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Toljic M, Nikolic N, Joksic I, Carkic J, Munjas J, Karadzov Orlic N, Milasin J. Expression analysis of microRNAs and cytokine mRNAs in pregnancies complicated by gestational hypertension. Eur J Obstet Gynecol Reprod Biol 2024; 301:64-69. [PMID: 39098223 DOI: 10.1016/j.ejogrb.2024.07.069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Accepted: 07/31/2024] [Indexed: 08/06/2024]
Abstract
OBJECTIVES Gestational hypertension (GH1) is one of the most common pregnancy-related complications, however, there is still insufficient knowledge about its development and molecular changes. The aim of our study was to examine the expression of miR-17, miR-29a and miR-181a, as well as TNF-α, IL-1β, IL-6 and IL-17 in women with GH and to investigate possible correlations between these parameters. STUDY DESIGN The study included 64 pregnant women, placed either in the control or the GH group. Quantitative real-time PCR (qPCR2) was used to determine expression levels of microRNAs and cytokines' mRNAs. MAIN OUTCOME MEASURES Expression levels of miRNAs (miR-17, miR-29a and miR-181a) and proinflammatory cytokines mRNAs (TNF-α, IL-1β, IL-6 and IL-17) in women with gestational hypertension were compared to the control group (healthy pregnant women). RESULTS No significant changes in microRNAs expression level were found between compared groups. TNF-α was significantly upregulated in the GH group compared to controls. Expression levels of other investigated cytokines did not differ between examined groups. ROC curve analysis indicated that TNF-α does not show sufficient ability to discriminate between CG and GH patients. TNF-α was significantly positively correlated with IL-1β and IL-17 and negatively correlated with miR-181a. CONCLUSIONS Our results point to the involvement of proinflamatory cytokines in gestational hypertension. Although increased expression of TNF-α was found in the GH group, this cytokine did not show sufficient ability to discriminate between GH and healthy pregnancies.
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Affiliation(s)
- Mina Toljic
- Genetic Laboratory Department, Obstetrics and Gynecology Clinic "Narodni Front", Kraljice Natalije Street 62, 11000 Belgrade, Serbia.
| | - Nadja Nikolic
- Department of Human Genetics, School of Dental Medicine, University of Belgrade, Street Dr Subotica 8, 11000 Belgrade, Serbia.
| | - Ivana Joksic
- Genetic Laboratory Department, Obstetrics and Gynecology Clinic "Narodni Front", Kraljice Natalije Street 62, 11000 Belgrade, Serbia.
| | - Jelena Carkic
- Department of Human Genetics, School of Dental Medicine, University of Belgrade, Street Dr Subotica 8, 11000 Belgrade, Serbia.
| | - Jelena Munjas
- Department of Medical Biochemistry, Faculty of Pharmacy, University of Belgrade, Street Vojvode Stepe 450, 11000 Belgrade, Serbia.
| | - Natasa Karadzov Orlic
- High-Risk Pregnancy Department, Obstetrics and Gynecology Clinic "Narodni Front", School of Medicine, University of Belgrade, Kraljice Natalije Street 62, 11000 Belgrade, Serbia.
| | - Jelena Milasin
- Department of Human Genetics, School of Dental Medicine, University of Belgrade, Street Dr Subotica 8, 11000 Belgrade, Serbia.
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2
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Hacimoto SYS, Cressoni ACL, da Silva LECM, Padovan CC, Ferriani RA, Rosa-e-Silva JC, Meola J. Selection of reference miRNAs for RT-qPCR assays in endometriosis menstrual blood-derived mesenchymal stem cells. PLoS One 2024; 19:e0306657. [PMID: 39078824 PMCID: PMC11288454 DOI: 10.1371/journal.pone.0306657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 06/20/2024] [Indexed: 08/02/2024] Open
Abstract
Choosing appropriate reference genes or internal controls to normalize RT-qPCR data is mandatory for the interexperimental reproducibility of gene expression data obtained by RT-qPCR in most studies, including those on endometriosis. Particularly for miRNAs, the choice for reference genes is challenging because of their physicochemical and biological characteristics. Moreover, the retrograde menstruation theory, mesenchymal stem cells in menstrual blood (MenSCs), and changes in post-transcriptional regulatory processes through miRNAs have gained prominence in the scientific community as important players in endometriosis. Therefore, we originally explored the stability of 10 miRNAs expressions as internal control candidates in conditions involving the two-dimensional culture of MenSCs from healthy women and patients with endometriosis. Here, we applied multiple algorithms (geNorm, NormFinder, Bestkeeper, and delta Ct) to screen reference genes and assessed the comprehensive stability classification of miRNAs using RefFinder. Pairwise variation calculated using geNorm identified three miRNAs as a sufficient number of reference genes for accurate normalization. MiR-191-5p, miR-24-3p, and miR-103a-3p were the best combination for suitable gene expression normalization. This study will benefit similar research, but is also attractive for regenerative medicine and clinics that use MenSCs, miRNA expression, and RT-qPCR.
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Affiliation(s)
- Sabrina Yukari Santos Hacimoto
- Department of Gynecology and Obstetrics of Ribeirao Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | - Ana Clara Lagazzi Cressoni
- Department of Gynecology and Obstetrics of Ribeirao Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | | | - Cristiana Carolina Padovan
- Department of Gynecology and Obstetrics of Ribeirao Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | - Rui Alberto Ferriani
- Department of Gynecology and Obstetrics of Ribeirao Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
- National Institute of Hormones and Women’s Health (Hormona), CNPq, Porto Alegre, Rio Grande do Sul, Brazil
| | - Júlio César Rosa-e-Silva
- Department of Gynecology and Obstetrics of Ribeirao Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | - Juliana Meola
- Department of Gynecology and Obstetrics of Ribeirao Preto Medical School, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
- National Institute of Hormones and Women’s Health (Hormona), CNPq, Porto Alegre, Rio Grande do Sul, Brazil
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Toljic M, Nikolic N, Joksic I, Carkic J, Munjas J, Karadzov Orlic N, Milasin J. Expression of miRNAs and proinflammatory cytokines in pregnant women with gestational diabetes mellitus. J Reprod Immunol 2024; 162:104211. [PMID: 38342070 DOI: 10.1016/j.jri.2024.104211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Revised: 12/22/2023] [Accepted: 01/31/2024] [Indexed: 02/13/2024]
Abstract
Altered microRNAs (miRNAs1) and cytokines expression levels are associated with several pregnancy-induced complications. We evaluated the profile of circulating miRNAs (miR-17, miR-29a and miR-181a) and proinflammatory cytokines (TNF-α, IL-1β, IL-6 and IL-17) in women with gestational diabetes mellitus (GDM2), as well as their potential use as GDM biomarkers. The case-control study included 65 pregnant women divided into 2 groups - GDM and control. Expression levels of miRNAs in plasma samples and cytokines mRNA isolated from peripheral blood buffy coat were analyzed by quantitative real-time PCR (qPCR3). Significant miR-29a downregulation was found in GDM compared to the control group, and was even more significant after adjustments for covariates. miR-17 and miR-181a expression levels did not differ between the examined groups. Expression levels of IL-1β were significantly higher in GDM group compared to controls, while TNF-α, IL-6 and IL-17 did not show significant changes in expression between the two groups. As jugded from the ROC curve analysis, miR-29a and IL-1β had a significant capacity to discriminate between CG and GDM. Additionally, a positive correlation was established between IL-1β and TNF-α in the GDM group. GDM appeared to be associated with altered levels of miR-29a and IL-1β making them markers of this condition.
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Affiliation(s)
- Mina Toljic
- Genetic Laboratory Department, Obstetrics and Gynecology Clinic "Narodni Front", Kraljice Natalije Street 62, 11000 Belgrade, Serbia
| | - Nadja Nikolic
- Department of Human Genetics, School of Dental Medicine, University of Belgrade, Street Dr Subotica 8, 11000 Belgrade, Serbia
| | - Ivana Joksic
- Genetic Laboratory Department, Obstetrics and Gynecology Clinic "Narodni Front", Kraljice Natalije Street 62, 11000 Belgrade, Serbia.
| | - Jelena Carkic
- Department of Human Genetics, School of Dental Medicine, University of Belgrade, Street Dr Subotica 8, 11000 Belgrade, Serbia
| | - Jelena Munjas
- Department of Medical Biochemistry, Faculty of Pharmacy, University of Belgrade, Street Vojvode Stepe 450, 11000 Belgrade, Serbia
| | - Natasa Karadzov Orlic
- High-Risk Pregnancy Department, Obstetrics and Gynecology Clinic "Narodni Front", School of Medicine, University of Belgrade, Kraljice Natalije Street 62, 11000 Belgrade, Serbia
| | - Jelena Milasin
- Department of Human Genetics, School of Dental Medicine, University of Belgrade, Street Dr Subotica 8, 11000 Belgrade, Serbia
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4
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Szubert M, Nowak-Glück A, Domańska-Senderowska D, Szymańska B, Sowa P, Rycerz A, Wilczyński JR. miRNA Expression Profiles in Ovarian Endometriosis and Two Types of Ovarian Cancer-Endometriosis-Associated Ovarian Cancer and High-Grade Ovarian Cancer. Int J Mol Sci 2023; 24:17470. [PMID: 38139300 PMCID: PMC10743418 DOI: 10.3390/ijms242417470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Revised: 12/06/2023] [Accepted: 12/08/2023] [Indexed: 12/24/2023] Open
Abstract
Endometriosis-associated ovarian cancer (EOC) consisting of endometrioid cancer and clear-cell ovarian cancer could be promoted by many factors. miRNAs, which are small, non-coding molecules of RNA, are among them. The aim of this study was to detect miRNAs connected with the malignant transformation of endometriosis. FFPE (formalin-fixed, paraffin-embedded) samples of 135 patients operated on for endometriosis and different types of ovarian cancer (EOC and HGSOC-high-grade serous ovarian cancer) were studied. Healthy ovarian tissue was used as a control group. From the expression panel of 754 miRNAs, 7 were chosen for further tests according to their ROC (receiver operating characteristic) curves: miR-1-3p, miR-125b-1-3p, miR-31-3p, miR-200b-3p, miR-502-5p, miR-503-5p and miR-548d-5p. Furthermore, other potentially important clinical data were analysed, which included age, BMI, Ca-125 concentration, miscarriages and deliveries and concomitant diseases such as hypertension, type 2 diabetes and smoking. Among the miRNAs, miR200b-3p had the lowest expression in neoplastic tissues. miR31-3p had the highest expression in women without any lesions in the ovaries. miR-502-5p and miR-548-5p did not differ between the studied groups. The examined miRNA panel generally distinguished significantly normal ovarian tissue and endometriosis, normal ovarian tissue and cancer, and endometriosis and cancer. The malignant transformation of endometriosis is dependent on different factors. miRNA changes are among them. The studied miRNA panel described well the differences between endometriosis and EOC but had no potential to differentiate types of ovarian cancer according to their origin. Therefore, examination of a broader miRNA panel is needed and might prove itself advantageous in clinical practice.
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Affiliation(s)
- Maria Szubert
- Department of Surgical and Oncologic Gynaecology, 1st Department of Gynaecology and Obstetrics, M. Pirogow’s Teaching Hospital, Medical University of Lodz, Wilenska 37 St., 94-029 Lodz, Poland; (A.N.-G.); (A.R.); (J.R.W.)
- Club 35. Polish Society of Gynaecologists and Obstetricians, ul. Cybernetyki 7F/87, 02-677 Warsaw, Poland
| | - Anna Nowak-Glück
- Department of Surgical and Oncologic Gynaecology, 1st Department of Gynaecology and Obstetrics, M. Pirogow’s Teaching Hospital, Medical University of Lodz, Wilenska 37 St., 94-029 Lodz, Poland; (A.N.-G.); (A.R.); (J.R.W.)
| | | | - Bożena Szymańska
- Research Laboratory CoreLab, Medical University of Lodz, Mazowiecka 6/8 St., 92-215 Lodz, Poland;
| | - Piotr Sowa
- Department of Pathology, M. Pirogow’s Teaching Hospital, Wilenska 37 St., 94-029 Lodz, Poland;
| | - Aleksander Rycerz
- Department of Surgical and Oncologic Gynaecology, 1st Department of Gynaecology and Obstetrics, M. Pirogow’s Teaching Hospital, Medical University of Lodz, Wilenska 37 St., 94-029 Lodz, Poland; (A.N.-G.); (A.R.); (J.R.W.)
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, Mazowiecka 15 St., 92-215 Lodz, Poland
| | - Jacek R. Wilczyński
- Department of Surgical and Oncologic Gynaecology, 1st Department of Gynaecology and Obstetrics, M. Pirogow’s Teaching Hospital, Medical University of Lodz, Wilenska 37 St., 94-029 Lodz, Poland; (A.N.-G.); (A.R.); (J.R.W.)
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5
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Mercier-Guery A, Millet M, Merle B, Collet C, Bagouet F, Borel O, Sornay-Rendu E, Szulc P, Vignot E, Gensburger D, Fontanges E, Croset M, Chapurlat R. Dysregulation of MicroRNAs in Adult Osteogenesis Imperfecta: The miROI Study. J Bone Miner Res 2023; 38:1665-1678. [PMID: 37715362 DOI: 10.1002/jbmr.4912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2023] [Revised: 08/23/2023] [Accepted: 09/09/2023] [Indexed: 09/17/2023]
Abstract
As epigenetic regulators of gene expression, circulating micro-RiboNucleic Acids (miRNAs) have been described in several bone diseases as potential prognostic markers. The aim of our study was to identify circulating miRNAs potentially associated with the severity of osteogenesis imperfecta (OI) in three steps. We have screened by RNA sequencing for the miRNAs that were differentially expressed in sera of a small group of OI patients versus controls and then conducted a validation phase by RT-qPCR analysis of sera of a larger patient population. In the first phase of miROI, we found 79 miRNAs that were significantly differentially expressed. We therefore selected 19 of them as the most relevant. In the second phase, we were able to validate the significant overexpression of 8 miRNAs in the larger OI group. Finally, we looked for a relationship between the level of variation of the validated miRNAs and the clinical characteristics of OI. We found a significant difference in the expression of two microRNAs in those patients with dentinogenesis imperfecta. After reviewing the literature, we found 6 of the 8 miRNAs already known to have a direct action on bone homeostasis. Furthermore, the use of a miRNA-gene interaction prediction model revealed a 100% probability of interaction between 2 of the 8 confirmed miRNAs and COL1A1 and/or COL1A2. This is the first study to establish the miRNA signature in OI, showing a significant modification of miRNA expression potentially involved in the regulation of genes involved in the physiopathology of OI. © 2023 The Authors. Journal of Bone and Mineral Research published by Wiley Periodicals LLC on behalf of American Society for Bone and Mineral Research (ASBMR).
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Affiliation(s)
- Alexandre Mercier-Guery
- Hospices Civils de Lyon, Hôpital E. Herriot, Service de Rhumatologie et Pathologie Osseuse, Lyon, France
- Université de Lyon, Université Lyon 1, INSERM UMR 1033; LYOS Pathophysiology, Diagnosis & Treatments of Musculoskeletal Disorders, Lyon, France
| | - Marjorie Millet
- Université de Lyon, Université Lyon 1, INSERM UMR 1033; LYOS Pathophysiology, Diagnosis & Treatments of Musculoskeletal Disorders, Lyon, France
| | - Blandine Merle
- Université de Lyon, Université Lyon 1, INSERM UMR 1033; LYOS Pathophysiology, Diagnosis & Treatments of Musculoskeletal Disorders, Lyon, France
| | - Corinne Collet
- CHU Robert Debré, Université de Paris Cité, Département de Génétique, CHU Lariboisière, Paris, France
- INSERM UMR1132, CHU Lariboisière, Paris, France
| | - Flora Bagouet
- Hospices Civils de Lyon, Hôpital E. Herriot, Service de Rhumatologie et Pathologie Osseuse, Lyon, France
| | - Olivier Borel
- Université de Lyon, Université Lyon 1, INSERM UMR 1033; LYOS Pathophysiology, Diagnosis & Treatments of Musculoskeletal Disorders, Lyon, France
| | - Elisabeth Sornay-Rendu
- Université de Lyon, Université Lyon 1, INSERM UMR 1033; LYOS Pathophysiology, Diagnosis & Treatments of Musculoskeletal Disorders, Lyon, France
| | - Pawel Szulc
- Université de Lyon, Université Lyon 1, INSERM UMR 1033; LYOS Pathophysiology, Diagnosis & Treatments of Musculoskeletal Disorders, Lyon, France
| | - Emmanuelle Vignot
- Hospices Civils de Lyon, Hôpital E. Herriot, Service de Rhumatologie et Pathologie Osseuse, Lyon, France
| | - Deborah Gensburger
- Hospices Civils de Lyon, Hôpital E. Herriot, Service de Rhumatologie et Pathologie Osseuse, Lyon, France
| | - Elisabeth Fontanges
- Hospices Civils de Lyon, Hôpital E. Herriot, Service de Rhumatologie et Pathologie Osseuse, Lyon, France
| | - Martine Croset
- Université de Lyon, Université Lyon 1, INSERM UMR 1033; LYOS Pathophysiology, Diagnosis & Treatments of Musculoskeletal Disorders, Lyon, France
| | - Roland Chapurlat
- Hospices Civils de Lyon, Hôpital E. Herriot, Service de Rhumatologie et Pathologie Osseuse, Lyon, France
- Université de Lyon, Université Lyon 1, INSERM UMR 1033; LYOS Pathophysiology, Diagnosis & Treatments of Musculoskeletal Disorders, Lyon, France
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6
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Morales-Sánchez P, Lambert C, Ares-Blanco J, Suárez-Gutiérrez L, Villa-Fernández E, Garcia AV, García-Villarino M, Tejedor JR, Fraga MF, Torre EM, Pujante P, Delgado E. Circulating miRNA expression in long-standing type 1 diabetes mellitus. Sci Rep 2023; 13:8611. [PMID: 37244952 DOI: 10.1038/s41598-023-35836-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 05/24/2023] [Indexed: 05/29/2023] Open
Abstract
Type 1 diabetes is a chronic autoimmune disease which results in inefficient regulation of glucose homeostasis and can lead to different vascular comorbidities through life. In this study we aimed to analyse the circulating miRNA expression profile of patients with type 1 diabetes, and with no other associated pathology. For this, fasting plasma was obtained from 85 subjects. Next generation sequencing analysis was firstly performed to identify miRNAs that were differentially expressed between groups (20 patients vs. 10 controls). hsa-miR-1-3p, hsa-miR-200b-3p, hsa-miR-9-5p, and hsa-miR-1200 expression was also measured by Taqman RT-PCR to validate the observed changes (34 patients vs. 21 controls). Finally, through a bioinformatic approach, the main pathways affected by the target genes of these miRNAs were studied. Among the studied miRNAs, hsa-miR-1-3p expression was found significantly increased in patients with type 1 diabetes compared to controls, and positively correlated with glycated haemoglobin levels. Additionally, by using a bioinformatic approach, we could observe that changes in hsa-miR-1-3p directly affect genes involved in vascular development and cardiovascular pathologies. Our results suggest that, circulating hsa-miR-1-3p in plasma, together with glycaemic control, could be used as prognostic biomarkers in type 1 diabetes, helping to prevent the development of vascular complications in these patients.
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Affiliation(s)
- Paula Morales-Sánchez
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
| | - Carmen Lambert
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain.
- University of Barcelona, Barcelona, Spain.
| | - Jessica Ares-Blanco
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain
- Endocrinology and Nutrition Department, Asturias Central University Hospital, Oviedo, Asturias, Spain
- Medicine Department, University of Oviedo, Oviedo, Asturias, Spain
| | - Lorena Suárez-Gutiérrez
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain
- Endocrinology and Nutrition Department, Asturias Central University Hospital, Oviedo, Asturias, Spain
| | - Elsa Villa-Fernández
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain
| | - Ana Victoria Garcia
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain
| | - Miguel García-Villarino
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain
| | - Juan Ramón Tejedor
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Nanomaterials and Nanotechnology Research Center (CINN-CSIC), Health Research Institute of Asturias (ISPA), Oviedo, Asturias, Spain
- Institute of Oncology of Asturias (IUOPA), Oviedo, Asturias, Spain
- Department of Organisms and Systems Biology (B.O.S), University of Oviedo, Oviedo, Asturias, Spain
| | - Mario F Fraga
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Nanomaterials and Nanotechnology Research Center (CINN-CSIC), Health Research Institute of Asturias (ISPA), Oviedo, Asturias, Spain
- Institute of Oncology of Asturias (IUOPA), Oviedo, Asturias, Spain
- Department of Organisms and Systems Biology (B.O.S), University of Oviedo, Oviedo, Asturias, Spain
| | - Edelmiro Menéndez Torre
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain
- Endocrinology and Nutrition Department, Asturias Central University Hospital, Oviedo, Asturias, Spain
- Medicine Department, University of Oviedo, Oviedo, Asturias, Spain
| | - Pedro Pujante
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain.
- Endocrinology and Nutrition Department, Asturias Central University Hospital, Oviedo, Asturias, Spain.
| | - Elías Delgado
- Endocrinology, Nutrition, Diabetes and Obesity Group (ENDO), Health Research Institute of the Principality of Asturias (ISPA), Av. Hospital Universitario s/n, 33011, Oviedo, Asturias, Spain.
- Centre for Biomedical Network Research on Rare Diseases (CIBERER), Instituto de Salud Carlos III, Madrid, Spain.
- Endocrinology and Nutrition Department, Asturias Central University Hospital, Oviedo, Asturias, Spain.
- Medicine Department, University of Oviedo, Oviedo, Asturias, Spain.
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7
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Rzepiel A, Horváth A, Kutszegi N, Gézsi A, Sági JC, Almási L, Egyed B, Lőrincz P, Visnovitz T, Kovács GT, Szalai C, Semsei ÁF, Erdélyi DJ. MiR-128-3p as blood based liquid biopsy biomarker in childhood acute lymphoblastic leukemia. Mol Cell Probes 2023; 67:101893. [PMID: 36640912 DOI: 10.1016/j.mcp.2023.101893] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 12/27/2022] [Accepted: 01/05/2023] [Indexed: 01/13/2023]
Abstract
BACKGROUND Minimal residual disease (MRD) is one of the most valuable independent prognostic factors in acute lymphoblastic leukemia (ALL). Bone marrow (BM) aspiration, however, is an invasive process. Previous studies have shown that microRNAs (miR) and extracellular vesicle (EV)-related miRs show different expression profiles at the presence of malignant cells compared to healthy controls. In our previous project, we have reported that two miRs previously described to be overexpressed in blasts were significantly decreased over the first week of the therapy of patients with ALL in the platelet free plasma fraction (PFP) of peripheral blood samples (PB). The aim of the current study was to assess the relation between day 15 flow cytometry (FC) MRD and expression of miR-128-3p and miR-222-3p miRs in exosome-enriched fraction (EEF) of PFP to evaluate whether their expression in EEF correlates with day 15 FC MRD more precisely. METHODS PB was collected from 13 patients diagnosed with pediatric pre-B ALL at 4 time points. Expression of miR-128-3p and miR-222-3p was measured by qPCR in PFP and EEF. RESULTS Positive correlation was found between changes of miR-128-3p expression in EEF or PFP by day 8 of chemotherapy and day 15 FC MRD (rEEF = 0.99, pEEF = 1.13E-9 and rPFP = 0.99, pPFP = 4.75E-9, respectively). Furthermore, the decrease of miR-128-3p in EEF by day 15 of treatment also showed a positive correlation with day 15 FC MRD (rEEF = 0.96; pEEF = 4.89E-5). CONCLUSION Our results show that circulating miRs are potential biomarkers of ALL MRD, asmiR-128-3p level both in PFP and EEF predicts day 15 FC MRD. In addition, the assessment of the EEF gave a more promising result.
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Affiliation(s)
- Andrea Rzepiel
- Dept. of Paediatrics, Semmelweis University, Budapest, Hungary
| | - Anna Horváth
- Dept. of Genetics, Cell- and Immunobiology, Semmelweis University, Budapest, Hungary; HCEMM-SE Molecular Oncohematology Research Group, 1st Dept. of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
| | - Nóra Kutszegi
- Dept. of Paediatrics, Semmelweis University, Budapest, Hungary; Dept. of Genetics, Cell- and Immunobiology, Semmelweis University, Budapest, Hungary
| | - András Gézsi
- Dept. of Measurement and Information Systems, Budapest University of Technology and Economics, Budapest, Hungary
| | - Judit C Sági
- Dept. of Paediatrics, Semmelweis University, Budapest, Hungary; Dept. of Genetics, Cell- and Immunobiology, Semmelweis University, Budapest, Hungary; Institute of Genomic Medicine and Rare Disorders, Semmelweis University, Budapest, Hungary
| | - Laura Almási
- Dept. of Paediatrics, Semmelweis University, Budapest, Hungary
| | - Bálint Egyed
- Dept. of Paediatrics, Semmelweis University, Budapest, Hungary; Dept. of Genetics, Cell- and Immunobiology, Semmelweis University, Budapest, Hungary; HCEMM-SE Molecular Oncohematology Research Group, 1st Dept. of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
| | - Péter Lőrincz
- Dept. of Anatomy, Cell and Developmental Biology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Tamás Visnovitz
- Dept. of Genetics, Cell- and Immunobiology, Semmelweis University, Budapest, Hungary; Dept. of Plant Physiology and Molecular Plant Biology, ELTE Eötvös Loránd University, Budapest, Hungary
| | - Gábor T Kovács
- Dept. of Paediatrics, Semmelweis University, Budapest, Hungary
| | - Csaba Szalai
- Dept. of Genetics, Cell- and Immunobiology, Semmelweis University, Budapest, Hungary; Heim Pál Children Hospital, Budapest, Hungary
| | - Ágnes F Semsei
- Dept. of Genetics, Cell- and Immunobiology, Semmelweis University, Budapest, Hungary.
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8
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Gu Z, Yin H, Zhang H, Zhang H, Liu X, Zeng X, Zheng X. Optimization of a method for the clinical detection of serum exosomal miR-940 as a potential biomarker of breast cancer. Front Oncol 2022; 12:956167. [PMID: 36338741 PMCID: PMC9634127 DOI: 10.3389/fonc.2022.956167] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2022] [Accepted: 10/05/2022] [Indexed: 10/20/2023] Open
Abstract
Serum exosomal microRNAs (miRNAs) are potential biomarkers for tumor diagnosis. Clinically, reverse transcription-quantitative polymerase chain reaction (RT-qPCR) can be used to determine the expression of exosomal miRNAs in the serum of breast cancer patients. The prerequisites for obtaining meaningful serum exosomal miRNA data of breast cancer patients include a suitable extraction method for exosomes and RT-qPCR data standardized by internal reference genes. However, the appropriate methods for the extraction of exosomes and the applicability of reference genes for analyzing exosomal miRNAs in breast cancer patients remain to be studied. This study compared the effects of three exosome extraction methods as well as the expression of exosomal miRNA in different initial serum amounts and at different serum states to identify the selection of the best method for serum exosome extraction. Five candidate reference genes including miR-16, miR-484, miR-1228, miR-191 and miR-423 for standardizing serum exosomal miRNAs were screened using five algorithms and were used for the quantification of serum exosomal miR-940. Significant downregulation of serum exosomal miR-940 expression in breast cancer was detected using miR-191 and miR-1228, whereas no significant down or up regulation was observed with miR-484, miR-423 and miR-16. Previous studies have shown that the expression level of miR-940 is downregulated in breast cancer tissues. The absolute quantitative results showed that miR-940 was significantly downregulated in breast cancer serum exosomes, which was consistent with the results from the analysis using miR-191 or miR-1228 as reference genes. Therefore, miR-191 and miR-1228 could serve as reference genes for the relative quantification of serum exosomal miRNAs. This finding indicated the importance of rigorously evaluating the stability of reference genes and standardization for serum exosomal miRNA expression. Moreover, the level of serum exosomal miR-940 in breast cancer could reflect the presence of lymph node metastasis and the status of HER2/neu, which indicates its potential as a biomarker for breast cancer metastasis. In summary, an optimized protocol for the detection of serum exosomal miR-940 as a breast cancer marker was preliminarily established.
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Affiliation(s)
- Zhiyun Gu
- Department of Oncology Laboratory, Chongqing University Cancer Hospital, Chongqing, China
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, China
| | - Haojie Yin
- Bioengineering College, Chongqing University, Chongqing, China
| | - Haiwei Zhang
- Department of Oncology Laboratory, Chongqing University Cancer Hospital, Chongqing, China
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, China
| | - Hui Zhang
- Department of Oncology Laboratory, Chongqing University Cancer Hospital, Chongqing, China
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, China
| | - Xiaoyu Liu
- Department of Oncology Laboratory, Chongqing University Cancer Hospital, Chongqing, China
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, China
| | - Xiaohua Zeng
- Department of Oncology Laboratory, Chongqing University Cancer Hospital, Chongqing, China
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, China
| | - Xiaodong Zheng
- Department of Oncology Laboratory, Chongqing University Cancer Hospital, Chongqing, China
- Chongqing Key Laboratory of Translational Research for Cancer Metastasis and Individualized Treatment, Chongqing University Cancer Hospital, Chongqing, China
- Medical College of Chongqing University, Chongqing University, Chongqing, China
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9
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Kaur J, Saul D, Doolittle ML, Rowsey JL, Vos SJ, Farr JN, Khosla S, Monroe DG. Identification of a suitable endogenous control miRNA in bone aging and senescence. Gene X 2022; 835:146642. [PMID: 35700807 PMCID: PMC9533812 DOI: 10.1016/j.gene.2022.146642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Revised: 04/15/2022] [Accepted: 06/02/2022] [Indexed: 11/04/2022] Open
Abstract
MicroRNAs (miRNAs) are promising tools as biomarkers and therapeutic agents in various chronic diseases such as osteoporosis, cancers, type I and II diabetes, and cardiovascular diseases. Considering the rising interest in the regulatory role of miRNAs in bone metabolism, aging, and cellular senescence, accurate normalization of qPCR-based miRNA expression data using an optimal endogenous control becomes crucial. We used a systematic approach to select candidate endogenous control miRNAs that exhibit high stability with aging from our miRNA sequence data and literature search. Validation of miRNA expression was performed using qPCR and their comprehensive stability was assessed using the RefFinder tool which is based on four statistical algorithms: GeNorm, NormFinder, BestKeeper, and comparative delta CT. The selected endogenous control was then validated for its stability in mice and human bone tissues, and in bone marrow stromal cells (BMSCs) following induction of senescence and senolytic treatment. Finally, the utility of selected endogenous control versus U6 was tested by using each as a normalizer to measure the expression of miR-34a, a miRNA known to increase with age and senescence. Our results show that Let-7f did not change across the groups with aging, senescence or senolytic treatment, and was the most stable miRNA, whereas U6 was the least stable. Moreover, using Let-7f as a normalizer resulted in significantly increased expression of miR-34a with aging and senescence and decreased expression following senolytic treatment. However, the expression pattern for miR-34a reversed for each of these conditions when U6 was used as a normalizer. We show that optimal endogenous control miRNAs, such as Let-7f, are essential for accurate normalization of miRNA expression data to increase the reliability of results and prevent misinterpretation. Moreover, we present a systematic strategy that is transferrable and can easily be used to identify endogenous control miRNAs in other biological systems and conditions.
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Affiliation(s)
- Japneet Kaur
- Department of Medicine, Division of Endocrinology, Mayo Clinic College of Medicine, Rochester, MN 55905, USA; Robert and Arlene Kogod Center on Aging, Rochester, MN 55905, USA
| | - Dominik Saul
- Department of Medicine, Division of Endocrinology, Mayo Clinic College of Medicine, Rochester, MN 55905, USA; Robert and Arlene Kogod Center on Aging, Rochester, MN 55905, USA
| | - Madison L Doolittle
- Department of Medicine, Division of Endocrinology, Mayo Clinic College of Medicine, Rochester, MN 55905, USA; Robert and Arlene Kogod Center on Aging, Rochester, MN 55905, USA
| | - Jennifer L Rowsey
- Department of Medicine, Division of Endocrinology, Mayo Clinic College of Medicine, Rochester, MN 55905, USA; Robert and Arlene Kogod Center on Aging, Rochester, MN 55905, USA
| | - Stephanie J Vos
- Department of Medicine, Division of Endocrinology, Mayo Clinic College of Medicine, Rochester, MN 55905, USA; Robert and Arlene Kogod Center on Aging, Rochester, MN 55905, USA
| | - Joshua N Farr
- Department of Medicine, Division of Endocrinology, Mayo Clinic College of Medicine, Rochester, MN 55905, USA; Robert and Arlene Kogod Center on Aging, Rochester, MN 55905, USA
| | - Sundeep Khosla
- Department of Medicine, Division of Endocrinology, Mayo Clinic College of Medicine, Rochester, MN 55905, USA; Robert and Arlene Kogod Center on Aging, Rochester, MN 55905, USA
| | - David G Monroe
- Department of Medicine, Division of Endocrinology, Mayo Clinic College of Medicine, Rochester, MN 55905, USA; Robert and Arlene Kogod Center on Aging, Rochester, MN 55905, USA.
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10
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Dietary Improvement during Lactation Normalizes miR-26a, miR-222 and miR-484 Levels in the Mammary Gland, but Not in Milk, of Diet-Induced Obese Rats. Biomedicines 2022; 10:biomedicines10061292. [PMID: 35740314 PMCID: PMC9219892 DOI: 10.3390/biomedicines10061292] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Revised: 05/24/2022] [Accepted: 05/24/2022] [Indexed: 02/01/2023] Open
Abstract
We aimed to evaluate in rats whether the levels of specific miRNA are altered in the mammary gland (MG) and milk of diet-induced obese dams, and whether improving maternal nutrition during lactation attenuates such alterations. Dams fed with a standard diet (SD) (control group), with a Western diet (WD) prior to and during gestation and lactation (WD group), or with WD prior to and during gestation but moved to SD during lactation (Rev group) were followed. The WD group showed higher miR-26a, miR-222 and miR-484 levels than the controls in the MG, but the miRNA profile in Rev animals was not different from those of the controls. The WD group also displayed higher miR-125a levels than the Rev group. Dams of the WD group, but not the Rev group, displayed lower mRNA expression levels of Rb1 (miR-26a’s target) and Elovl6 (miR-125a’s target) than the controls in the MG. The WD group also presented lower expression of Insig1 (miR-26a’s target) and Cxcr4 (miR-222’s target) than the Rev group. However, both WD and Rev animals displayed lower expression of Vegfa (miR-484’s target) than the controls. WD animals also showed greater miR-26a, miR-125a and miR-222 levels in the milk than the controls, but no differences were found between the WD and Rev groups. Thus, implementation of a healthy diet during lactation normalizes the expression levels of specific miRNAs and some target genes in the MG of diet-induced obese dams but not in milk.
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11
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miR 31-3p Has the Highest Expression in Cesarean Scar Endometriosis. Int J Mol Sci 2022; 23:ijms23094660. [PMID: 35563053 PMCID: PMC9105608 DOI: 10.3390/ijms23094660] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Revised: 04/02/2022] [Accepted: 04/20/2022] [Indexed: 02/01/2023] Open
Abstract
Micro-RNAs expression can vary between different forms of endometriosis, but data on miRNA expression in cesarean scar endometriosis is lacking. The present study is comprised of 30 patients with endometriosis in the cesarean scar (scar endometriosis, SE), 14 patients with deep infiltrating endometriosis (DIE), 47 patients with endometrioma (ovarian endometrial cyst, OE), and 33 patients with healthy ovarian tissue as the control group (CG). In the initial experiment to identify possible dysregulated miRNAs, the levels of 754 miRNAs in formalin-fixed paraffin-embedded tissue (FFPE) samples from OE, high-grade ovarian cancer, endometrioid ovarian cancer, and CG were measured. We identified seven potentially dysregulated miRNAs: miR-1-3p, miR-31-3p, miR-125b-1-3p, miR-200b-3p, miR-548d, miR-502, and miR-503. We then examined the expression profiles of each of these miRNAs individually in the SE, DIE, OE, and CG FFPE samples using RT-qPCR. miR-31-3p had significantly higher levels of expression and miR-125b-1-3p had significantly lower levels of expression in SE compared to the controls. Overall, the higher expression levels of miR-31-3p and the lower expression levels of miR-125b-1-3p are consistent with the benign nature of SE. Importantly, the results of the present study demonstrate the possibility of using miRNA to monitor the risk of malignant transformation of endometriosis tissue.
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Veryaskina YA, Titov SE, Ivanov MK, Ruzankin PS, Tarasenko AS, Shevchenko SP, Kovynev IB, Stupak EV, Pospelova TI, Zhimulev IF. Selection of reference genes for quantitative analysis of microRNA expression in three different types of cancer. PLoS One 2022; 17:e0254304. [PMID: 35176014 PMCID: PMC8853544 DOI: 10.1371/journal.pone.0254304] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 01/30/2022] [Indexed: 11/18/2022] Open
Abstract
MicroRNAs (miRNAs) are promising biomarkers in cancer research. Quantitative PCR (qPCR), also known as real-time PCR, is the most frequently used technique for measuring miRNA expression levels. The use of this technique, however, requires that expression data be normalized against reference genes. The problem is that a universal internal control for quantitative analysis of miRNA expression by qPCR has yet to be known. The aim of this work was to find the miRNAs with stable expression in the thyroid gland, brain and bone marrow according to NanoString nCounter miRNA quantification data. As a results, the most stably expressed miRNAs were as follows: miR-361-3p, -151a-3p and -29b-3p in the thyroid gland; miR-15a-5p, -194-5p and -532-5p in the brain; miR-140-5p, -148b-3p and -362-5p in bone marrow; and miR-423-5p, -28-5p and -532-5p, no matter what tissue type. These miRNAs represent promising reference genes for miRNA quantification by qPCR.
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Affiliation(s)
- Yuliya A. Veryaskina
- Laboratory of Gene Engineering, Institute of Cytology and Genetics, Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russia
- Department of the Structure and Function of Chromosomes, Laboratory of Molecular Genetics Institute of Molecular and Cellular Biology, Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russia
- * E-mail:
| | - Sergei E. Titov
- Department of the Structure and Function of Chromosomes, Laboratory of Molecular Genetics Institute of Molecular and Cellular Biology, Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russia
- AO Vector-Best, Novosibirsk, Russia
| | | | - Pavel S. Ruzankin
- Sobolev Institute of Mathematics, Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russia
- Department of Mathematics and Mechanics, Novosibirsk State University, Novosibirsk, Russia
| | - Anton S. Tarasenko
- Sobolev Institute of Mathematics, Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russia
- Department of Mathematics and Mechanics, Novosibirsk State University, Novosibirsk, Russia
| | | | - Igor B. Kovynev
- Department of Therapy, Hematology and Transfusiology, Novosibirsk State Medical University, Novosibirsk, Russia
| | - Evgenij V. Stupak
- Department of Neurosurgery, Ya.L. Tsivyan Novosibirsk Research Institute of Traumatology and Orthopedics, Novosibirsk, Russia
| | - Tatiana I. Pospelova
- Department of Therapy, Hematology and Transfusiology, Novosibirsk State Medical University, Novosibirsk, Russia
| | - Igor F. Zhimulev
- Department of the Structure and Function of Chromosomes, Laboratory of Molecular Genetics Institute of Molecular and Cellular Biology, Siberian Branch of Russian Academy of Sciences, Novosibirsk, Russia
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13
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Cagnan I, Keles M, Keskus AG, Tombaz M, Sahan OB, Aerts-Kaya F, Uckan-Cetinkaya D, Konu O, Gunel-Ozcan A. Global miRNA expression of bone marrow mesenchymal stem/stromal cells derived from Fanconi anemia patients. Hum Cell 2021; 35:111-124. [PMID: 34792755 DOI: 10.1007/s13577-021-00626-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Accepted: 09/26/2021] [Indexed: 11/24/2022]
Abstract
Fanconi anemia (FA) is a rare genetic disorder characterized by genomic instability, developmental defects, and bone marrow (BM) failure. Hematopoietic stem cells (HSCs) in BM interact with the mesenchymal stem/stromal cells (MSCs); and this partly sustains the tissue homeostasis. MicroRNAs (miRNAs) can play a critical role during these interactions possibly via paracrine mechanisms. This is the first study addressing the miRNA profile of FA BM-MSCs obtained before and after BM transplantation (preBMT and postBMT, respectively). Non-coding RNA expression profiling and quality control analyses were performed in Donors (n = 13), FA preBMT (n = 11), and FA postBMT (n = 6) BM-MSCs using GeneChip miRNA 2.0 Array. Six Donor-FA preBMT pairs were used to identify a differentially expressed miRNA expression signature containing 50 miRNAs, which exhibited a strong correlation with the signature obtained from unpaired samples. Five miRNAs (hsa-miR-146a-5p, hsa-miR-148b-3p, hsa-miR-187-3p, hsa-miR-196b-5p, and hsa-miR-25-3p) significantly downregulated in both the paired and unpaired analyses were used to generate the BM-MSCs' miRNA-BM mononuclear mRNA networks upon integration of a public dataset (GSE16334; studying Donor versus FA samples). Functionally enriched KEGG pathways included cellular senescence, miRNAs, and pathways in cancer. Here, we showed that hsa-miR-146a-5p and hsa-miR-874-3p were rescued upon BMT (n = 3 triplets). The decrease in miR-146a-5p was also validated using RT-qPCR and emerged as a strong candidate as a modulator of BM mRNAs in FA patients.
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Affiliation(s)
- Ilgin Cagnan
- Department of Stem Cell Sciences, Graduate School of Health Sciences, Center for Stem Cell Research and Development, Hacettepe University, 06100, Sihhiye, Ankara, Turkey.,Department of Biological Sciences, Faculty of Arts and Sciences, Eastern Mediterranean University, 99628, Famagusta, North Cyprus, via Mersin-10, Turkey
| | - Mustafa Keles
- Department of Stem Cell Sciences, Graduate School of Health Sciences, Center for Stem Cell Research and Development, Hacettepe University, 06100, Sihhiye, Ankara, Turkey.,Center for Stem Cell Research and Development, PEDI-STEM, Hacettepe University, 06100, Sihhiye, Ankara, Turkey
| | - Ayse Gokce Keskus
- Interdisciplinary Neuroscience Program, Bilkent University, Ankara, Turkey
| | - Melike Tombaz
- Department of Molecular Biology and Genetics, Bilkent University, Ankara, Turkey
| | - Ozge Burcu Sahan
- Department of Stem Cell Sciences, Graduate School of Health Sciences, Center for Stem Cell Research and Development, Hacettepe University, 06100, Sihhiye, Ankara, Turkey.,Center for Stem Cell Research and Development, PEDI-STEM, Hacettepe University, 06100, Sihhiye, Ankara, Turkey
| | - Fatima Aerts-Kaya
- Department of Stem Cell Sciences, Graduate School of Health Sciences, Center for Stem Cell Research and Development, Hacettepe University, 06100, Sihhiye, Ankara, Turkey.,Center for Stem Cell Research and Development, PEDI-STEM, Hacettepe University, 06100, Sihhiye, Ankara, Turkey
| | - Duygu Uckan-Cetinkaya
- Department of Stem Cell Sciences, Graduate School of Health Sciences, Center for Stem Cell Research and Development, Hacettepe University, 06100, Sihhiye, Ankara, Turkey.,Center for Stem Cell Research and Development, PEDI-STEM, Hacettepe University, 06100, Sihhiye, Ankara, Turkey.,Department of Pediatrics, Division of Bone Marrow Transplantation Unit, Faculty of Medicine, Hacettepe University, Ankara, Turkey
| | - Ozlen Konu
- Interdisciplinary Neuroscience Program, Bilkent University, Ankara, Turkey. .,Department of Molecular Biology and Genetics, Bilkent University, Ankara, Turkey.
| | - Aysen Gunel-Ozcan
- Department of Stem Cell Sciences, Graduate School of Health Sciences, Center for Stem Cell Research and Development, Hacettepe University, 06100, Sihhiye, Ankara, Turkey. .,Center for Stem Cell Research and Development, PEDI-STEM, Hacettepe University, 06100, Sihhiye, Ankara, Turkey.
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