3, respectively) and GGN (mean +/- SD number of repeats 22.5 +/- 1.5 vs. 22.4 +/- 1.9, respectively) repeats. In addition, HAP2 was associated with more CAG repeats (r = 1.17, p = 0.033) and HAP3 with fewer CAG repeats (r = -2.93, p < 0.001) than the major haplotype HAP1. HAP3 and HAP4 were associated with more GGN repeats (r = 1.35, p = 0.001 and r = 1.36, p = 0.002, respectively) than HAP1. In conclusion, our results implicated the AR-HAP4 gene haplotype in increased risk for male infertility, while no association was found between AR CAG/GGN microsatellites and impaired spermatogenesis.
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Affiliation(s)
- M Saare
- Department of Obstetrics and Gynaecology, University of Tartu, Tartu, Estonia
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Pitkänen J, Rebane A, Rowell J, Murumägi A, Ströbel P, Möll K, Saare M, Heikkilä J, Doucas V, Marx A, Peterson P. Cooperative activation of transcription by autoimmune regulator AIRE and CBP. Biochem Biophys Res Commun 2005; 333:944-53. [PMID: 15964547 DOI: 10.1016/j.bbrc.2005.05.187] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2005] [Accepted: 05/25/2005] [Indexed: 11/18/2022]
Abstract
Autoimmune regulator (AIRE) is a transcriptional regulator that is believed to control the expression of tissue-specific genes in the thymus. Mutated AIRE is responsible for onset of the hereditary autoimmune disease APECED. AIRE is able to form nuclear bodies (NBs) and interacts with the ubiquitous transcriptional coactivator CBP. In this paper, we show that CBP and AIRE synergistically activate transcription on different promoter reporters whereas AIRE gene mutation R257X, found in APECED patients, interferes with this coactivation effect. Furthermore, the overexpression of AIRE and CBP collaboratively enhance endogenous IFNbeta mRNA expression. The immunohistochemical studies suggest that CBP, depending on the balance of nuclear proteins, is a component of AIRE NBs. We also show that AIRE NBs are devoid of active chromatin and, therefore, not sites of transcription. In addition, we demonstrate by 3D analyses that AIRE and CBP, when colocalizing, are located spatially differently within AIRE NBs. In conclusion, our data suggest that AIRE activates transcription of the target genes, i.e., autoantigens in collaboration with CBP and that this activation occurs outside of AIRE NBs.
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Affiliation(s)
- J Pitkänen
- Institute of Medical Technology, University of Tampere and Tampere University Hospital, Tampere, Finland
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